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Fixed botne*t26 model results, add some 50ts self-attn variants

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more_datasets
Ross Wightman 3 years ago
parent ae72d009fa
commit 1e17863b7b
9 changed files with 1898 additions and 1848 deletions
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34
benchmark.py
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@ -170,7 +170,9 @@ def profile_deepspeed(model, input_size=(3, 224, 224), batch_size=1, detailed=Fa
return macs, 0 # no activation count in DS
def profile_fvcore(model, input_size=(3, 224, 224), batch_size=1, detailed=False):
def profile_fvcore(model, input_size=(3, 224, 224), batch_size=1, detailed=False, force_cpu=False):
if force_cpu:
model = model.to('cpu')
device, dtype = next(model.parameters()).device, next(model.parameters()).dtype
example_input = torch.ones((batch_size,) + input_size, device=device, dtype=dtype)
fca = FlopCountAnalysis(model, example_input)
@ -277,6 +279,7 @@ class InferenceBenchmarkRunner(BenchmarkRunner):
img_size=self.input_size[-1],
param_count=round(self.param_count / 1e6, 2),
)
<<<<<<< Updated upstream
if not self.scripted:
if has_deepspeed_profiling:
macs, _ = profile_deepspeed(self.model, self.input_size)
@ -285,6 +288,22 @@ class InferenceBenchmarkRunner(BenchmarkRunner):
macs, activations = profile_fvcore(self.model, self.input_size)
results['gmacs'] = round(macs / 1e9, 2)
results['macts'] = round(activations / 1e6, 2)
=======
retries = 2
while retries:
retries -= 1
try:
if has_deepspeed_profiling:
macs, _ = profile_deepspeed(self.model, self.input_size)
results['gmacs'] = round(macs / 1e9, 2)
elif has_fvcore_profiling:
macs, activations = profile_fvcore(self.model, self.input_size, force_cpu=not retries)
results['gmacs'] = round(macs / 1e9, 2)
results['macts'] = round(activations / 1e6, 2)
except RuntimeError as e:
pass
>>>>>>> Stashed changes
_logger.info(
f"Inference benchmark of {self.model_name} done. "
@ -472,7 +491,12 @@ def _try_run(model_name, bench_fn, initial_batch_size, bench_kwargs):
results = bench.run()
return results
except RuntimeError as e:
print(f'Error: {str(e)} while running benchmark. Reducing batch size to {batch_size} for retry.')
e_str = str(e)
print(e_str)
if 'channels_last' in e_str:
print(f'Error: {model_name} not supported in channels_last, skipping.')
break
print(f'Error: "{e_str}" while running benchmark. Reducing batch size to {batch_size} for retry.')
batch_size = decay_batch_exp(batch_size)
return results
@ -521,7 +545,7 @@ def benchmark(args):
param_count = model_results.pop('infer_param_count', model_results.pop('train_param_count', 0))
model_results.setdefault('param_count', param_count)
model_results.pop('train_param_count', 0)
return model_results
return model_results if model_results['param_count'] else dict()
def main():
@ -555,7 +579,9 @@ def main():
continue
args.model = m
r = benchmark(args)
results.append(r)
if r:
results.append(r)
time.sleep(10)
except KeyboardInterrupt as e:
pass
sort_key = 'infer_samples_per_sec'

89
results/results-imagenet-a-clean.csv
Unescape View File

@ -130,9 +130,9 @@ tresnet_xl_448,95.970,4.030,99.120,0.880,78.44,448,0.875,bilinear
eca_nfnet_l0,95.960,4.040,99.210,0.790,24.14,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic
tf_efficientnet_b4,95.890,4.110,99.170,0.830,19.34,380,0.922,bicubic
resnet51q,95.880,4.120,99.120,0.880,35.70,288,1.000,bilinear
swsl_resnext50_32x4d,95.880,4.120,99.250,0.750,25.03,224,0.875,bilinear
swin_small_patch4_window7_224,95.880,4.120,99.020,0.980,49.61,224,0.900,bicubic
resnet51q,95.880,4.120,99.120,0.880,35.70,288,1.000,bilinear
tresnet_l_448,95.870,4.130,99.120,0.880,55.99,448,0.875,bilinear
cait_xxs36_384,95.860,4.140,99.090,0.910,17.37,384,1.000,bicubic
resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
@ -140,16 +140,16 @@ vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
xcit_tiny_24_p8_224_dist,95.820,4.180,99.210,0.790,12.11,224,1.000,bicubic
regnetz_c,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic
ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear
resnet61q,95.790,4.210,98.990,1.010,36.85,288,1.000,bicubic
twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic
resnet61q,95.790,4.210,98.990,1.010,36.85,288,1.000,bicubic
tf_efficientnet_b2_ns,95.750,4.250,99.120,0.880,9.11,260,0.890,bicubic
gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic
tresnet_m,95.730,4.270,99.030,0.970,31.39,224,0.875,bilinear
pnasnet5large,95.720,4.280,98.920,1.080,86.06,331,0.911,bicubic
efficientnet_b3,95.720,4.280,99.040,0.960,12.23,320,1.000,bicubic
pnasnet5large,95.720,4.280,98.920,1.080,86.06,331,0.911,bicubic
nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
crossvit_15_dagger_240,95.670,4.330,98.820,1.180,28.21,240,0.875,bicubic
xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic
crossvit_15_dagger_240,95.670,4.330,98.820,1.180,28.21,240,0.875,bicubic
vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic
pit_b_224,95.630,4.370,98.670,1.330,73.76,224,0.900,bicubic
resnetv2_101,95.630,4.370,98.990,1.010,44.54,224,0.950,bicubic
@ -162,8 +162,8 @@ levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic
xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic
crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
xcit_medium_24_p16_224,95.520,4.480,98.770,1.230,84.40,224,1.000,bicubic
visformer_small,95.500,4.500,98.900,1.100,40.22,224,0.900,bicubic
ecaresnet50t,95.500,4.500,99.120,0.880,25.57,320,0.950,bicubic
visformer_small,95.500,4.500,98.900,1.100,40.22,224,0.900,bicubic
ssl_resnext101_32x8d,95.470,4.530,99.120,0.880,88.79,224,0.875,bilinear
crossvit_18_240,95.450,4.550,98.790,1.210,43.27,240,0.875,bicubic
deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic
@ -193,23 +193,23 @@ xcit_tiny_12_p16_384_dist,95.110,4.890,99.020,0.980,6.72,384,1.000,bicubic
convmixer_1536_20,95.080,4.920,99.030,0.970,51.63,224,0.960,bicubic
xcit_tiny_12_p8_224_dist,95.080,4.920,98.910,1.090,6.71,224,1.000,bicubic
ecaresnet101d_pruned,95.070,4.930,98.980,1.020,24.88,224,0.875,bicubic
vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
regnetz_b,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
legacy_senet154,95.060,4.940,98.830,1.170,115.09,224,0.875,bilinear
gluon_resnet152_v1s,95.050,4.950,98.930,1.070,60.32,224,0.875,bicubic
regnetz_b,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
halonet50ts,95.050,4.950,98.590,1.410,22.73,256,0.940,bicubic
wide_resnet50_2,95.050,4.950,98.970,1.030,68.88,224,0.875,bicubic
gluon_resnet152_v1s,95.050,4.950,98.930,1.070,60.32,224,0.875,bicubic
tnt_s_patch16_224,95.040,4.960,98.840,1.160,23.76,224,0.900,bicubic
levit_256,95.030,4.970,98.890,1.110,18.89,224,0.900,bicubic
seresnext50_32x4d,95.030,4.970,98.890,1.110,27.56,224,0.875,bicubic
resnetv2_50x1_bitm,95.020,4.980,99.050,0.950,25.55,448,1.000,bilinear
levit_256,95.030,4.970,98.890,1.110,18.89,224,0.900,bicubic
tf_efficientnet_b3,95.020,4.980,98.910,1.090,12.23,300,0.904,bicubic
resnetv2_50x1_bitm,95.020,4.980,99.050,0.950,25.55,448,1.000,bilinear
vit_base_patch32_224,95.010,4.990,99.020,0.980,88.22,224,0.900,bicubic
coat_mini,94.990,5.010,98.780,1.220,10.34,224,0.900,bicubic
tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
halonet50ts,94.950,5.050,98.750,1.250,22.73,256,0.940,bicubic
resnest50d_4s2x40d,94.950,5.050,99.070,0.930,30.42,224,0.875,bicubic
gluon_seresnext101_64x4d,94.940,5.060,98.820,1.180,88.23,224,0.875,bicubic
rexnet_200,94.940,5.060,99.000,1.000,16.37,224,0.875,bicubic
gluon_seresnext101_64x4d,94.940,5.060,98.820,1.180,88.23,224,0.875,bicubic
gluon_senet154,94.930,5.070,98.770,1.230,115.09,224,0.875,bicubic
gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
resmlp_36_distilled_224,94.870,5.130,98.860,1.140,44.69,224,0.875,bicubic
@ -219,9 +219,12 @@ ssl_resnext50_32x4d,94.860,5.140,98.870,1.130,25.03,224,0.875,bilinear
tf_efficientnet_lite4,94.860,5.140,99.020,0.980,13.01,380,0.920,bilinear
crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic
resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear
lamhalobotnet50ts_256,94.800,5.200,98.550,1.450,22.57,256,0.950,bicubic
sehalonet33ts,94.780,5.220,98.570,1.430,13.69,256,0.940,bicubic
ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
resnest50d_1s4x24d,94.770,5.230,98.980,1.020,25.68,224,0.875,bicubic
ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
lambda_resnet50ts,94.770,5.230,98.470,1.530,21.54,256,0.950,bicubic
halo2botnet50ts_256,94.760,5.240,98.660,1.340,22.64,256,0.950,bicubic
gluon_resnet152_v1d,94.750,5.250,98.740,1.260,60.21,224,0.875,bicubic
deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic
haloregnetz_b,94.710,5.290,98.660,1.340,11.68,224,0.940,bicubic
@ -243,40 +246,40 @@ gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
repvgg_b3g4,94.530,5.470,98.960,1.040,83.83,224,0.875,bilinear
xcit_tiny_24_p16_224_dist,94.520,5.480,98.790,1.210,12.12,224,1.000,bicubic
tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
convmixer_768_32,94.490,5.510,98.850,1.150,21.11,224,0.960,bicubic
gcresnet33ts,94.480,5.520,98.780,1.220,19.88,256,0.900,bicubic
gcresnext50ts,94.480,5.520,98.670,1.330,15.67,256,0.900,bicubic
tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic
gcresnext50ts,94.480,5.520,98.670,1.330,15.67,256,0.900,bicubic
gcresnet33ts,94.480,5.520,98.780,1.220,19.88,256,0.900,bicubic
cspresnext50,94.470,5.530,98.680,1.320,20.57,224,0.875,bilinear
rexnet_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic
ssl_resnet50,94.470,5.530,98.920,1.080,25.56,224,0.875,bilinear
rexnet_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic
resmlp_24_distilled_224,94.450,5.550,98.770,1.230,30.02,224,0.875,bicubic
regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic
resnetv2_50,94.440,5.560,98.730,1.270,25.55,224,0.950,bicubic
regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic
tf_efficientnetv2_b2,94.410,5.590,98.570,1.430,10.10,260,0.890,bicubic
deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic
tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic
deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic
efficientnet_el_pruned,94.390,5.610,98.750,1.250,10.59,300,0.904,bicubic
tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic
inception_v4,94.370,5.630,98.580,1.420,42.68,299,0.875,bicubic
tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic
legacy_seresnext101_32x4d,94.350,5.650,98.630,1.370,48.96,224,0.875,bilinear
gluon_seresnext50_32x4d,94.330,5.670,98.620,1.380,27.56,224,0.875,bicubic
resnet50,94.330,5.670,98.440,1.560,25.56,224,0.950,bicubic
dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,bicubic
gluon_seresnext50_32x4d,94.330,5.670,98.620,1.380,27.56,224,0.875,bicubic
ecaresnet26t,94.300,5.700,98.710,1.290,16.01,320,0.950,bicubic
resnetrs50,94.290,5.710,98.640,1.360,35.69,224,0.910,bicubic
dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,bicubic
xception71,94.290,5.710,98.640,1.360,42.34,299,0.903,bicubic
resnetrs50,94.290,5.710,98.640,1.360,35.69,224,0.910,bicubic
resnet50d,94.270,5.730,98.720,1.280,25.58,224,0.875,bicubic
cait_xxs36_224,94.260,5.740,98.710,1.290,17.30,224,1.000,bicubic
gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
cait_xxs36_224,94.260,5.740,98.710,1.290,17.30,224,1.000,bicubic
skresnext50_32x4d,94.260,5.740,98.470,1.530,27.48,224,0.875,bicubic
regnetx_120,94.240,5.760,98.670,1.330,46.11,224,0.875,bicubic
dpn92,94.220,5.780,98.730,1.270,37.67,224,0.875,bicubic
ecaresnet50d_pruned,94.210,5.790,98.730,1.270,19.94,224,0.875,bicubic
mixnet_xl,94.200,5.800,98.340,1.660,11.90,224,0.875,bicubic
gluon_resnet101_v1d,94.200,5.800,98.570,1.430,44.57,224,0.875,bicubic
eca_resnet33ts,94.200,5.800,98.770,1.230,19.68,256,0.900,bicubic
gluon_resnet101_v1d,94.200,5.800,98.570,1.430,44.57,224,0.875,bicubic
resmlp_36_224,94.190,5.810,98.660,1.340,44.69,224,0.875,bicubic
resnext50d_32x4d,94.190,5.810,98.570,1.430,25.05,224,0.875,bicubic
tf_efficientnet_lite3,94.190,5.810,98.640,1.360,8.20,300,0.904,bilinear
@ -288,9 +291,9 @@ gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic
regnety_064,94.150,5.850,98.740,1.260,30.58,224,0.875,bicubic
vit_base_patch16_sam_224,94.150,5.850,98.670,1.330,86.57,224,0.900,bicubic
efficientnet_b2_pruned,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic
dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic
regnetx_160,94.120,5.880,98.740,1.260,54.28,224,0.875,bicubic
dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
resnext50_32x4d,94.110,5.890,98.350,1.650,25.03,224,0.875,bicubic
ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
gluon_resnet152_v1b,94.080,5.920,98.460,1.540,60.19,224,0.875,bicubic
@ -309,11 +312,12 @@ rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic
regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic
regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic
regnety_040,93.860,6.140,98.640,1.360,20.65,224,0.875,bicubic
efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
repvgg_b2g4,93.840,6.160,98.600,1.400,61.76,224,0.875,bilinear
efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
gluon_resnext50_32x4d,93.820,6.180,98.410,1.590,25.03,224,0.875,bicubic
lambda_resnet26t,93.820,6.180,98.650,1.350,10.96,256,0.940,bicubic
pit_xs_distilled_224,93.820,6.180,98.670,1.330,11.00,224,0.900,bicubic
eca_botnext26ts_256,93.790,6.210,98.500,1.500,10.59,256,0.950,bicubic
resnext101_32x8d,93.790,6.210,98.580,1.420,88.79,224,0.875,bilinear
gluon_resnet50_v1d,93.780,6.220,98.400,1.600,25.58,224,0.875,bicubic
xception65,93.770,6.230,98.360,1.640,39.92,299,0.903,bicubic
@ -331,31 +335,32 @@ gluon_resnet50_v1s,93.630,6.370,98.470,1.530,25.68,224,0.875,bicubic
tf_efficientnet_b0_ns,93.620,6.380,98.640,1.360,5.29,224,0.875,bicubic
resnet33ts,93.600,6.400,98.530,1.470,19.68,256,0.900,bicubic
cait_xxs24_224,93.590,6.410,98.440,1.560,11.96,224,1.000,bicubic
coat_tiny,93.580,6.420,98.410,1.590,5.50,224,0.900,bicubic
hrnet_w44,93.580,6.420,98.700,1.300,67.06,224,0.875,bilinear
coat_tiny,93.580,6.420,98.410,1.590,5.50,224,0.900,bicubic
regnetx_040,93.550,6.450,98.560,1.440,22.12,224,0.875,bicubic
hrnet_w32,93.520,6.480,98.440,1.560,41.23,224,0.875,bilinear
dla102x,93.510,6.490,98.500,1.500,26.31,224,0.875,bilinear
eca_halonext26ts,93.510,6.490,98.280,1.720,10.76,256,0.940,bicubic
tf_efficientnet_b1,93.510,6.490,98.360,1.640,7.79,240,0.882,bicubic
botnet26t_256,93.500,6.500,98.300,1.700,12.49,256,0.950,bicubic
repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
hrnet_w40,93.490,6.510,98.590,1.410,57.56,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.480,6.520,98.520,1.480,3.05,384,1.000,bicubic
xception,93.480,6.520,98.530,1.470,22.86,299,0.897,bicubic
resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic
gluon_inception_v3,93.460,6.540,98.560,1.440,23.83,299,0.875,bicubic
mixnet_l,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic
res2net50_26w_8s,93.430,6.570,98.180,1.820,48.40,224,0.875,bilinear
mixnet_l,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic
legacy_seresnet152,93.420,6.580,98.340,1.660,66.82,224,0.875,bilinear
xception41,93.410,6.590,98.420,1.580,26.97,299,0.903,bicubic
res2net50_26w_6s,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear
xcit_tiny_12_p16_224_dist,93.400,6.600,98.490,1.510,6.72,224,1.000,bicubic
res2net50_26w_6s,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear
resnest26d,93.360,6.640,98.640,1.360,17.07,224,0.875,bilinear
dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear
levit_128,93.340,6.660,98.380,1.620,9.21,224,0.900,bicubic
repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
tf_inception_v3,93.330,6.670,98.040,1.960,23.83,299,0.875,bicubic
tv_resnet152,93.330,6.670,98.390,1.610,60.19,224,0.875,bilinear
repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic
bat_resnext26ts,93.310,6.690,98.350,1.650,10.73,256,0.900,bicubic
legacy_seresnet101,93.300,6.700,98.500,1.500,49.33,224,0.875,bilinear
@ -366,18 +371,18 @@ efficientnet_es,93.200,6.800,98.400,1.600,5.44,224,0.875,bicubic
hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
dla60_res2net,93.160,6.840,98.410,1.590,20.85,224,0.875,bilinear
pit_xs_224,93.120,6.880,98.320,1.680,10.62,224,0.900,bicubic
regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
pit_xs_224,93.120,6.880,98.320,1.680,10.62,224,0.900,bicubic
tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
dla60x,93.090,6.910,98.490,1.510,17.35,224,0.875,bilinear
dla102,93.080,6.920,98.540,1.460,33.27,224,0.875,bilinear
rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
gluon_resnet50_v1c,93.030,6.970,98.370,1.630,25.58,224,0.875,bicubic
regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,bicubic
repvgg_b1g4,93.000,7.000,98.430,1.570,39.97,224,0.875,bilinear
hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
legacy_seresnet50,92.950,7.050,98.190,1.810,28.09,224,0.875,bilinear
hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
tf_efficientnet_em,92.950,7.050,98.210,1.790,6.90,240,0.882,bicubic
crossvit_9_dagger_240,92.920,7.080,98.250,1.750,8.78,240,0.875,bicubic
adv_inception_v3,92.890,7.110,98.130,1.870,23.83,299,0.875,bicubic
@ -387,8 +392,8 @@ resmlp_12_distilled_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.820,7.180,98.180,1.820,24.01,224,0.875,bicubic
seresnext26t_32x4d,92.810,7.190,98.370,1.630,16.81,224,0.875,bicubic
tv_resnet101,92.810,7.190,98.230,1.770,44.55,224,0.875,bilinear
gcresnext26ts,92.770,7.230,98.270,1.730,10.48,256,0.900,bicubic
efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic
gcresnext26ts,92.770,7.230,98.270,1.730,10.48,256,0.900,bicubic
tv_resnext50_32x4d,92.760,7.240,98.280,1.720,25.03,224,0.875,bilinear
densenet201,92.750,7.250,98.240,1.760,20.01,224,0.875,bicubic
resnet26t,92.750,7.250,98.240,1.760,16.01,256,0.940,bicubic
@ -401,8 +406,8 @@ efficientnet_b0,92.670,7.330,98.080,1.920,5.29,224,0.875,bicubic
eca_resnext26ts,92.660,7.340,98.260,1.740,10.30,256,0.900,bicubic
tf_efficientnet_lite2,92.660,7.340,98.230,1.770,6.09,260,0.890,bicubic
legacy_seresnext26_32x4d,92.630,7.370,98.120,1.880,16.79,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.620,7.380,98.080,1.920,13.31,224,0.875,bicubic
tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic
tf_efficientnet_cc_b0_4e,92.620,7.380,98.080,1.920,13.31,224,0.875,bicubic
hardcorenas_e,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear
res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
gluon_resnet50_v1b,92.540,7.460,98.190,1.810,25.56,224,0.875,bicubic
@ -434,13 +439,13 @@ hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear
tf_efficientnet_es,91.990,8.010,97.870,2.130,5.44,224,0.875,bicubic
levit_128s,91.950,8.050,98.060,1.940,7.78,224,0.900,bicubic
repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic
densenetblur121d,91.910,8.090,98.090,1.910,8.00,224,0.875,bicubic
densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic
tv_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear
resnext26ts,91.860,8.140,97.930,2.070,10.30,256,0.900,bicubic
mixer_b16_224,91.860,8.140,97.230,2.770,59.88,224,0.875,bicubic
mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
resnext26ts,91.860,8.140,97.930,2.070,10.30,256,0.900,bicubic
xcit_nano_12_p16_384_dist,91.830,8.170,98.010,1.990,3.05,384,1.000,bicubic
mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic
vit_tiny_patch16_224,91.760,8.240,98.040,1.960,5.72,224,0.900,bicubic
hardcorenas_b,91.740,8.260,97.780,2.220,5.18,224,0.875,bilinear
@ -462,8 +467,8 @@ resnet26,91.130,8.870,97.740,2.260,16.00,224,0.875,bicubic
resnet34,91.120,8.880,97.630,2.370,21.80,224,0.875,bilinear
regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
tf_efficientnet_lite0,91.050,8.950,97.570,2.430,4.65,224,0.875,bicubic
gluon_resnet34_v1b,90.990,9.010,97.650,2.350,21.80,224,0.875,bicubic
xcit_nano_12_p8_224,90.990,9.010,97.800,2.200,3.05,224,1.000,bicubic
gluon_resnet34_v1b,90.990,9.010,97.650,2.350,21.80,224,0.875,bicubic
mobilenetv2_110d,90.970,9.030,97.560,2.440,4.52,224,0.875,bicubic
legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
tv_densenet121,90.900,9.100,97.700,2.300,7.98,224,0.875,bicubic
@ -474,7 +479,6 @@ fbnetc_100,90.720,9.280,97.210,2.790,5.57,224,0.875,bilinear
swsl_resnet18,90.680,9.320,97.710,2.290,11.69,224,0.875,bilinear
crossvit_9_240,90.660,9.340,97.740,2.260,8.55,240,0.875,bicubic
convit_tiny,90.610,9.390,97.730,2.270,5.71,224,0.875,bicubic
eca_botnext26ts_256,90.550,9.450,97.250,2.750,10.59,256,0.950,bicubic
mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
regnety_004,90.480,9.520,97.560,2.440,4.34,224,0.875,bicubic
spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
@ -494,8 +498,8 @@ skresnet18,89.660,10.340,97.220,2.780,11.96,224,0.875,bicubic
mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic
resnet18d,89.290,10.710,97.140,2.860,11.71,224,0.875,bicubic
vit_tiny_r_s16_p8_224,89.190,10.810,97.230,2.770,6.34,224,0.900,bicubic
hrnet_w18_small,89.060,10.940,97.100,2.900,13.19,224,0.875,bilinear
vgg19,89.060,10.940,96.870,3.130,143.67,224,0.875,bilinear
hrnet_w18_small,89.060,10.940,97.100,2.900,13.19,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,88.950,11.050,96.870,3.130,3.92,224,0.875,bilinear
legacy_seresnet18,88.880,11.120,96.970,3.030,11.78,224,0.875,bicubic
regnetx_004,88.880,11.120,97.120,2.880,5.16,224,0.875,bicubic
@ -504,7 +508,6 @@ xcit_nano_12_p16_224,88.590,11.410,96.790,3.210,3.05,224,1.000,bicubic
vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear
gluon_resnet18_v1b,88.380,11.620,96.700,3.300,11.69,224,0.875,bicubic
vgg11_bn,87.520,12.480,96.810,3.190,132.87,224,0.875,bilinear
botnet26t_256,87.460,12.540,96.190,3.810,12.49,256,0.950,bicubic
resnet18,87.370,12.630,96.260,3.740,11.69,224,0.875,bilinear
regnety_002,87.360,12.640,96.570,3.430,3.16,224,0.875,bicubic
mixer_l16_224,87.160,12.840,93.530,6.470,208.20,224,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
130 eca_nfnet_l0 95.960 4.040 99.210 0.790 24.14 288 1.000 bicubic
131 xcit_tiny_24_p16_384_dist 95.920 4.080 99.220 0.780 12.12 384 1.000 bicubic
132 tf_efficientnet_b4 95.890 4.110 99.170 0.830 19.34 380 0.922 bicubic
resnet51q 95.880 4.120 99.120 0.880 35.70 288 1.000 bilinear
133 swsl_resnext50_32x4d 95.880 4.120 99.250 0.750 25.03 224 0.875 bilinear
134 swin_small_patch4_window7_224 95.880 4.120 99.020 0.980 49.61 224 0.900 bicubic
135 resnet51q 95.880 4.120 99.120 0.880 35.70 288 1.000 bilinear
136 tresnet_l_448 95.870 4.130 99.120 0.880 55.99 448 0.875 bilinear
137 cait_xxs36_384 95.860 4.140 99.090 0.910 17.37 384 1.000 bicubic
138 resnest101e 95.860 4.140 99.210 0.790 48.28 256 0.875 bilinear
140 xcit_tiny_24_p8_224_dist 95.820 4.180 99.210 0.790 12.11 224 1.000 bicubic
141 regnetz_c 95.800 4.200 99.100 0.900 13.46 320 0.940 bicubic
142 ssl_resnext101_32x16d 95.800 4.200 99.180 0.820 194.03 224 0.875 bilinear
resnet61q 95.790 4.210 98.990 1.010 36.85 288 1.000 bicubic
143 twins_pcpvt_base 95.790 4.210 99.130 0.870 43.83 224 0.900 bicubic
144 resnet61q 95.790 4.210 98.990 1.010 36.85 288 1.000 bicubic
145 tf_efficientnet_b2_ns 95.750 4.250 99.120 0.880 9.11 260 0.890 bicubic
146 gc_efficientnetv2_rw_t 95.740 4.260 99.020 0.980 13.68 288 1.000 bicubic
147 tresnet_m 95.730 4.270 99.030 0.970 31.39 224 0.875 bilinear
pnasnet5large 95.720 4.280 98.920 1.080 86.06 331 0.911 bicubic
148 efficientnet_b3 95.720 4.280 99.040 0.960 12.23 320 1.000 bicubic
149 pnasnet5large 95.720 4.280 98.920 1.080 86.06 331 0.911 bicubic
150 nasnetalarge 95.680 4.320 98.930 1.070 88.75 331 0.911 bicubic
crossvit_15_dagger_240 95.670 4.330 98.820 1.180 28.21 240 0.875 bicubic
151 xcit_tiny_24_p8_224 95.670 4.330 99.050 0.950 12.11 224 1.000 bicubic
152 crossvit_15_dagger_240 95.670 4.330 98.820 1.180 28.21 240 0.875 bicubic
153 vit_small_r26_s32_224 95.640 4.360 99.190 0.810 36.43 224 0.900 bicubic
154 pit_b_224 95.630 4.370 98.670 1.330 73.76 224 0.900 bicubic
155 resnetv2_101 95.630 4.370 98.990 1.010 44.54 224 0.950 bicubic
162 xcit_small_24_p16_224 95.530 4.470 98.770 1.230 47.67 224 1.000 bicubic
163 crossvit_base_240 95.520 4.480 98.820 1.180 105.03 240 0.875 bicubic
164 xcit_medium_24_p16_224 95.520 4.480 98.770 1.230 84.40 224 1.000 bicubic
visformer_small 95.500 4.500 98.900 1.100 40.22 224 0.900 bicubic
165 ecaresnet50t 95.500 4.500 99.120 0.880 25.57 320 0.950 bicubic
166 visformer_small 95.500 4.500 98.900 1.100 40.22 224 0.900 bicubic
167 ssl_resnext101_32x8d 95.470 4.530 99.120 0.880 88.79 224 0.875 bilinear
168 crossvit_18_240 95.450 4.550 98.790 1.210 43.27 240 0.875 bicubic
169 deit_base_patch16_224 95.440 4.560 98.840 1.160 86.57 224 0.900 bicubic
193 convmixer_1536_20 95.080 4.920 99.030 0.970 51.63 224 0.960 bicubic
194 xcit_tiny_12_p8_224_dist 95.080 4.920 98.910 1.090 6.71 224 1.000 bicubic
195 ecaresnet101d_pruned 95.070 4.930 98.980 1.020 24.88 224 0.875 bicubic
vit_small_patch32_384 95.060 4.940 98.990 1.010 22.92 384 1.000 bicubic
regnetz_b 95.060 4.940 99.050 0.950 9.72 288 0.940 bicubic
196 legacy_senet154 95.060 4.940 98.830 1.170 115.09 224 0.875 bilinear
197 gluon_resnet152_v1s regnetz_b 95.050 95.060 4.950 4.940 98.930 99.050 1.070 0.950 60.32 9.72 224 288 0.875 0.940 bicubic
198 vit_small_patch32_384 95.060 4.940 98.990 1.010 22.92 384 1.000 bicubic
199 halonet50ts 95.050 4.950 98.590 1.410 22.73 256 0.940 bicubic
200 wide_resnet50_2 95.050 4.950 98.970 1.030 68.88 224 0.875 bicubic
201 gluon_resnet152_v1s 95.050 4.950 98.930 1.070 60.32 224 0.875 bicubic
202 tnt_s_patch16_224 95.040 4.960 98.840 1.160 23.76 224 0.900 bicubic
levit_256 95.030 4.970 98.890 1.110 18.89 224 0.900 bicubic
203 seresnext50_32x4d 95.030 4.970 98.890 1.110 27.56 224 0.875 bicubic
204 resnetv2_50x1_bitm levit_256 95.020 95.030 4.980 4.970 99.050 98.890 0.950 1.110 25.55 18.89 448 224 1.000 0.900 bilinear bicubic
205 tf_efficientnet_b3 95.020 4.980 98.910 1.090 12.23 300 0.904 bicubic
206 resnetv2_50x1_bitm 95.020 4.980 99.050 0.950 25.55 448 1.000 bilinear
207 vit_base_patch32_224 95.010 4.990 99.020 0.980 88.22 224 0.900 bicubic
208 coat_mini 94.990 5.010 98.780 1.220 10.34 224 0.900 bicubic
209 tresnet_m_448 94.990 5.010 98.980 1.020 31.39 448 0.875 bilinear
halonet50ts 94.950 5.050 98.750 1.250 22.73 256 0.940 bicubic
210 resnest50d_4s2x40d 94.950 5.050 99.070 0.930 30.42 224 0.875 bicubic
gluon_seresnext101_64x4d 94.940 5.060 98.820 1.180 88.23 224 0.875 bicubic
211 rexnet_200 94.940 5.060 99.000 1.000 16.37 224 0.875 bicubic
212 gluon_seresnext101_64x4d 94.940 5.060 98.820 1.180 88.23 224 0.875 bicubic
213 gluon_senet154 94.930 5.070 98.770 1.230 115.09 224 0.875 bicubic
214 gluon_seresnext101_32x4d 94.920 5.080 98.810 1.190 48.96 224 0.875 bicubic
215 resmlp_36_distilled_224 94.870 5.130 98.860 1.140 44.69 224 0.875 bicubic
219 tf_efficientnet_lite4 94.860 5.140 99.020 0.980 13.01 380 0.920 bilinear
220 crossvit_small_240 94.830 5.170 99.020 0.980 26.86 240 0.875 bicubic
221 resnest50d 94.830 5.170 98.880 1.120 27.48 224 0.875 bilinear
222 lamhalobotnet50ts_256 94.800 5.200 98.550 1.450 22.57 256 0.950 bicubic
223 sehalonet33ts 94.780 5.220 98.570 1.430 13.69 256 0.940 bicubic
ecaresnetlight 94.770 5.230 98.800 1.200 30.16 224 0.875 bicubic
224 resnest50d_1s4x24d 94.770 5.230 98.980 1.020 25.68 224 0.875 bicubic
225 ecaresnetlight 94.770 5.230 98.800 1.200 30.16 224 0.875 bicubic
226 lambda_resnet50ts 94.770 5.230 98.470 1.530 21.54 256 0.950 bicubic
227 halo2botnet50ts_256 94.760 5.240 98.660 1.340 22.64 256 0.950 bicubic
228 gluon_resnet152_v1d 94.750 5.250 98.740 1.260 60.21 224 0.875 bicubic
229 deit_small_distilled_patch16_224 94.710 5.290 99.030 0.970 22.44 224 0.900 bicubic
230 haloregnetz_b 94.710 5.290 98.660 1.340 11.68 224 0.940 bicubic
246 inception_resnet_v2 94.540 5.460 98.790 1.210 55.84 299 0.897 bicubic
247 repvgg_b3g4 94.530 5.470 98.960 1.040 83.83 224 0.875 bilinear
248 xcit_tiny_24_p16_224_dist 94.520 5.480 98.790 1.210 12.12 224 1.000 bicubic
tf_efficientnet_b2_ap 94.490 5.510 98.620 1.380 9.11 260 0.890 bicubic
249 convmixer_768_32 94.490 5.510 98.850 1.150 21.11 224 0.960 bicubic
250 gcresnet33ts tf_efficientnet_b2_ap 94.480 94.490 5.520 5.510 98.780 98.620 1.220 1.380 19.88 9.11 256 260 0.900 0.890 bicubic
gcresnext50ts 94.480 5.520 98.670 1.330 15.67 256 0.900 bicubic
251 regnety_120 94.480 5.520 98.810 1.190 51.82 224 0.875 bicubic
252 gcresnext50ts 94.480 5.520 98.670 1.330 15.67 256 0.900 bicubic
253 gcresnet33ts 94.480 5.520 98.780 1.220 19.88 256 0.900 bicubic
254 cspresnext50 94.470 5.530 98.680 1.320 20.57 224 0.875 bilinear
rexnet_150 94.470 5.530 98.790 1.210 9.73 224 0.875 bicubic
255 ssl_resnet50 94.470 5.530 98.920 1.080 25.56 224 0.875 bilinear
256 rexnet_150 94.470 5.530 98.790 1.210 9.73 224 0.875 bicubic
257 resmlp_24_distilled_224 94.450 5.550 98.770 1.230 30.02 224 0.875 bicubic
regnetx_320 94.440 5.560 98.730 1.270 107.81 224 0.875 bicubic
258 resnetv2_50 94.440 5.560 98.730 1.270 25.55 224 0.950 bicubic
259 regnetx_320 94.440 5.560 98.730 1.270 107.81 224 0.875 bicubic
260 tf_efficientnetv2_b2 94.410 5.590 98.570 1.430 10.10 260 0.890 bicubic
deit_small_patch16_224 94.400 5.600 98.690 1.310 22.05 224 0.900 bicubic
261 tf_efficientnet_el 94.400 5.600 98.710 1.290 10.59 300 0.904 bicubic
262 deit_small_patch16_224 94.400 5.600 98.690 1.310 22.05 224 0.900 bicubic
263 efficientnet_el_pruned 94.390 5.610 98.750 1.250 10.59 300 0.904 bicubic
tf_efficientnet_b2 94.370 5.630 98.610 1.390 9.11 260 0.890 bicubic
264 inception_v4 94.370 5.630 98.580 1.420 42.68 299 0.875 bicubic
265 tf_efficientnet_b2 94.370 5.630 98.610 1.390 9.11 260 0.890 bicubic
266 legacy_seresnext101_32x4d 94.350 5.650 98.630 1.370 48.96 224 0.875 bilinear
gluon_seresnext50_32x4d 94.330 5.670 98.620 1.380 27.56 224 0.875 bicubic
267 resnet50 94.330 5.670 98.440 1.560 25.56 224 0.950 bicubic
268 dpn107 gluon_seresnext50_32x4d 94.300 94.330 5.700 5.670 98.470 98.620 1.530 1.380 86.92 27.56 224 0.875 bicubic
269 ecaresnet26t 94.300 5.700 98.710 1.290 16.01 320 0.950 bicubic
270 resnetrs50 dpn107 94.290 94.300 5.710 5.700 98.640 98.470 1.360 1.530 35.69 86.92 224 0.910 0.875 bicubic
271 xception71 94.290 5.710 98.640 1.360 42.34 299 0.903 bicubic
272 resnetrs50 94.290 5.710 98.640 1.360 35.69 224 0.910 bicubic
273 resnet50d 94.270 5.730 98.720 1.280 25.58 224 0.875 bicubic
cait_xxs36_224 94.260 5.740 98.710 1.290 17.30 224 1.000 bicubic
274 gluon_xception65 94.260 5.740 98.570 1.430 39.92 299 0.903 bicubic
275 cait_xxs36_224 94.260 5.740 98.710 1.290 17.30 224 1.000 bicubic
276 skresnext50_32x4d 94.260 5.740 98.470 1.530 27.48 224 0.875 bicubic
277 regnetx_120 94.240 5.760 98.670 1.330 46.11 224 0.875 bicubic
278 dpn92 94.220 5.780 98.730 1.270 37.67 224 0.875 bicubic
279 ecaresnet50d_pruned 94.210 5.790 98.730 1.270 19.94 224 0.875 bicubic
280 mixnet_xl 94.200 5.800 98.340 1.660 11.90 224 0.875 bicubic
gluon_resnet101_v1d 94.200 5.800 98.570 1.430 44.57 224 0.875 bicubic
281 eca_resnet33ts 94.200 5.800 98.770 1.230 19.68 256 0.900 bicubic
282 gluon_resnet101_v1d 94.200 5.800 98.570 1.430 44.57 224 0.875 bicubic
283 resmlp_36_224 94.190 5.810 98.660 1.340 44.69 224 0.875 bicubic
284 resnext50d_32x4d 94.190 5.810 98.570 1.430 25.05 224 0.875 bicubic
285 tf_efficientnet_lite3 94.190 5.810 98.640 1.360 8.20 300 0.904 bilinear
291 regnety_064 94.150 5.850 98.740 1.260 30.58 224 0.875 bicubic
292 vit_base_patch16_sam_224 94.150 5.850 98.670 1.330 86.57 224 0.900 bicubic
293 efficientnet_b2_pruned 94.140 5.860 98.520 1.480 8.31 260 0.890 bicubic
dpn98 94.120 5.880 98.580 1.420 61.57 224 0.875 bicubic
294 nf_regnet_b1 94.120 5.880 98.620 1.380 10.22 288 0.900 bicubic
295 regnetx_160 94.120 5.880 98.740 1.260 54.28 224 0.875 bicubic
296 dpn98 94.120 5.880 98.580 1.420 61.57 224 0.875 bicubic
297 resnext50_32x4d 94.110 5.890 98.350 1.650 25.03 224 0.875 bicubic
298 ese_vovnet39b 94.090 5.910 98.660 1.340 24.57 224 0.875 bicubic
299 gluon_resnet152_v1b 94.080 5.920 98.460 1.540 60.19 224 0.875 bicubic
312 regnetx_064 93.890 6.110 98.630 1.370 26.21 224 0.875 bicubic
313 regnetx_080 93.870 6.130 98.520 1.480 39.57 224 0.875 bicubic
314 regnety_040 93.860 6.140 98.640 1.360 20.65 224 0.875 bicubic
efficientnet_em 93.840 6.160 98.810 1.190 6.90 240 0.882 bicubic
315 repvgg_b2g4 93.840 6.160 98.600 1.400 61.76 224 0.875 bilinear
316 efficientnet_em 93.840 6.160 98.810 1.190 6.90 240 0.882 bicubic
317 gluon_resnext50_32x4d 93.820 6.180 98.410 1.590 25.03 224 0.875 bicubic
318 lambda_resnet26t 93.820 6.180 98.650 1.350 10.96 256 0.940 bicubic
319 pit_xs_distilled_224 93.820 6.180 98.670 1.330 11.00 224 0.900 bicubic
320 eca_botnext26ts_256 93.790 6.210 98.500 1.500 10.59 256 0.950 bicubic
321 resnext101_32x8d 93.790 6.210 98.580 1.420 88.79 224 0.875 bilinear
322 gluon_resnet50_v1d 93.780 6.220 98.400 1.600 25.58 224 0.875 bicubic
323 xception65 93.770 6.230 98.360 1.640 39.92 299 0.903 bicubic
335 tf_efficientnet_b0_ns 93.620 6.380 98.640 1.360 5.29 224 0.875 bicubic
336 resnet33ts 93.600 6.400 98.530 1.470 19.68 256 0.900 bicubic
337 cait_xxs24_224 93.590 6.410 98.440 1.560 11.96 224 1.000 bicubic
coat_tiny 93.580 6.420 98.410 1.590 5.50 224 0.900 bicubic
338 hrnet_w44 93.580 6.420 98.700 1.300 67.06 224 0.875 bilinear
339 coat_tiny 93.580 6.420 98.410 1.590 5.50 224 0.900 bicubic
340 regnetx_040 93.550 6.450 98.560 1.440 22.12 224 0.875 bicubic
341 hrnet_w32 93.520 6.480 98.440 1.560 41.23 224 0.875 bilinear
342 dla102x 93.510 6.490 98.500 1.500 26.31 224 0.875 bilinear
343 eca_halonext26ts 93.510 6.490 98.280 1.720 10.76 256 0.940 bicubic
344 tf_efficientnet_b1 93.510 6.490 98.360 1.640 7.79 240 0.882 bicubic
345 botnet26t_256 93.500 6.500 98.300 1.700 12.49 256 0.950 bicubic
346 repvgg_b2 93.490 6.510 98.730 1.270 89.02 224 0.875 bilinear
347 hrnet_w40 93.490 6.510 98.590 1.410 57.56 224 0.875 bilinear
348 xcit_nano_12_p8_384_dist 93.480 6.520 98.520 1.480 3.05 384 1.000 bicubic
349 xception 93.480 6.520 98.530 1.470 22.86 299 0.897 bicubic
350 resnet32ts 93.470 6.530 98.490 1.510 17.96 256 0.900 bicubic
351 gluon_inception_v3 93.460 6.540 98.560 1.440 23.83 299 0.875 bicubic
mixnet_l 93.430 6.570 98.220 1.780 7.33 224 0.875 bicubic
352 res2net50_26w_8s 93.430 6.570 98.180 1.820 48.40 224 0.875 bilinear
353 mixnet_l 93.430 6.570 98.220 1.780 7.33 224 0.875 bicubic
354 legacy_seresnet152 93.420 6.580 98.340 1.660 66.82 224 0.875 bilinear
355 xception41 93.410 6.590 98.420 1.580 26.97 299 0.903 bicubic
res2net50_26w_6s 93.400 6.600 98.280 1.720 37.05 224 0.875 bilinear
356 xcit_tiny_12_p16_224_dist 93.400 6.600 98.490 1.510 6.72 224 1.000 bicubic
357 res2net50_26w_6s 93.400 6.600 98.280 1.720 37.05 224 0.875 bilinear
358 resnest26d 93.360 6.640 98.640 1.360 17.07 224 0.875 bilinear
359 dla169 93.340 6.660 98.600 1.400 53.39 224 0.875 bilinear
360 levit_128 93.340 6.660 98.380 1.620 9.21 224 0.900 bicubic
361 repvgg_b1 93.330 6.670 98.510 1.490 57.42 224 0.875 bilinear
362 tf_inception_v3 93.330 6.670 98.040 1.960 23.83 299 0.875 bicubic
363 tv_resnet152 93.330 6.670 98.390 1.610 60.19 224 0.875 bilinear
repvgg_b1 93.330 6.670 98.510 1.490 57.42 224 0.875 bilinear
364 tf_mixnet_l 93.310 6.690 98.030 1.970 7.33 224 0.875 bicubic
365 bat_resnext26ts 93.310 6.690 98.350 1.650 10.73 256 0.900 bicubic
366 legacy_seresnet101 93.300 6.700 98.500 1.500 49.33 224 0.875 bilinear
371 hrnet_w30 93.200 6.800 98.410 1.590 37.71 224 0.875 bilinear
372 dla60_res2next 93.180 6.820 98.410 1.590 17.03 224 0.875 bilinear
373 dla60_res2net 93.160 6.840 98.410 1.590 20.85 224 0.875 bilinear
pit_xs_224 93.120 6.880 98.320 1.680 10.62 224 0.900 bicubic
374 regnetx_032 93.120 6.880 98.390 1.610 15.30 224 0.875 bicubic
375 pit_xs_224 93.120 6.880 98.320 1.680 10.62 224 0.900 bicubic
376 tf_efficientnetv2_b0 93.110 6.890 98.390 1.610 7.14 224 0.875 bicubic
377 dla60x 93.090 6.910 98.490 1.510 17.35 224 0.875 bilinear
378 dla102 93.080 6.920 98.540 1.460 33.27 224 0.875 bilinear
rexnet_100 93.030 6.970 98.190 1.810 4.80 224 0.875 bicubic
379 gluon_resnet50_v1c 93.030 6.970 98.370 1.630 25.58 224 0.875 bicubic
380 regnety_016 93.030 6.970 98.360 1.640 11.20 224 0.875 bicubic
381 rexnet_100 93.030 6.970 98.190 1.810 4.80 224 0.875 bicubic
382 selecsls60 93.020 6.980 98.310 1.690 30.67 224 0.875 bicubic
383 repvgg_b1g4 93.000 7.000 98.430 1.570 39.97 224 0.875 bilinear
hardcorenas_f 92.950 7.050 98.160 1.840 8.20 224 0.875 bilinear
384 legacy_seresnet50 92.950 7.050 98.190 1.810 28.09 224 0.875 bilinear
385 hardcorenas_f 92.950 7.050 98.160 1.840 8.20 224 0.875 bilinear
386 tf_efficientnet_em 92.950 7.050 98.210 1.790 6.90 240 0.882 bicubic
387 crossvit_9_dagger_240 92.920 7.080 98.250 1.750 8.78 240 0.875 bicubic
388 adv_inception_v3 92.890 7.110 98.130 1.870 23.83 299 0.875 bicubic
392 tf_efficientnet_cc_b0_8e 92.820 7.180 98.180 1.820 24.01 224 0.875 bicubic
393 seresnext26t_32x4d 92.810 7.190 98.370 1.630 16.81 224 0.875 bicubic
394 tv_resnet101 92.810 7.190 98.230 1.770 44.55 224 0.875 bilinear
gcresnext26ts 92.770 7.230 98.270 1.730 10.48 256 0.900 bicubic
395 efficientnet_b1_pruned 92.770 7.230 98.040 1.960 6.33 240 0.882 bicubic
396 gcresnext26ts 92.770 7.230 98.270 1.730 10.48 256 0.900 bicubic
397 tv_resnext50_32x4d 92.760 7.240 98.280 1.720 25.03 224 0.875 bilinear
398 densenet201 92.750 7.250 98.240 1.760 20.01 224 0.875 bicubic
399 resnet26t 92.750 7.250 98.240 1.760 16.01 256 0.940 bicubic
406 eca_resnext26ts 92.660 7.340 98.260 1.740 10.30 256 0.900 bicubic
407 tf_efficientnet_lite2 92.660 7.340 98.230 1.770 6.09 260 0.890 bicubic
408 legacy_seresnext26_32x4d 92.630 7.370 98.120 1.880 16.79 224 0.875 bicubic
tf_efficientnet_cc_b0_4e 92.620 7.380 98.080 1.920 13.31 224 0.875 bicubic
409 tf_efficientnet_lite1 92.620 7.380 98.080 1.920 5.42 240 0.882 bicubic
410 tf_efficientnet_cc_b0_4e 92.620 7.380 98.080 1.920 13.31 224 0.875 bicubic
411 hardcorenas_e 92.580 7.420 98.110 1.890 8.07 224 0.875 bilinear
412 res2net50_48w_2s 92.550 7.450 98.080 1.920 25.29 224 0.875 bilinear
413 gluon_resnet50_v1b 92.540 7.460 98.190 1.810 25.56 224 0.875 bicubic
439 tf_efficientnet_es 91.990 8.010 97.870 2.130 5.44 224 0.875 bicubic
440 levit_128s 91.950 8.050 98.060 1.940 7.78 224 0.900 bicubic
441 repvgg_a2 91.940 8.060 98.150 1.850 28.21 224 0.875 bilinear
densenet169 91.910 8.090 98.100 1.900 14.15 224 0.875 bicubic
442 densenetblur121d 91.910 8.090 98.090 1.910 8.00 224 0.875 bicubic
443 densenet169 91.910 8.090 98.100 1.900 14.15 224 0.875 bicubic
444 tv_resnet50 91.890 8.110 98.040 1.960 25.56 224 0.875 bilinear
resnext26ts 91.860 8.140 97.930 2.070 10.30 256 0.900 bicubic
445 mixer_b16_224 91.860 8.140 97.230 2.770 59.88 224 0.875 bicubic
446 mobilenetv2_140 resnext26ts 91.830 91.860 8.170 8.140 97.860 97.930 2.140 2.070 6.11 10.30 224 256 0.875 0.900 bicubic
447 xcit_nano_12_p16_384_dist 91.830 8.170 98.010 1.990 3.05 384 1.000 bicubic
448 mobilenetv2_140 91.830 8.170 97.860 2.140 6.11 224 0.875 bicubic
449 mixnet_s 91.820 8.180 97.690 2.310 4.13 224 0.875 bicubic
450 vit_tiny_patch16_224 91.760 8.240 98.040 1.960 5.72 224 0.900 bicubic
451 hardcorenas_b 91.740 8.260 97.780 2.220 5.18 224 0.875 bilinear
467 resnet34 91.120 8.880 97.630 2.370 21.80 224 0.875 bilinear
468 regnetx_008 91.050 8.950 97.710 2.290 7.26 224 0.875 bicubic
469 tf_efficientnet_lite0 91.050 8.950 97.570 2.430 4.65 224 0.875 bicubic
gluon_resnet34_v1b 90.990 9.010 97.650 2.350 21.80 224 0.875 bicubic
470 xcit_nano_12_p8_224 90.990 9.010 97.800 2.200 3.05 224 1.000 bicubic
471 gluon_resnet34_v1b 90.990 9.010 97.650 2.350 21.80 224 0.875 bicubic
472 mobilenetv2_110d 90.970 9.030 97.560 2.440 4.52 224 0.875 bicubic
473 legacy_seresnet34 90.900 9.100 97.580 2.420 21.96 224 0.875 bilinear
474 tv_densenet121 90.900 9.100 97.700 2.300 7.98 224 0.875 bicubic
479 swsl_resnet18 90.680 9.320 97.710 2.290 11.69 224 0.875 bilinear
480 crossvit_9_240 90.660 9.340 97.740 2.260 8.55 240 0.875 bicubic
481 convit_tiny 90.610 9.390 97.730 2.270 5.71 224 0.875 bicubic
eca_botnext26ts_256 90.550 9.450 97.250 2.750 10.59 256 0.950 bicubic
482 mnasnet_100 90.510 9.490 97.470 2.530 4.38 224 0.875 bicubic
483 regnety_004 90.480 9.520 97.560 2.440 4.34 224 0.875 bicubic
484 spnasnet_100 90.350 9.650 97.190 2.810 4.42 224 0.875 bilinear
498 mobilenetv2_100 89.610 10.390 97.150 2.850 3.50 224 0.875 bicubic
499 resnet18d 89.290 10.710 97.140 2.860 11.71 224 0.875 bicubic
500 vit_tiny_r_s16_p8_224 89.190 10.810 97.230 2.770 6.34 224 0.900 bicubic
hrnet_w18_small 89.060 10.940 97.100 2.900 13.19 224 0.875 bilinear
501 vgg19 89.060 10.940 96.870 3.130 143.67 224 0.875 bilinear
502 hrnet_w18_small 89.060 10.940 97.100 2.900 13.19 224 0.875 bilinear
503 tf_mobilenetv3_large_minimal_100 88.950 11.050 96.870 3.130 3.92 224 0.875 bilinear
504 legacy_seresnet18 88.880 11.120 96.970 3.030 11.78 224 0.875 bicubic
505 regnetx_004 88.880 11.120 97.120 2.880 5.16 224 0.875 bicubic
508 vgg16 88.550 11.450 96.790 3.210 138.36 224 0.875 bilinear
509 gluon_resnet18_v1b 88.380 11.620 96.700 3.300 11.69 224 0.875 bicubic
510 vgg11_bn 87.520 12.480 96.810 3.190 132.87 224 0.875 bilinear
botnet26t_256 87.460 12.540 96.190 3.810 12.49 256 0.950 bicubic
511 resnet18 87.370 12.630 96.260 3.740 11.69 224 0.875 bilinear
512 regnety_002 87.360 12.640 96.570 3.430 3.16 224 0.875 bicubic
513 mixer_l16_224 87.160 12.840 93.530 6.470 208.20 224 0.875 bicubic

699
results/results-imagenet-a.csv
Unescape View File

@ -111,15 +111,15 @@ vit_base_patch16_224_miil,34.133,65.867,64.547,35.453,86.54,224,0.875,bilinear,-
xcit_medium_24_p16_224_dist,34.013,65.987,67.627,32.373,84.40,224,1.000,bicubic,-62.587,-31.903,-27
resmlp_big_24_distilled_224,33.787,66.213,69.293,30.707,129.14,224,0.875,bicubic,-62.683,-30.017,-17
resnet152d,33.707,66.293,65.480,34.520,60.21,320,1.000,bicubic,-62.643,-33.910,-10
tresnet_m_448,33.627,66.373,64.280,35.720,31.39,448,0.875,bilinear,-61.363,-34.700,+94
tresnet_m_448,33.627,66.373,64.280,35.720,31.39,448,0.875,bilinear,-61.323,-34.790,+95
xcit_tiny_24_p16_384_dist,33.573,66.427,65.227,34.773,12.12,384,1.000,bicubic,-62.347,-33.993,+16
twins_pcpvt_large,33.133,66.867,67.920,32.080,60.99,224,0.900,bicubic,-63.017,-31.270,0
swsl_resnext50_32x4d,33.053,66.947,65.187,34.813,25.03,224,0.875,bilinear,-62.827,-33.833,+17
swsl_resnext50_32x4d,33.053,66.947,65.187,34.813,25.03,224,0.875,bilinear,-62.827,-33.933,+16
twins_svt_base,33.000,67.000,65.613,34.387,56.07,224,0.900,bicubic,-63.160,-33.447,-4
pit_b_224,32.760,67.240,62.227,37.773,73.76,224,0.900,bicubic,-62.870,-36.443,+35
xcit_large_24_p16_224,32.653,67.347,61.667,38.333,189.10,224,1.000,bicubic,-62.757,-36.963,+53
ssl_resnext101_32x16d,32.400,67.600,63.707,36.293,194.03,224,0.875,bilinear,-63.400,-35.473,+21
swin_small_patch4_window7_224,32.347,67.653,65.200,34.800,49.61,224,0.900,bicubic,-63.533,-34.050,+13
swin_small_patch4_window7_224,32.347,67.653,65.200,34.800,49.61,224,0.900,bicubic,-63.533,-33.820,+12
jx_nest_small,32.307,67.693,63.813,36.187,38.35,224,0.875,bicubic,-63.663,-35.227,+5
resnetv2_152x2_bit_teacher,31.973,68.027,63.600,36.400,236.34,224,0.875,bicubic,-64.117,-35.670,0
resnest101e,31.587,68.413,64.040,35.960,48.28,256,0.875,bilinear,-64.273,-35.170,+13
@ -134,7 +134,7 @@ dm_nfnet_f0,30.173,69.827,62.360,37.640,71.49,256,0.900,bicubic,-65.967,-36.890,
crossvit_18_dagger_240,30.120,69.880,61.613,38.387,44.27,240,0.875,bicubic,-65.440,-37.447,+23
xcit_medium_24_p16_224,29.920,70.080,59.213,40.787,84.40,224,1.000,bicubic,-65.600,-39.557,+29
swsl_resnet50,29.773,70.227,63.720,36.280,25.56,224,0.875,bilinear,-65.627,-35.570,+38
twins_pcpvt_base,29.773,70.227,64.467,35.533,43.83,224,0.900,bicubic,-66.017,-34.663,+7
twins_pcpvt_base,29.773,70.227,64.467,35.533,43.83,224,0.900,bicubic,-66.017,-34.523,+6
cait_xxs24_384,29.693,70.307,63.733,36.267,12.03,384,1.000,bicubic,-65.577,-35.227,+42
convit_base,29.333,70.667,61.520,38.480,86.54,224,0.875,bicubic,-66.217,-37.370,+19
deit_base_distilled_patch16_224,29.320,70.680,64.093,35.907,87.34,224,0.900,bicubic,-66.780,-35.097,-18
@ -142,14 +142,14 @@ tf_efficientnetv2_s,29.000,71.000,61.120,38.880,21.46,384,1.000,bicubic,-67.340,
ssl_resnext101_32x8d,28.893,71.107,60.613,39.387,88.79,224,0.875,bilinear,-66.577,-38.507,+25
resnet101d,28.747,71.253,62.013,37.987,44.57,320,1.000,bicubic,-67.553,-37.217,-35
resnetrs152,28.640,71.360,60.000,40.000,86.62,320,1.000,bicubic,-67.930,-39.240,-57
xcit_tiny_24_p8_224,28.507,71.493,60.253,39.747,12.11,224,1.000,bicubic,-67.163,-38.797,+7
xcit_tiny_24_p8_224,28.507,71.493,60.253,39.747,12.11,224,1.000,bicubic,-67.163,-38.567,+6
xcit_tiny_24_p8_224_dist,28.467,71.533,61.173,38.827,12.11,224,1.000,bicubic,-67.353,-38.037,-6
regnetz_c,28.453,71.547,63.160,36.840,13.46,320,0.940,bicubic,-67.347,-35.940,-6
crossvit_15_dagger_240,28.227,71.773,60.013,39.987,28.21,240,0.875,bicubic,-67.443,-38.807,+3
crossvit_15_dagger_240,28.227,71.773,60.013,39.987,28.21,240,0.875,bicubic,-67.443,-39.037,+4
xcit_small_24_p16_224,28.040,71.960,58.467,41.533,47.67,224,1.000,bicubic,-67.490,-40.303,+13
coat_lite_small,27.453,72.547,58.427,41.573,19.84,224,0.900,bicubic,-68.077,-40.433,+10
deit_base_patch16_224,27.147,72.853,58.693,41.307,86.57,224,0.900,bicubic,-68.293,-40.147,+18
resnetv2_50x1_bitm,27.093,72.907,62.600,37.400,25.55,448,1.000,bilinear,-67.927,-36.450,+52
resnetv2_50x1_bitm,27.093,72.907,62.600,37.400,25.55,448,1.000,bilinear,-67.917,-36.420,+54
xcit_small_12_p16_224_dist,26.867,73.133,59.587,40.413,26.25,224,1.000,bicubic,-69.163,-39.543,-27
vit_small_patch16_224,26.760,73.240,58.880,41.120,22.05,224,0.900,bicubic,-68.610,-40.270,+22
regnety_032,26.067,73.933,60.880,39.120,19.44,288,1.000,bicubic,-69.913,-38.310,-28
@ -157,15 +157,15 @@ nfnet_l0,25.960,74.040,61.653,38.347,35.07,288,1.000,bicubic,-70.170,-37.587,-38
tf_efficientnet_b4,25.853,74.147,59.880,40.120,19.34,380,0.922,bicubic,-70.037,-39.290,-25
tf_efficientnet_b4_ap,25.840,74.160,59.640,40.360,19.34,380,0.922,bicubic,-70.330,-39.640,-46
ecaresnet101d,25.760,74.240,58.707,41.293,44.57,224,0.875,bicubic,-69.780,-40.423,0
ecaresnet50t,25.640,74.360,59.720,40.280,25.57,320,0.950,bicubic,-69.860,-39.180,+6
visformer_small,25.480,74.520,58.520,41.480,40.22,224,0.900,bicubic,-70.020,-40.600,+4
ecaresnet50t,25.640,74.360,59.720,40.280,25.57,320,0.950,bicubic,-69.860,-39.400,+5
visformer_small,25.480,74.520,58.520,41.480,40.22,224,0.900,bicubic,-70.020,-40.380,+5
crossvit_15_240,25.440,74.560,57.320,42.680,27.53,240,0.875,bicubic,-69.680,-41.610,+27
coat_mini,25.387,74.613,57.413,42.587,10.34,224,0.900,bicubic,-69.603,-41.367,+44
coat_mini,25.387,74.613,57.413,42.587,10.34,224,0.900,bicubic,-69.603,-41.567,+45
resnetv2_50x1_bit_distilled,25.107,74.893,59.373,40.627,25.55,224,0.875,bicubic,-71.003,-39.907,-45
xcit_small_12_p16_224,25.080,74.920,55.653,44.347,26.25,224,1.000,bicubic,-70.320,-43.177,+10
convit_small,24.773,75.227,56.947,43.053,27.78,224,0.875,bicubic,-70.407,-41.973,+19
gc_efficientnetv2_rw_t,24.560,75.440,57.533,42.467,13.68,288,1.000,bicubic,-71.180,-41.487,-21
tnt_s_patch16_224,24.547,75.453,57.773,42.227,23.76,224,0.900,bicubic,-70.493,-41.067,+33
tnt_s_patch16_224,24.547,75.453,57.773,42.227,23.76,224,0.900,bicubic,-70.483,-41.117,+34
eca_nfnet_l0,24.493,75.507,59.600,40.400,24.14,288,1.000,bicubic,-71.467,-39.610,-39
efficientnetv2_rw_t,24.240,75.760,57.187,42.813,13.65,288,1.000,bicubic,-71.370,-41.883,-14
xcit_tiny_12_p16_384_dist,24.160,75.840,57.000,43.000,6.72,384,1.000,bicubic,-70.950,-42.020,+21
@ -173,347 +173,350 @@ tf_efficientnet_b2_ns,24.120,75.880,57.480,42.520,9.11,260,0.890,bicubic,-71.630
vit_small_r26_s32_224,23.933,76.067,55.960,44.040,36.43,224,0.900,bicubic,-71.707,-43.230,-20
twins_svt_small,23.800,76.200,57.253,42.747,24.06,224,0.900,bicubic,-71.410,-41.637,+10
ssl_resnext101_32x4d,23.760,76.240,57.133,42.867,44.18,224,0.875,bilinear,-71.670,-41.997,-4
vit_small_patch32_384,23.547,76.453,56.907,43.093,22.92,384,1.000,bicubic,-71.513,-41.923,+20
crossvit_small_240,23.413,76.587,56.400,43.600,26.86,240,0.875,bicubic,-71.417,-42.620,+43
vit_small_patch32_384,23.547,76.453,56.907,43.093,22.92,384,1.000,bicubic,-71.513,-42.083,+22
crossvit_small_240,23.413,76.587,56.400,43.600,26.86,240,0.875,bicubic,-71.417,-42.480,+43
jx_nest_tiny,23.133,76.867,56.053,43.947,17.06,224,0.875,bicubic,-72.117,-42.927,+3
efficientnet_b3,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.227,-31
nasnetalarge,23.120,76.880,54.533,45.467,88.75,331,0.911,bicubic,-72.560,-44.397,-30
efficientnet_b3,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.107,-30
pnasnet5large,23.107,76.893,53.320,46.680,86.06,331,0.911,bicubic,-72.613,-45.720,-33
pnasnet5large,23.107,76.893,53.320,46.680,86.06,331,0.911,bicubic,-72.613,-45.600,-32
levit_384,23.013,76.987,55.840,44.160,39.13,224,0.900,bicubic,-72.517,-43.210,-21
resnet61q,22.693,77.307,55.440,44.560,36.85,288,1.000,bicubic,-73.097,-43.550,-40
resmlp_big_24_224,22.627,77.373,54.067,45.933,129.14,224,0.875,bicubic,-72.023,-44.423,+47
halo2botnet50ts_256,22.893,77.107,52.707,47.293,22.64,256,0.950,bicubic,-71.817,-46.123,-290
resnet61q,22.693,77.307,55.440,44.560,36.85,288,1.000,bicubic,-73.097,-43.690,-39
resmlp_big_24_224,22.627,77.373,54.067,45.933,129.14,224,0.875,bicubic,-71.993,-44.703,+50
twins_pcpvt_small,22.440,77.560,56.547,43.453,24.11,224,0.900,bicubic,-72.790,-42.333,-2
vit_base_patch32_224,22.253,77.747,53.760,46.240,88.22,224,0.900,bicubic,-72.757,-45.260,+20
vit_base_patch32_224,22.253,77.747,53.760,46.240,88.22,224,0.900,bicubic,-72.737,-45.020,+21
pit_s_distilled_224,22.147,77.853,56.867,43.133,24.04,224,0.900,bicubic,-73.093,-42.183,-5
lamhalobotnet50ts_256,22.080,77.920,51.360,48.640,22.57,256,0.950,bicubic,-72.690,-47.440,-296
xcit_tiny_12_p8_224_dist,22.040,77.960,53.920,46.080,6.71,224,1.000,bicubic,-73.040,-44.990,+6
halonet50ts,21.773,78.227,51.293,48.707,22.73,256,0.940,bicubic,-73.177,-47.457,+20
tresnet_m,21.267,78.733,53.480,46.520,31.39,224,0.875,bilinear,-74.463,-45.550,-43
pit_s_224,21.040,78.960,53.520,46.480,23.46,224,0.900,bicubic,-73.540,-45.200,+46
swin_tiny_patch4_window7_224,21.027,78.973,55.627,44.373,28.29,224,0.900,bicubic,-74.103,-43.223,-4
convmixer_1536_20,20.907,79.093,55.267,44.733,51.63,224,0.960,bicubic,-74.173,-43.763,0
xcit_tiny_12_p8_224,20.893,79.107,52.307,47.693,6.71,224,1.000,bicubic,-73.817,-46.523,+34
regnetz_b,20.787,79.213,53.453,46.547,9.72,288,0.940,bicubic,-74.273,-45.597,+2
deit_small_distilled_patch16_224,20.680,79.320,54.853,45.147,22.44,224,0.900,bicubic,-74.030,-44.177,+30
resnet51q,20.533,79.467,55.133,44.867,35.70,288,1.000,bilinear,-75.347,-43.987,-64
resnetrs101,20.280,79.720,52.533,47.467,63.62,288,0.940,bicubic,-75.140,-46.497,-26
resnest50d_4s2x40d,20.080,79.920,52.920,47.080,30.42,224,0.875,bicubic,-74.870,-46.150,+11
ssl_resnext50_32x4d,19.680,80.320,53.213,46.787,25.03,224,0.875,bilinear,-75.180,-45.657,+18
xcit_nano_12_p8_384_dist,19.680,80.320,50.413,49.587,3.05,384,1.000,bicubic,-73.800,-48.117,+142
haloregnetz_b,19.560,80.440,49.720,50.280,11.68,224,0.940,bicubic,-75.150,-48.940,+25
tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-33
resnetv2_101,19.307,80.693,48.800,51.200,44.54,224,0.950,bicubic,-76.323,-50.190,-49
gluon_senet154,19.067,80.933,47.160,52.840,115.09,224,0.875,bicubic,-75.863,-51.610,+8
gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.980,-49.860,+5
legacy_senet154,18.920,81.080,47.627,52.373,115.09,224,0.875,bilinear,-76.140,-51.363,-9
tf_efficientnet_b1_ns,18.920,81.080,51.707,48.293,7.79,240,0.882,bicubic,-76.250,-47.413,-22
levit_256,18.893,81.107,49.653,50.347,18.89,224,0.900,bicubic,-76.137,-49.237,-7
repvgg_b3,18.880,81.120,49.800,50.200,123.09,224,0.875,bilinear,-75.690,-48.990,+28
halonet50ts,21.667,78.333,52.507,47.493,22.73,256,0.940,bicubic,-73.383,-46.423,-320
tresnet_m,21.267,78.733,53.480,46.520,31.39,224,0.875,bilinear,-74.463,-45.550,-42
pit_s_224,21.040,78.960,53.520,46.480,23.46,224,0.900,bicubic,-73.510,-45.330,+50
swin_tiny_patch4_window7_224,21.027,78.973,55.627,44.373,28.29,224,0.900,bicubic,-74.103,-43.223,-3
convmixer_1536_20,20.907,79.093,55.267,44.733,51.63,224,0.960,bicubic,-74.173,-43.763,+1
xcit_tiny_12_p8_224,20.893,79.107,52.307,47.693,6.71,224,1.000,bicubic,-73.747,-46.363,+38
regnetz_b,20.787,79.213,53.453,46.547,9.72,288,0.940,bicubic,-74.273,-45.597,+3
deit_small_distilled_patch16_224,20.680,79.320,54.853,45.147,22.44,224,0.900,bicubic,-73.990,-43.957,+34
resnet51q,20.533,79.467,55.133,44.867,35.70,288,1.000,bilinear,-75.347,-44.117,-61
resnetrs101,20.280,79.720,52.533,47.467,63.62,288,0.940,bicubic,-75.140,-46.497,-25
resnest50d_4s2x40d,20.080,79.920,52.920,47.080,30.42,224,0.875,bicubic,-74.860,-45.900,+12
xcit_nano_12_p8_384_dist,19.680,80.320,50.413,49.587,3.05,384,1.000,bicubic,-73.740,-47.927,+148
ssl_resnext50_32x4d,19.680,80.320,53.213,46.787,25.03,224,0.875,bilinear,-75.180,-45.807,+19
haloregnetz_b,19.560,80.440,49.720,50.280,11.68,224,0.940,bicubic,-75.090,-48.770,+29
tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-32
resnetv2_101,19.307,80.693,48.800,51.200,44.54,224,0.950,bicubic,-76.323,-50.190,-48
lambda_resnet50ts,19.120,80.880,49.307,50.693,21.54,256,0.950,bicubic,-75.590,-49.353,-294
gluon_senet154,19.067,80.933,47.160,52.840,115.09,224,0.875,bicubic,-75.853,-51.650,+9
gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.970,-49.810,+7
tf_efficientnet_b1_ns,18.920,81.080,51.707,48.293,7.79,240,0.882,bicubic,-76.250,-47.413,-21
legacy_senet154,18.920,81.080,47.627,52.373,115.09,224,0.875,bilinear,-76.140,-51.203,-10
levit_256,18.893,81.107,49.653,50.347,18.89,224,0.900,bicubic,-76.127,-49.397,-4
repvgg_b3,18.880,81.120,49.800,50.200,123.09,224,0.875,bilinear,-75.660,-48.830,+32
rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.060,-46.413,+1
deit_small_patch16_224,18.720,81.280,51.093,48.907,22.05,224,0.900,bicubic,-75.680,-47.597,+46
mixer_b16_224_miil,18.480,81.520,50.987,49.013,59.88,224,0.875,bilinear,-76.830,-47.903,-35
seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.803,-47.983,-11
cait_xxs36_224,18.053,81.947,49.267,50.733,17.30,224,1.000,bicubic,-76.207,-49.443,+56
ecaresnet50d,17.960,82.040,51.453,48.547,25.58,224,0.875,bicubic,-76.660,-47.437,+18
sehalonet33ts,17.827,82.173,47.347,52.653,13.69,256,0.940,bicubic,-76.953,-51.223,+5
resnest50d_1s4x24d,17.640,82.360,49.613,50.387,25.68,224,0.875,bicubic,-77.130,-49.367,+6
tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.233,-48.767,0
vit_tiny_patch16_384,17.547,82.453,49.920,50.080,5.79,384,1.000,bicubic,-76.103,-48.680,+109
gluon_seresnext101_32x4d,17.373,82.627,46.467,53.533,48.96,224,0.875,bicubic,-77.547,-52.343,-7
inception_v4,17.293,82.707,45.387,54.613,42.68,299,0.875,bicubic,-77.077,-53.223,+40
resnest50d,17.293,82.707,50.533,49.467,27.48,224,0.875,bilinear,-77.537,-48.347,-2
efficientnet_el,17.013,82.987,49.933,50.067,10.59,300,0.904,bicubic,-78.107,-49.047,-34
tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-48
xcit_tiny_24_p16_224_dist,16.960,83.040,47.253,52.747,12.12,224,1.000,bicubic,-77.560,-51.537,+19
gluon_resnext101_64x4d,16.707,83.293,43.933,56.067,83.46,224,0.875,bicubic,-77.933,-54.737,+5
resmlp_36_distilled_224,16.707,83.293,51.093,48.907,44.69,224,0.875,bicubic,-78.163,-47.767,-13
tf_efficientnet_b3,16.680,83.320,49.107,50.893,12.23,300,0.904,bicubic,-78.340,-49.803,-24
xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.690,-53.400,+39
tf_efficientnetv2_b3,16.493,83.507,48.400,51.600,14.36,300,0.904,bicubic,-78.677,-50.420,-44
gluon_resnet152_v1s,16.467,83.533,44.227,55.773,60.32,224,0.875,bicubic,-78.583,-54.703,-33
inception_resnet_v2,16.467,83.533,44.720,55.280,55.84,299,0.897,bicubic,-78.073,-54.070,+10
tresnet_l,16.413,83.587,49.587,50.413,55.99,224,0.875,bilinear,-78.877,-49.423,-55
resmlp_24_distilled_224,16.253,83.747,49.960,50.040,30.02,224,0.875,bicubic,-78.197,-48.810,+19
gluon_xception65,16.240,83.760,45.933,54.067,39.92,299,0.903,bicubic,-78.020,-52.637,+36
gcresnet50t,16.227,83.773,48.107,51.893,25.90,256,0.900,bicubic,-78.633,-50.693,-20
gernet_l,16.187,83.813,46.973,53.027,31.08,256,0.875,bilinear,-78.923,-51.927,-47
wide_resnet50_2,16.187,83.813,48.053,51.947,68.88,224,0.875,bicubic,-78.863,-50.917,-39
gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.590,-54.633,-15
ens_adv_inception_resnet_v2,16.093,83.907,43.413,56.587,55.84,299,0.897,bicubic,-78.067,-55.197,+44
gmlp_s16_224,16.093,83.907,44.693,55.307,19.42,224,0.875,bicubic,-78.057,-53.807,+45
gcresnext50ts,16.040,83.960,46.080,53.920,15.67,256,0.900,bicubic,-78.440,-52.590,+6
xcit_tiny_24_p16_224,16.027,83.973,45.600,54.400,12.12,224,1.000,bicubic,-78.053,-52.910,+53
xception65,15.907,84.093,43.467,56.533,39.92,299,0.903,bicubic,-77.863,-54.893,+74
ssl_resnet50,15.840,84.160,49.280,50.720,25.56,224,0.875,bilinear,-78.630,-49.640,+7
repvgg_b3g4,15.813,84.187,47.373,52.627,83.83,224,0.875,bilinear,-78.717,-51.587,-3
ecaresnet26t,15.480,84.520,47.800,52.200,16.01,320,0.950,bicubic,-78.820,-50.910,+19
ecaresnet101d_pruned,15.480,84.520,47.933,52.067,24.88,224,0.875,bicubic,-79.590,-51.047,-54
regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.097,-54.290,-9
coat_tiny,15.440,84.560,45.560,54.440,5.50,224,0.900,bicubic,-78.140,-52.850,+83
convmixer_768_32,15.360,84.640,47.667,52.333,21.11,224,0.960,bicubic,-79.130,-50.953,-5
ecaresnetlight,15.160,84.840,45.680,54.320,30.16,224,0.875,bicubic,-79.610,-53.120,-30
skresnext50_32x4d,15.107,84.893,44.467,55.533,27.48,224,0.875,bicubic,-79.153,-54.003,+19
cait_xxs24_224,14.893,85.107,44.547,55.453,11.96,224,1.000,bicubic,-78.697,-53.893,+78
levit_192,14.667,85.333,44.627,55.373,10.95,224,0.900,bicubic,-79.513,-53.933,+27
efficientnet_el_pruned,14.373,85.627,45.853,54.147,10.59,300,0.904,bicubic,-80.017,-52.897,+3
rexnet_150,14.347,85.653,46.587,53.413,9.73,224,0.875,bicubic,-80.123,-52.203,-6
efficientnet_b2,14.307,85.693,45.773,54.227,9.11,288,1.000,bicubic,-80.323,-52.937,-26
coat_lite_mini,14.280,85.720,44.347,55.653,11.01,224,0.900,bicubic,-79.770,-54.193,+38
seresnet33ts,14.267,85.733,45.707,54.293,19.78,256,0.900,bicubic,-80.603,-53.083,-45
seresnet50,14.040,85.960,45.347,54.653,28.09,224,0.875,bicubic,-80.520,-53.403,-22
eca_resnet33ts,14.013,85.987,46.907,53.093,19.68,256,0.900,bicubic,-80.187,-51.433,+16
gernet_m,14.000,86.000,45.853,54.147,21.14,224,0.875,bilinear,-80.620,-53.007,-28
legacy_seresnext101_32x4d,13.867,86.133,42.653,57.347,48.96,224,0.875,bilinear,-80.483,-55.977,-2
gluon_resnext101_32x4d,13.667,86.333,41.480,58.520,44.18,224,0.875,bicubic,-80.873,-57.150,-24
gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.877,-55.113,-3
resmlp_36_224,13.400,86.600,46.267,53.733,44.69,224,0.875,bicubic,-80.790,-52.393,+12
gcresnet33ts,13.360,86.640,44.480,55.520,19.88,256,0.900,bicubic,-81.120,-54.300,-21
repvgg_b2g4,13.240,86.760,43.453,56.547,61.76,224,0.875,bilinear,-80.600,-55.147,+43
regnetx_320,13.187,86.813,40.240,59.760,107.81,224,0.875,bicubic,-81.253,-58.490,-16
ese_vovnet39b,13.147,86.853,43.667,56.333,24.57,224,0.875,bicubic,-80.943,-54.993,+23
pit_xs_distilled_224,13.120,86.880,44.440,55.560,11.00,224,0.900,bicubic,-80.700,-54.230,+43
mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.200,-55.637,+3
efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.633,-53.957,-40
nf_regnet_b1,12.840,87.160,44.027,55.973,10.22,288,0.900,bicubic,-81.280,-54.593,+16
gluon_resnet101_v1d,12.747,87.253,41.280,58.720,44.57,224,0.875,bicubic,-81.453,-57.290,+1
pit_xs_224,12.747,87.253,42.627,57.373,10.62,224,0.900,bicubic,-80.373,-55.693,+91
crossvit_9_dagger_240,12.560,87.440,41.480,58.520,8.78,240,0.875,bicubic,-80.360,-56.770,+103
gluon_inception_v3,12.520,87.480,40.187,59.813,23.83,299,0.875,bicubic,-80.940,-58.373,+66
resmlp_24_224,12.387,87.613,43.133,56.867,30.02,224,0.875,bicubic,-81.633,-55.197,+18
coat_lite_tiny,12.267,87.733,41.067,58.933,5.72,224,0.900,bicubic,-80.953,-57.203,+82
regnety_120,12.240,87.760,41.880,58.120,51.82,224,0.875,bicubic,-82.240,-56.930,-33
gluon_resnet101_v1s,12.000,88.000,40.773,59.227,44.67,224,0.875,bicubic,-82.700,-58.047,-55
efficientnet_em,11.960,88.040,43.667,56.333,6.90,240,0.882,bicubic,-81.880,-55.143,+27
hrnet_w64,11.867,88.133,40.560,59.440,128.06,224,0.875,bilinear,-82.123,-58.060,+15
xcit_tiny_12_p16_224_dist,11.707,88.293,39.840,60.160,6.72,224,1.000,bicubic,-81.693,-58.650,+65
cspdarknet53,11.680,88.320,42.880,57.120,27.64,256,0.887,bilinear,-82.990,-55.930,-58
nf_resnet50,11.680,88.320,45.320,54.680,25.56,288,0.940,bicubic,-82.880,-53.470,-50
resnet50d,11.640,88.360,42.080,57.920,25.58,224,0.875,bicubic,-82.630,-56.640,-20
gmixer_24_224,11.600,88.400,37.173,62.827,24.72,224,0.875,bicubic,-81.240,-60.707,+94
xception41,11.547,88.453,38.760,61.240,26.97,299,0.903,bicubic,-81.863,-59.660,+58
vit_small_patch32_224,11.507,88.493,39.453,60.547,22.88,224,0.900,bicubic,-80.523,-58.777,+137
dla102x2,11.400,88.600,41.240,58.760,41.28,224,0.875,bilinear,-82.560,-57.240,+9
dpn92,11.333,88.667,39.507,60.493,37.67,224,0.875,bicubic,-82.887,-59.223,-20
lambda_resnet26t,11.293,88.707,39.987,60.013,10.96,256,0.940,bicubic,-82.527,-58.663,+19
efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.887,-56.747,-7
regnety_080,11.253,88.747,40.627,59.373,39.18,224,0.875,bicubic,-82.927,-58.053,-14
levit_128,11.213,88.787,40.053,59.947,9.21,224,0.900,bicubic,-82.127,-58.327,+56
xcit_nano_12_p16_384_dist,11.187,88.813,39.560,60.440,3.05,384,1.000,bicubic,-80.643,-58.450,+143
tf_efficientnet_el,11.173,88.827,41.360,58.640,10.59,300,0.904,bicubic,-83.227,-57.350,-42
tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.540,-58.760,+29
ecaresnet50d_pruned,11.000,89.000,42.013,57.987,19.94,224,0.875,bicubic,-83.210,-56.717,-27
vit_tiny_r_s16_p8_384,10.933,89.067,39.427,60.573,6.36,384,1.000,bicubic,-81.097,-58.863,+127
xcit_tiny_12_p16_224,10.920,89.080,36.840,63.160,6.72,224,1.000,bicubic,-81.570,-61.410,+105
eca_halonext26ts,10.867,89.133,39.560,60.440,10.76,256,0.940,bicubic,-82.643,-58.720,+33
hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.087,-58.637,-3
tf_efficientnetv2_b2,10.853,89.147,39.493,60.507,10.10,260,0.890,bicubic,-83.557,-59.077,-51
dpn107,10.827,89.173,38.453,61.547,86.92,224,0.875,bicubic,-83.473,-60.017,-44
tf_inception_v3,10.827,89.173,36.680,63.320,23.83,299,0.875,bicubic,-82.503,-61.830,+45
adv_inception_v3,10.827,89.173,36.480,63.520,23.83,299,0.875,bicubic,-82.063,-61.650,+74
halonet26t,10.813,89.187,38.587,61.413,12.48,256,0.950,bicubic,-83.167,-59.903,-10
gluon_resnet152_v1c,10.747,89.253,36.840,63.160,60.21,224,0.875,bicubic,-83.413,-61.800,-27
resnext50_32x4d,10.640,89.360,40.213,59.787,25.03,224,0.875,bicubic,-83.470,-58.137,-20
xcit_nano_12_p8_224_dist,10.573,89.427,38.053,61.947,3.05,224,1.000,bicubic,-81.527,-60.107,+113
dpn131,10.560,89.440,37.000,63.000,79.25,224,0.875,bicubic,-83.430,-61.720,-16
resnetv2_50,10.547,89.453,39.173,60.827,25.55,224,0.950,bicubic,-83.893,-59.557,-61
resnext50d_32x4d,10.427,89.573,39.333,60.667,25.05,224,0.875,bicubic,-83.763,-59.237,-37
tf_efficientnet_b2_ap,10.413,89.587,39.760,60.240,9.11,260,0.890,bicubic,-84.077,-59.090,-73
hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.247,-59.500,+15
rexnet_130,10.333,89.667,41.387,58.613,7.56,224,0.875,bicubic,-83.567,-57.013,-13
xcit_nano_12_p8_224,10.213,89.787,37.200,62.800,3.05,224,1.000,bicubic,-80.777,-60.600,+144
cspresnext50,10.133,89.867,40.213,59.787,20.57,224,0.875,bilinear,-84.337,-58.467,-72
dpn98,10.120,89.880,36.440,63.560,61.57,224,0.875,bicubic,-84.000,-62.140,-33
resnetrs50,10.067,89.933,37.227,62.773,35.69,224,0.910,bicubic,-84.223,-61.413,-57
resnet50,10.000,90.000,37.947,62.053,25.56,224,0.950,bicubic,-84.330,-60.493,-62
regnety_064,10.000,90.000,38.960,61.040,30.58,224,0.875,bicubic,-84.150,-59.780,-38
regnetx_160,9.973,90.027,37.760,62.240,54.28,224,0.875,bicubic,-84.147,-60.980,-35
resnext101_32x8d,9.947,90.053,37.453,62.547,88.79,224,0.875,bilinear,-83.843,-61.127,-12
lambda_resnet26rpt_256,9.907,90.093,37.520,62.480,10.99,256,0.940,bicubic,-83.813,-60.980,-8
legacy_seresnext50_32x4d,9.880,90.120,39.013,60.987,27.56,224,0.875,bilinear,-83.840,-59.567,-8
efficientnet_b1,9.867,90.133,37.293,62.707,7.79,256,1.000,bicubic,-83.373,-60.997,+31
xception,9.853,90.147,37.920,62.080,22.86,299,0.897,bicubic,-83.627,-60.600,+11
inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.893,-62.920,+62
tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.717,-59.940,-74
tf_efficientnet_cc_b1_8e,9.613,90.387,36.867,63.133,39.72,240,0.882,bicubic,-84.307,-61.383,-29
dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.093,-60.810,-10
gluon_resnet152_v1b,9.573,90.427,35.707,64.293,60.19,224,0.875,bicubic,-84.507,-62.753,-42
tf_efficientnet_lite3,9.480,90.520,38.947,61.053,8.20,300,0.904,bilinear,-84.710,-59.693,-57
res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.307,-63.880,-16
legacy_seresnet152,9.240,90.760,37.093,62.907,66.82,224,0.875,bilinear,-84.180,-61.247,+8
cspresnet50,9.227,90.773,39.493,60.507,21.62,256,0.887,bilinear,-84.523,-59.137,-22
hrnet_w40,9.120,90.880,36.533,63.467,57.56,224,0.875,bilinear,-84.370,-62.197,-1
regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.173,-61.723,-70
vit_tiny_patch16_224,9.040,90.960,34.267,65.733,5.72,224,0.900,bicubic,-82.720,-63.773,+100
gluon_resnext50_32x4d,9.027,90.973,36.307,63.693,25.03,224,0.875,bicubic,-84.793,-62.103,-32
vit_base_patch16_sam_224,9.013,90.987,36.080,63.920,86.57,224,0.900,bicubic,-85.137,-62.590,-58
resnest26d,9.000,91.000,37.533,62.467,17.07,224,0.875,bilinear,-84.360,-61.107,+5
resnet33ts,9.000,91.000,38.240,61.760,19.68,256,0.900,bicubic,-84.600,-60.290,-17
crossvit_tiny_240,8.893,91.107,34.320,65.680,7.01,240,0.875,bicubic,-81.357,-63.290,+132
bat_resnext26ts,8.867,91.133,35.987,64.013,10.73,256,0.900,bicubic,-84.443,-62.043,+9
regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-85.007,-61.640,-41
rexnet_100,8.827,91.173,36.240,63.760,4.80,224,0.875,bicubic,-84.203,-62.130,+21
seresnext26t_32x4d,8.813,91.187,36.573,63.427,16.81,224,0.875,bicubic,-83.997,-61.797,+34
seresnext26d_32x4d,8.800,91.200,36.467,63.533,16.81,224,0.875,bicubic,-83.940,-61.683,+40
mixnet_l,8.733,91.267,36.173,63.827,7.33,224,0.875,bicubic,-84.697,-62.047,-9
mobilenetv3_large_100_miil,8.720,91.280,32.893,67.107,5.48,224,0.875,bilinear,-83.550,-64.747,+64
convit_tiny,8.693,91.307,33.987,66.013,5.71,224,0.875,bicubic,-81.917,-63.743,+118
levit_128s,8.667,91.333,32.800,67.200,7.78,224,0.900,bicubic,-83.283,-65.260,+76
gcresnext26ts,8.560,91.440,35.547,64.453,10.48,256,0.900,bicubic,-84.210,-62.493,+30
hrnet_w30,8.533,91.467,36.800,63.200,37.71,224,0.875,bilinear,-84.667,-61.610,+5
resnet32ts,8.480,91.520,36.880,63.120,17.96,256,0.900,bicubic,-84.990,-61.610,-17
dla169,8.373,91.627,35.867,64.133,53.39,224,0.875,bilinear,-84.967,-62.733,-9
mixer_b16_224,8.360,91.640,29.320,70.680,59.88,224,0.875,bicubic,-83.500,-68.610,+77
tf_efficientnet_b1_ap,8.333,91.667,35.160,64.840,7.79,240,0.882,bicubic,-85.377,-63.200,-39
legacy_seresnet101,8.253,91.747,35.747,64.253,49.33,224,0.875,bilinear,-85.047,-62.753,-5
resnetblur50,8.213,91.787,37.360,62.640,25.56,224,0.875,bicubic,-85.717,-61.220,-61
repvgg_b2,8.173,91.827,36.040,63.960,89.02,224,0.875,bilinear,-85.317,-62.550,-27
dla102x,8.160,91.840,36.787,63.213,26.31,224,0.875,bilinear,-85.350,-61.713,-31
crossvit_9_240,8.147,91.853,34.027,65.973,8.55,240,0.875,bicubic,-82.513,-63.713,+105
eca_botnext26ts_256,8.133,91.867,30.947,69.053,10.59,256,0.950,bicubic,-82.417,-66.303,+106
eca_resnext26ts,8.120,91.880,35.747,64.253,10.30,256,0.900,bicubic,-84.540,-62.513,+29
resmlp_12_distilled_224,8.080,91.920,36.573,63.427,15.35,224,0.875,bicubic,-84.750,-61.567,+13
hrnet_w32,7.947,92.053,37.267,62.733,41.23,224,0.875,bilinear,-85.573,-61.173,-37
gluon_resnet50_v1d,7.840,92.160,34.773,65.227,25.58,224,0.875,bicubic,-85.940,-63.627,-57
res2net50_26w_8s,7.813,92.187,33.147,66.853,48.40,224,0.875,bilinear,-85.617,-65.033,-28
gluon_resnet101_v1c,7.800,92.200,32.973,67.027,44.57,224,0.875,bicubic,-85.860,-65.437,-49
dla60_res2next,7.733,92.267,34.653,65.347,17.03,224,0.875,bilinear,-85.447,-63.757,-11
tf_efficientnetv2_b1,7.720,92.280,34.360,65.640,8.14,240,0.882,bicubic,-86.220,-64.260,-74
deit_tiny_distilled_patch16_224,7.707,92.293,33.520,66.480,5.91,224,0.900,bicubic,-83.023,-64.060,+92
densenetblur121d,7.573,92.427,34.587,65.413,8.00,224,0.875,bicubic,-84.337,-63.503,+57
dla60_res2net,7.373,92.627,34.400,65.600,20.85,224,0.875,bilinear,-85.787,-64.010,-14
regnetx_064,7.333,92.667,34.360,65.640,26.21,224,0.875,bicubic,-86.557,-64.270,-74
wide_resnet101_2,7.307,92.693,33.693,66.307,126.89,224,0.875,bilinear,-86.413,-64.847,-59
efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.490,-63.843,+6
deit_tiny_patch16_224,7.227,92.773,30.667,69.333,5.72,224,0.900,bicubic,-82.443,-66.773,+106
hardcorenas_e,7.227,92.773,33.160,66.840,8.07,224,0.875,bilinear,-85.353,-64.950,+19
efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.457,-64.240,+12
gluon_resnet101_v1b,7.160,92.840,32.720,67.280,44.55,224,0.875,bicubic,-86.570,-65.680,-68
tf_efficientnet_cc_b0_8e,7.120,92.880,31.653,68.347,24.01,224,0.875,bicubic,-85.700,-66.527,-4
tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.390,-65.253,-50
gluon_resnet50_v1s,7.080,92.920,33.200,66.800,25.68,224,0.875,bicubic,-86.550,-65.270,-62
tf_mixnet_l,7.080,92.920,31.587,68.413,7.33,224,0.875,bicubic,-86.230,-66.763,-34
resmlp_12_224,7.067,92.933,33.853,66.147,15.35,224,0.875,bicubic,-85.123,-64.307,+31
convmixer_1024_20_ks9_p14,7.027,92.973,32.693,67.307,24.38,224,0.960,bicubic,-85.403,-65.577,+18
seresnext26ts,6.933,93.067,34.600,65.400,10.39,256,0.900,bicubic,-85.747,-63.700,+3
hardcorenas_f,6.853,93.147,33.907,66.093,8.20,224,0.875,bilinear,-86.097,-64.253,-18
mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.773,-65.830,+14
ese_vovnet19b_dw,6.627,93.373,33.107,66.893,6.54,224,0.875,bicubic,-85.643,-64.993,+21
selecsls60b,6.613,93.387,33.133,66.867,32.77,224,0.875,bicubic,-86.677,-65.147,-38
efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.640,-64.707,-36
pit_ti_distilled_224,6.547,93.453,30.507,69.493,5.10,224,0.900,bicubic,-84.333,-67.213,+68
res2net50_26w_6s,6.507,93.493,31.467,68.533,37.05,224,0.875,bilinear,-86.893,-66.813,-52
hardcorenas_d,6.453,93.547,32.053,67.947,7.50,224,0.875,bilinear,-85.967,-66.017,+10
legacy_seresnext26_32x4d,6.440,93.560,32.920,67.080,16.79,224,0.875,bicubic,-86.190,-65.200,-2
skresnet34,6.387,93.613,31.493,68.507,22.28,224,0.875,bicubic,-85.993,-66.647,+10
regnetx_080,6.360,93.640,32.213,67.787,39.57,224,0.875,bicubic,-87.510,-66.307,-97
resnet34d,6.347,93.653,31.680,68.320,21.82,224,0.875,bicubic,-86.353,-66.620,-10
dla60x,6.307,93.693,33.787,66.213,17.35,224,0.875,bilinear,-86.783,-64.703,-37
repvgg_b1,6.240,93.760,33.307,66.693,57.42,224,0.875,bilinear,-87.090,-65.083,-52
swsl_resnet18,6.213,93.787,31.347,68.653,11.69,224,0.875,bilinear,-84.467,-66.363,+63
legacy_seresnet50,6.067,93.933,32.453,67.547,28.09,224,0.875,bilinear,-86.883,-65.737,-32
pit_ti_224,6.053,93.947,30.053,69.947,4.85,224,0.900,bicubic,-83.877,-67.387,+74
tv_resnet152,6.000,94.000,31.640,68.360,60.19,224,0.875,bilinear,-87.330,-66.400,-57
resnet26t,5.987,94.013,31.720,68.280,16.01,256,0.940,bicubic,-86.763,-66.520,-21
tf_efficientnet_cc_b0_4e,5.960,94.040,29.533,70.467,13.31,224,0.875,bicubic,-86.660,-68.547,-12
tf_efficientnetv2_b0,5.893,94.107,30.613,69.387,7.14,224,0.875,bicubic,-87.217,-67.777,-46
mixer_l16_224,5.853,94.147,18.200,81.800,208.20,224,0.875,bicubic,-81.307,-75.330,+92
dla102,5.840,94.160,32.453,67.547,33.27,224,0.875,bilinear,-87.240,-66.087,-46
regnetx_040,5.800,94.200,31.187,68.813,22.12,224,0.875,bicubic,-87.750,-67.373,-84
selecsls60,5.720,94.280,32.280,67.720,30.67,224,0.875,bicubic,-87.300,-66.030,-44
hardcorenas_c,5.600,94.400,30.213,69.787,5.52,224,0.875,bilinear,-86.420,-67.627,+11
regnety_016,5.573,94.427,30.280,69.720,11.20,224,0.875,bicubic,-87.457,-67.910,-47
res2next50,5.520,94.480,30.600,69.400,24.67,224,0.875,bilinear,-87.330,-67.580,-40
hrnet_w18,5.453,94.547,30.813,69.187,21.30,224,0.875,bilinear,-86.857,-67.437,-7
tf_efficientnet_lite2,5.373,94.627,30.907,69.093,6.09,260,0.890,bicubic,-87.287,-67.323,-24
botnet26t_256,5.333,94.667,24.307,75.693,12.49,256,0.950,bicubic,-82.127,-71.883,+80
resnest14d,5.333,94.667,28.547,71.453,10.61,224,0.875,bilinear,-86.397,-69.323,+19
tf_efficientnet_b0_ap,5.320,94.680,28.707,71.293,5.29,224,0.875,bicubic,-86.900,-69.403,-6
gernet_s,5.200,94.800,30.067,69.933,8.17,224,0.875,bilinear,-86.940,-68.123,-3
tf_efficientnet_em,5.200,94.800,30.653,69.347,6.90,240,0.882,bicubic,-87.750,-67.557,-50
mobilenetv3_large_100,5.107,94.893,28.053,71.947,5.48,224,0.875,bicubic,-86.233,-69.657,+22
repvgg_b1g4,5.107,94.893,30.467,69.533,39.97,224,0.875,bilinear,-87.893,-67.963,-55
xcit_nano_12_p16_224_dist,5.107,94.893,26.280,73.720,3.05,224,1.000,bicubic,-84.573,-70.810,+57
densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.490,-68.403,+14
res2net50_26w_4s,5.053,94.947,28.987,71.013,25.70,224,0.875,bilinear,-87.427,-69.083,-25
tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.190,-69.093,-15
tf_mixnet_m,5.040,94.960,28.093,71.907,5.01,224,0.875,bicubic,-87.290,-69.797,-21
vit_tiny_r_s16_p8_224,4.947,95.053,26.707,73.293,6.34,224,0.900,bicubic,-84.243,-70.523,+57
hardcorenas_a,4.893,95.107,27.987,72.013,5.26,224,0.875,bilinear,-86.447,-69.873,+13
regnetx_032,4.880,95.120,29.893,70.107,15.30,224,0.875,bicubic,-88.240,-68.497,-71
res2net50_14w_8s,4.880,95.120,28.320,71.680,25.06,224,0.875,bilinear,-87.840,-69.870,-45
mixnet_s,4.840,95.160,28.507,71.493,4.13,224,0.875,bicubic,-86.980,-69.183,+1
hardcorenas_b,4.827,95.173,27.800,72.200,5.18,224,0.875,bilinear,-86.913,-69.980,+2
mobilenetv3_rw,4.813,95.187,29.507,70.493,5.48,224,0.875,bicubic,-86.397,-68.153,+12
xcit_nano_12_p16_224,4.800,95.200,25.253,74.747,3.05,224,1.000,bicubic,-83.790,-71.537,+57
gluon_resnet50_v1c,4.773,95.227,27.787,72.213,25.58,224,0.875,bicubic,-88.257,-70.573,-72
selecsls42b,4.707,95.293,28.333,71.667,32.46,224,0.875,bicubic,-87.593,-69.807,-29
tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.067,-68.467,-57
resnext26ts,4.640,95.360,28.733,71.267,10.30,256,0.900,bicubic,-87.220,-68.497,-10
densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.927,-68.770,-42
tv_resnet101,4.573,95.427,28.867,71.133,44.55,224,0.875,bilinear,-88.237,-69.363,-63
tf_efficientnet_lite1,4.467,95.533,28.360,71.640,5.42,240,0.882,bicubic,-88.153,-69.720,-48
mobilenetv2_120d,4.440,95.560,29.067,70.933,5.83,224,0.875,bicubic,-87.960,-68.983,-39
vit_base_patch32_sam_224,4.307,95.693,24.347,75.653,88.22,224,0.900,bicubic,-85.443,-72.653,+34
efficientnet_es_pruned,4.120,95.880,26.547,73.453,5.44,224,0.875,bicubic,-87.070,-71.193,+2
fbnetc_100,4.093,95.907,25.493,74.507,5.57,224,0.875,bilinear,-86.627,-71.717,+16
gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.513,-71.363,-50
densenet201,3.973,96.027,27.280,72.720,20.01,224,0.875,bicubic,-88.777,-70.960,-66
dpn68,3.933,96.067,26.000,74.000,12.61,224,0.875,bicubic,-88.087,-72.040,-28
resnet26d,3.920,96.080,28.240,71.760,16.01,224,0.875,bicubic,-88.130,-69.720,-32
tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.590,-72.410,-12
semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.400,-70.730,-8
repvgg_a2,3.800,96.200,27.293,72.707,28.21,224,0.875,bilinear,-88.140,-70.857,-28
tf_efficientnet_es,3.747,96.253,25.973,74.027,5.44,224,0.875,bicubic,-88.243,-71.897,-31
regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-88.003,-71.327,-18
ssl_resnet18,3.693,96.307,25.280,74.720,11.69,224,0.875,bilinear,-86.537,-72.280,+16
densenet169,3.680,96.320,25.520,74.480,14.15,224,0.875,bicubic,-88.230,-72.580,-31
mobilenetv2_140,3.667,96.333,26.507,73.493,6.11,224,0.875,bicubic,-88.163,-71.353,-27
tf_mobilenetv3_large_100,3.653,96.347,24.987,75.013,5.48,224,0.875,bilinear,-87.577,-72.673,-14
dla60,3.587,96.413,27.920,72.080,22.04,224,0.875,bilinear,-88.633,-70.100,-47
res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.977,-71.747,-65
spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.817,-72.977,+7
regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.873,-72.817,-22
regnetx_016,3.467,96.533,26.373,73.627,9.19,224,0.875,bicubic,-88.693,-71.837,-49
legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.607,-73.967,-8
efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.860,-71.910,-17
ghostnet_100,3.253,96.747,24.720,75.280,5.18,224,0.875,bilinear,-86.777,-72.650,+8
dla34,3.173,96.827,23.587,76.413,15.74,224,0.875,bilinear,-87.597,-74.063,-8
mobilenetv2_110d,3.107,96.893,24.387,75.613,4.52,224,0.875,bicubic,-87.863,-73.173,-13
mnasnet_100,3.093,96.907,24.227,75.773,4.38,224,0.875,bicubic,-87.417,-73.243,-3
regnety_004,3.067,96.933,22.587,77.413,4.34,224,0.875,bicubic,-87.413,-74.973,-3
tf_efficientnet_lite0,3.067,96.933,22.827,77.173,4.65,224,0.875,bicubic,-87.983,-74.743,-19
skresnet18,2.960,97.040,22.733,77.267,11.96,224,0.875,bicubic,-86.700,-74.487,+9
resnet34,2.893,97.107,23.560,76.440,21.80,224,0.875,bilinear,-88.227,-74.070,-23
tf_mobilenetv3_large_075,2.867,97.133,21.600,78.400,3.99,224,0.875,bilinear,-86.843,-75.620,+4
vgg19_bn,2.867,97.133,23.547,76.453,143.68,224,0.875,bilinear,-87.233,-74.033,-3
regnetx_008,2.733,97.267,22.333,77.667,7.26,224,0.875,bicubic,-88.317,-75.377,-25
gluon_resnet34_v1b,2.653,97.347,21.533,78.467,21.80,224,0.875,bicubic,-88.337,-76.117,-24
hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.563,-74.313,-31
vgg16,2.560,97.440,19.960,80.040,138.36,224,0.875,bilinear,-85.990,-76.830,+13
vgg16_bn,2.547,97.453,23.587,76.413,138.37,224,0.875,bilinear,-87.543,-73.783,-7
repvgg_b0,2.533,97.467,23.920,76.080,15.82,224,0.875,bilinear,-88.917,-74.060,-42
resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.797,-75.540,+1
regnetx_006,2.453,97.547,20.600,79.400,6.20,224,0.875,bicubic,-87.867,-76.830,-14
tv_densenet121,2.453,97.547,22.533,77.467,7.98,224,0.875,bicubic,-88.447,-75.167,-27
legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-86.440,-77.143,+3
resnet26,2.387,97.613,22.733,77.267,16.00,224,0.875,bicubic,-88.743,-75.007,-37
mobilenetv2_100,2.147,97.853,19.653,80.347,3.50,224,0.875,bicubic,-87.463,-77.497,-5
regnety_002,2.080,97.920,18.600,81.400,3.16,224,0.875,bicubic,-85.280,-77.970,+9
vgg13_bn,2.080,97.920,20.040,79.960,133.05,224,0.875,bilinear,-86.700,-76.930,+1
vgg19,2.027,97.973,20.480,79.520,143.67,224,0.875,bilinear,-87.033,-76.390,-4
tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-83.210,-79.900,+12
tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-81.507,-79.960,+14
regnetx_004,1.960,98.040,19.067,80.933,5.16,224,0.875,bicubic,-86.920,-78.053,-4
tv_resnet34,1.840,98.160,19.800,80.200,21.80,224,0.875,bilinear,-88.080,-77.540,-18
vgg13,1.840,98.160,17.880,82.120,133.05,224,0.875,bilinear,-85.190,-78.430,+4
vgg11_bn,1.720,98.280,18.000,82.000,132.87,224,0.875,bilinear,-85.800,-78.810,-2
dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-82.557,-78.907,+7
tf_mobilenetv3_large_minimal_100,1.627,98.373,17.187,82.813,3.92,224,0.875,bilinear,-87.323,-79.683,-11
dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-84.693,-78.360,+2
vgg11,1.587,98.413,15.907,84.093,132.86,224,0.875,bilinear,-84.993,-80.383,0
gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-86.833,-80.100,-8
hrnet_w18_small,1.507,98.493,18.107,81.893,13.19,224,0.875,bilinear,-87.553,-78.993,-17
dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-82.187,-79.883,+2
regnetx_002,1.253,98.747,14.827,85.173,2.68,224,0.875,bicubic,-84.947,-81.143,-2
resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-86.250,-80.087,-9
tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-80.363,-82.270,+1
tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.863,-83.720,-80
deit_small_patch16_224,18.720,81.280,51.093,48.907,22.05,224,0.900,bicubic,-75.630,-47.537,+51
mixer_b16_224_miil,18.480,81.520,50.987,49.013,59.88,224,0.875,bilinear,-76.830,-47.903,-34
seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.803,-47.983,-10
cait_xxs36_224,18.053,81.947,49.267,50.733,17.30,224,1.000,bicubic,-76.157,-49.463,+61
ecaresnet50d,17.960,82.040,51.453,48.547,25.58,224,0.875,bicubic,-76.610,-47.337,+22
sehalonet33ts,17.827,82.173,47.347,52.653,13.69,256,0.940,bicubic,-76.943,-51.633,+7
resnest50d_1s4x24d,17.640,82.360,49.613,50.387,25.68,224,0.875,bicubic,-77.110,-49.127,+7
tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.203,-48.767,+1
vit_tiny_patch16_384,17.547,82.453,49.920,50.080,5.79,384,1.000,bicubic,-76.033,-48.490,+114
gluon_seresnext101_32x4d,17.373,82.627,46.467,53.533,48.96,224,0.875,bicubic,-77.497,-52.393,-6
resnest50d,17.293,82.707,50.533,49.467,27.48,224,0.875,bilinear,-77.487,-48.037,-1
inception_v4,17.293,82.707,45.387,54.613,42.68,299,0.875,bicubic,-77.037,-53.053,+43
efficientnet_el,17.013,82.987,49.933,50.067,10.59,300,0.904,bicubic,-78.107,-49.047,-33
tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-47
xcit_tiny_24_p16_224_dist,16.960,83.040,47.253,52.747,12.12,224,1.000,bicubic,-77.520,-51.417,+23
gluon_resnext101_64x4d,16.707,83.293,43.933,56.067,83.46,224,0.875,bicubic,-77.913,-54.927,+9
resmlp_36_distilled_224,16.707,83.293,51.093,48.907,44.69,224,0.875,bicubic,-78.163,-47.697,-12
tf_efficientnet_b3,16.680,83.320,49.107,50.893,12.23,300,0.904,bicubic,-78.340,-49.803,-23
xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.660,-53.330,+42
tf_efficientnetv2_b3,16.493,83.507,48.400,51.600,14.36,300,0.904,bicubic,-78.677,-50.420,-43
inception_resnet_v2,16.467,83.533,44.720,55.280,55.84,299,0.897,bicubic,-78.023,-53.900,+14
gluon_resnet152_v1s,16.467,83.533,44.227,55.773,60.32,224,0.875,bicubic,-78.573,-54.613,-30
tresnet_l,16.413,83.587,49.587,50.413,55.99,224,0.875,bilinear,-78.877,-49.423,-54
resmlp_24_distilled_224,16.253,83.747,49.960,50.040,30.02,224,0.875,bicubic,-78.147,-48.730,+23
gluon_xception65,16.240,83.760,45.933,54.067,39.92,299,0.903,bicubic,-77.980,-52.797,+39
gcresnet50t,16.227,83.773,48.107,51.893,25.90,256,0.900,bicubic,-78.633,-50.763,-19
gernet_l,16.187,83.813,46.973,53.027,31.08,256,0.875,bilinear,-78.923,-51.927,-46
wide_resnet50_2,16.187,83.813,48.053,51.947,68.88,224,0.875,bicubic,-78.863,-50.917,-38
gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.540,-54.713,-11
gmlp_s16_224,16.093,83.907,44.693,55.307,19.42,224,0.875,bicubic,-78.027,-53.887,+49
ens_adv_inception_resnet_v2,16.093,83.907,43.413,56.587,55.84,299,0.897,bicubic,-78.057,-55.257,+48
gcresnext50ts,16.040,83.960,46.080,53.920,15.67,256,0.900,bicubic,-78.430,-52.840,+10
xcit_tiny_24_p16_224,16.027,83.973,45.600,54.400,12.12,224,1.000,bicubic,-77.963,-53.020,+57
xception65,15.907,84.093,43.467,56.533,39.92,299,0.903,bicubic,-77.813,-54.853,+79
ssl_resnet50,15.840,84.160,49.280,50.720,25.56,224,0.875,bilinear,-78.600,-49.450,+10
repvgg_b3g4,15.813,84.187,47.373,52.627,83.83,224,0.875,bilinear,-78.667,-51.407,+1
ecaresnet26t,15.480,84.520,47.800,52.200,16.01,320,0.950,bicubic,-78.790,-50.920,+22
ecaresnet101d_pruned,15.480,84.520,47.933,52.067,24.88,224,0.875,bicubic,-79.590,-51.047,-53
regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.067,-54.230,-5
coat_tiny,15.440,84.560,45.560,54.440,5.50,224,0.900,bicubic,-78.070,-52.800,+89
convmixer_768_32,15.360,84.640,47.667,52.333,21.11,224,0.960,bicubic,-79.120,-51.143,-2
ecaresnetlight,15.160,84.840,45.680,54.320,30.16,224,0.875,bicubic,-79.550,-53.350,-27
skresnext50_32x4d,15.107,84.893,44.467,55.533,27.48,224,0.875,bicubic,-79.093,-54.303,+23
cait_xxs24_224,14.893,85.107,44.547,55.453,11.96,224,1.000,bicubic,-78.617,-53.953,+83
levit_192,14.667,85.333,44.627,55.373,10.95,224,0.900,bicubic,-79.483,-53.873,+31
efficientnet_el_pruned,14.373,85.627,45.853,54.147,10.59,300,0.904,bicubic,-79.957,-52.767,+7
rexnet_150,14.347,85.653,46.587,53.413,9.73,224,0.875,bicubic,-80.063,-51.983,-1
efficientnet_b2,14.307,85.693,45.773,54.227,9.11,288,1.000,bicubic,-80.273,-52.947,-22
coat_lite_mini,14.280,85.720,44.347,55.653,11.01,224,0.900,bicubic,-79.700,-54.143,+42
seresnet33ts,14.267,85.733,45.707,54.293,19.78,256,0.900,bicubic,-80.593,-53.093,-44
seresnet50,14.040,85.960,45.347,54.653,28.09,224,0.875,bicubic,-80.490,-53.613,-18
eca_resnet33ts,14.013,85.987,46.907,53.093,19.68,256,0.900,bicubic,-80.177,-51.733,+19
gernet_m,14.000,86.000,45.853,54.147,21.14,224,0.875,bilinear,-80.560,-52.897,-24
legacy_seresnext101_32x4d,13.867,86.133,42.653,57.347,48.96,224,0.875,bilinear,-80.433,-56.057,+2
gluon_resnext101_32x4d,13.667,86.333,41.480,58.520,44.18,224,0.875,bicubic,-80.823,-57.370,-20
gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.837,-55.133,+2
resmlp_36_224,13.400,86.600,46.267,53.733,44.69,224,0.875,bicubic,-80.780,-52.413,+16
gcresnet33ts,13.360,86.640,44.480,55.520,19.88,256,0.900,bicubic,-81.090,-54.290,-15
eca_botnext26ts_256,13.320,86.680,42.147,57.853,10.59,256,0.950,bicubic,-80.410,-56.253,-201
repvgg_b2g4,13.240,86.760,43.453,56.547,61.76,224,0.875,bilinear,-80.580,-55.217,+46
regnetx_320,13.187,86.813,40.240,59.760,107.81,224,0.875,bicubic,-81.203,-58.510,-11
ese_vovnet39b,13.147,86.853,43.667,56.333,24.57,224,0.875,bicubic,-80.873,-54.663,+27
pit_xs_distilled_224,13.120,86.880,44.440,55.560,11.00,224,0.900,bicubic,-80.630,-54.190,+47
mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.190,-55.437,+7
efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.573,-53.977,-36
nf_regnet_b1,12.840,87.160,44.027,55.973,10.22,288,0.900,bicubic,-81.250,-54.633,+19
gluon_resnet101_v1d,12.747,87.253,41.280,58.720,44.57,224,0.875,bicubic,-81.433,-57.280,+6
pit_xs_224,12.747,87.253,42.627,57.373,10.62,224,0.900,bicubic,-80.283,-55.563,+98
crossvit_9_dagger_240,12.560,87.440,41.480,58.520,8.78,240,0.875,bicubic,-80.250,-56.890,+109
gluon_inception_v3,12.520,87.480,40.187,59.813,23.83,299,0.875,bicubic,-80.880,-58.303,+72
resmlp_24_224,12.387,87.613,43.133,56.867,30.02,224,0.875,bicubic,-81.573,-55.347,+22
coat_lite_tiny,12.267,87.733,41.067,58.933,5.72,224,0.900,bicubic,-80.853,-57.323,+88
regnety_120,12.240,87.760,41.880,58.120,51.82,224,0.875,bicubic,-82.230,-56.910,-31
gluon_resnet101_v1s,12.000,88.000,40.773,59.227,44.67,224,0.875,bicubic,-82.630,-57.937,-51
efficientnet_em,11.960,88.040,43.667,56.333,6.90,240,0.882,bicubic,-81.830,-54.913,+32
hrnet_w64,11.867,88.133,40.560,59.440,128.06,224,0.875,bilinear,-82.073,-58.060,+19
xcit_tiny_12_p16_224_dist,11.707,88.293,39.840,60.160,6.72,224,1.000,bicubic,-81.623,-58.200,+70
cspdarknet53,11.680,88.320,42.880,57.120,27.64,256,0.887,bilinear,-82.940,-56.010,-54
nf_resnet50,11.680,88.320,45.320,54.680,25.56,288,0.940,bicubic,-82.860,-53.470,-46
resnet50d,11.640,88.360,42.080,57.920,25.58,224,0.875,bicubic,-82.600,-56.590,-16
botnet26t_256,11.613,88.387,40.133,59.867,12.49,256,0.950,bicubic,-81.847,-58.427,-177
gmixer_24_224,11.600,88.400,37.173,62.827,24.72,224,0.875,bicubic,-81.170,-61.097,+100
xception41,11.547,88.453,38.760,61.240,26.97,299,0.903,bicubic,-81.783,-59.750,+64
vit_small_patch32_224,11.507,88.493,39.453,60.547,22.88,224,0.900,bicubic,-80.433,-58.697,+143
dla102x2,11.400,88.600,41.240,58.760,41.28,224,0.875,bilinear,-82.520,-57.010,+13
dpn92,11.333,88.667,39.507,60.493,37.67,224,0.875,bicubic,-82.867,-58.833,-16
lambda_resnet26t,11.293,88.707,39.987,60.013,10.96,256,0.940,bicubic,-82.477,-58.373,+23
regnety_080,11.253,88.747,40.627,59.373,39.18,224,0.875,bicubic,-82.897,-58.113,-10
efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.857,-56.577,-3
levit_128,11.213,88.787,40.053,59.947,9.21,224,0.900,bicubic,-82.087,-58.447,+62
xcit_nano_12_p16_384_dist,11.187,88.813,39.560,60.440,3.05,384,1.000,bicubic,-80.523,-58.620,+148
tf_efficientnet_el,11.173,88.827,41.360,58.640,10.59,300,0.904,bicubic,-83.197,-57.250,-39
tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.470,-58.680,+34
ecaresnet50d_pruned,11.000,89.000,42.013,57.987,19.94,224,0.875,bicubic,-83.190,-56.647,-23
vit_tiny_r_s16_p8_384,10.933,89.067,39.427,60.573,6.36,384,1.000,bicubic,-80.977,-58.673,+133
xcit_tiny_12_p16_224,10.920,89.080,36.840,63.160,6.72,224,1.000,bicubic,-81.460,-61.300,+111
eca_halonext26ts,10.867,89.133,39.560,60.440,10.76,256,0.940,bicubic,-82.613,-58.960,+38
tf_efficientnetv2_b2,10.853,89.147,39.493,60.507,10.10,260,0.890,bicubic,-83.517,-59.087,-47
hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.047,-58.427,+1
dpn107,10.827,89.173,38.453,61.547,86.92,224,0.875,bicubic,-83.433,-60.257,-39
tf_inception_v3,10.827,89.173,36.680,63.320,23.83,299,0.875,bicubic,-82.413,-61.610,+52
adv_inception_v3,10.827,89.173,36.480,63.520,23.83,299,0.875,bicubic,-81.983,-61.750,+80
halonet26t,10.813,89.187,38.587,61.413,12.48,256,0.950,bicubic,-83.117,-59.993,-6
gluon_resnet152_v1c,10.747,89.253,36.840,63.160,60.21,224,0.875,bicubic,-83.393,-61.680,-23
resnext50_32x4d,10.640,89.360,40.213,59.787,25.03,224,0.875,bicubic,-83.410,-58.327,-16
xcit_nano_12_p8_224_dist,10.573,89.427,38.053,61.947,3.05,224,1.000,bicubic,-81.417,-59.817,+119
dpn131,10.560,89.440,37.000,63.000,79.25,224,0.875,bicubic,-83.380,-61.610,-12
resnetv2_50,10.547,89.453,39.173,60.827,25.55,224,0.950,bicubic,-83.853,-59.537,-58
resnext50d_32x4d,10.427,89.573,39.333,60.667,25.05,224,0.875,bicubic,-83.733,-59.277,-33
tf_efficientnet_b2_ap,10.413,89.587,39.760,60.240,9.11,260,0.890,bicubic,-84.057,-58.920,-68
hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.177,-59.080,+19
rexnet_130,10.333,89.667,41.387,58.613,7.56,224,0.875,bicubic,-83.507,-57.423,-9
xcit_nano_12_p8_224,10.213,89.787,37.200,62.800,3.05,224,1.000,bicubic,-80.557,-60.450,+149
cspresnext50,10.133,89.867,40.213,59.787,20.57,224,0.875,bilinear,-84.307,-58.517,-68
dpn98,10.120,89.880,36.440,63.560,61.57,224,0.875,bicubic,-83.960,-62.070,-27
resnetrs50,10.067,89.933,37.227,62.773,35.69,224,0.910,bicubic,-84.193,-61.243,-52
regnety_064,10.000,90.000,38.960,61.040,30.58,224,0.875,bicubic,-84.120,-59.660,-34
resnet50,10.000,90.000,37.947,62.053,25.56,224,0.950,bicubic,-84.290,-60.693,-59
regnetx_160,9.973,90.027,37.760,62.240,54.28,224,0.875,bicubic,-84.107,-60.700,-32
resnext101_32x8d,9.947,90.053,37.453,62.547,88.79,224,0.875,bilinear,-83.773,-61.047,-7
lambda_resnet26rpt_256,9.907,90.093,37.520,62.480,10.99,256,0.940,bicubic,-83.773,-61.010,-3
legacy_seresnext50_32x4d,9.880,90.120,39.013,60.987,27.56,224,0.875,bilinear,-83.780,-59.397,-3
efficientnet_b1,9.867,90.133,37.293,62.707,7.79,256,1.000,bicubic,-83.253,-61.027,+37
xception,9.853,90.147,37.920,62.080,22.86,299,0.897,bicubic,-83.557,-60.500,+17
inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.833,-63.190,+68
tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.647,-59.830,-69
tf_efficientnet_cc_b1_8e,9.613,90.387,36.867,63.133,39.72,240,0.882,bicubic,-84.247,-61.773,-25
dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.013,-60.810,-5
gluon_resnet152_v1b,9.573,90.427,35.707,64.293,60.19,224,0.875,bicubic,-84.417,-63.013,-38
tf_efficientnet_lite3,9.480,90.520,38.947,61.053,8.20,300,0.904,bilinear,-84.680,-59.693,-53
res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.237,-64.160,-11
legacy_seresnet152,9.240,90.760,37.093,62.907,66.82,224,0.875,bilinear,-84.100,-61.287,+14
cspresnet50,9.227,90.773,39.493,60.507,21.62,256,0.887,bilinear,-84.493,-59.047,-17
hrnet_w40,9.120,90.880,36.533,63.467,57.56,224,0.875,bilinear,-84.310,-61.647,+5
regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.133,-61.623,-66
vit_tiny_patch16_224,9.040,90.960,34.267,65.733,5.72,224,0.900,bicubic,-82.410,-63.713,+106
gluon_resnext50_32x4d,9.027,90.973,36.307,63.693,25.03,224,0.875,bicubic,-84.753,-62.093,-28
vit_base_patch16_sam_224,9.013,90.987,36.080,63.920,86.57,224,0.900,bicubic,-85.107,-62.660,-54
resnet33ts,9.000,91.000,38.240,61.760,19.68,256,0.900,bicubic,-84.520,-60.200,-12
resnest26d,9.000,91.000,37.533,62.467,17.07,224,0.875,bilinear,-84.310,-60.817,+11
crossvit_tiny_240,8.893,91.107,34.320,65.680,7.01,240,0.875,bicubic,-81.027,-63.020,+137
bat_resnext26ts,8.867,91.133,35.987,64.013,10.73,256,0.900,bicubic,-84.333,-62.423,+15
regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-84.967,-61.650,-37
rexnet_100,8.827,91.173,36.240,63.760,4.80,224,0.875,bicubic,-84.093,-62.010,+29
seresnext26t_32x4d,8.813,91.187,36.573,63.427,16.81,224,0.875,bicubic,-83.937,-61.667,+40
seresnext26d_32x4d,8.800,91.200,36.467,63.533,16.81,224,0.875,bicubic,-83.860,-61.793,+46
mixnet_l,8.733,91.267,36.173,63.827,7.33,224,0.875,bicubic,-84.607,-62.427,-2
mobilenetv3_large_100_miil,8.720,91.280,32.893,67.107,5.48,224,0.875,bilinear,-83.420,-65.297,+70
convit_tiny,8.693,91.307,33.987,66.013,5.71,224,0.875,bicubic,-81.537,-63.573,+124
levit_128s,8.667,91.333,32.800,67.200,7.78,224,0.900,bicubic,-83.193,-65.130,+82
gcresnext26ts,8.560,91.440,35.547,64.453,10.48,256,0.900,bicubic,-84.160,-62.643,+37
hrnet_w30,8.533,91.467,36.800,63.200,37.71,224,0.875,bilinear,-84.557,-61.690,+11
resnet32ts,8.480,91.520,36.880,63.120,17.96,256,0.900,bicubic,-84.920,-61.400,-11
dla169,8.373,91.627,35.867,64.133,53.39,224,0.875,bilinear,-84.937,-62.163,-3
mixer_b16_224,8.360,91.640,29.320,70.680,59.88,224,0.875,bicubic,-83.380,-68.460,+82
tf_efficientnet_b1_ap,8.333,91.667,35.160,64.840,7.79,240,0.882,bicubic,-85.287,-63.480,-34
legacy_seresnet101,8.253,91.747,35.747,64.253,49.33,224,0.875,bilinear,-84.927,-62.663,+1
resnetblur50,8.213,91.787,37.360,62.640,25.56,224,0.875,bicubic,-85.657,-61.160,-57
repvgg_b2,8.173,91.827,36.040,63.960,89.02,224,0.875,bilinear,-85.257,-62.180,-21
dla102x,8.160,91.840,36.787,63.213,26.31,224,0.875,bilinear,-85.320,-61.743,-26
crossvit_9_240,8.147,91.853,34.027,65.973,8.55,240,0.875,bicubic,-82.103,-63.583,+111
eca_resnext26ts,8.120,91.880,35.747,64.253,10.30,256,0.900,bicubic,-84.430,-62.333,+36
resmlp_12_distilled_224,8.080,91.920,36.573,63.427,15.35,224,0.875,bicubic,-84.680,-61.707,+20
hrnet_w32,7.947,92.053,37.267,62.733,41.23,224,0.875,bilinear,-85.543,-61.463,-31
gluon_resnet50_v1d,7.840,92.160,34.773,65.227,25.58,224,0.875,bicubic,-85.880,-63.807,-51
res2net50_26w_8s,7.813,92.187,33.147,66.853,48.40,224,0.875,bilinear,-85.547,-65.493,-22
gluon_resnet101_v1c,7.800,92.200,32.973,67.027,44.57,224,0.875,bicubic,-85.790,-65.467,-43
dla60_res2next,7.733,92.267,34.653,65.347,17.03,224,0.875,bilinear,-85.347,-63.887,-4
tf_efficientnetv2_b1,7.720,92.280,34.360,65.640,8.14,240,0.882,bicubic,-86.170,-64.270,-69
deit_tiny_distilled_patch16_224,7.707,92.293,33.520,66.480,5.91,224,0.900,bicubic,-82.773,-64.040,+99
densenetblur121d,7.573,92.427,34.587,65.413,8.00,224,0.875,bicubic,-84.257,-63.423,+63
dla60_res2net,7.373,92.627,34.400,65.600,20.85,224,0.875,bilinear,-85.657,-63.970,-7
regnetx_064,7.333,92.667,34.360,65.640,26.21,224,0.875,bicubic,-86.507,-64.240,-69
wide_resnet101_2,7.307,92.693,33.693,66.307,126.89,224,0.875,bilinear,-86.323,-64.777,-53
efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.440,-63.533,+12
hardcorenas_e,7.227,92.773,33.160,66.840,8.07,224,0.875,bilinear,-85.213,-64.710,+26
deit_tiny_patch16_224,7.227,92.773,30.667,69.333,5.72,224,0.900,bicubic,-81.833,-66.203,+112
efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.367,-64.270,+19
gluon_resnet101_v1b,7.160,92.840,32.720,67.280,44.55,224,0.875,bicubic,-86.550,-65.640,-62
tf_efficientnet_cc_b0_8e,7.120,92.880,31.653,68.347,24.01,224,0.875,bicubic,-85.630,-66.587,+3
tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.350,-65.383,-44
tf_mixnet_l,7.080,92.920,31.587,68.413,7.33,224,0.875,bicubic,-86.120,-66.813,-27
gluon_resnet50_v1s,7.080,92.920,33.200,66.800,25.68,224,0.875,bicubic,-86.500,-65.500,-56
resmlp_12_224,7.067,92.933,33.853,66.147,15.35,224,0.875,bicubic,-84.963,-64.437,+38
convmixer_1024_20_ks9_p14,7.027,92.973,32.693,67.307,24.38,224,0.960,bicubic,-85.273,-65.447,+25
seresnext26ts,6.933,93.067,34.600,65.400,10.39,256,0.900,bicubic,-85.687,-63.480,+10
hardcorenas_f,6.853,93.147,33.907,66.093,8.20,224,0.875,bilinear,-85.977,-64.233,-10
mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.643,-66.210,+21
ese_vovnet19b_dw,6.627,93.373,33.107,66.893,6.54,224,0.875,bicubic,-85.533,-65.103,+28
selecsls60b,6.613,93.387,33.133,66.867,32.77,224,0.875,bicubic,-86.547,-65.277,-31
efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.550,-64.697,-29
pit_ti_distilled_224,6.547,93.453,30.507,69.493,5.10,224,0.900,bicubic,-84.063,-67.223,+75
res2net50_26w_6s,6.507,93.493,31.467,68.533,37.05,224,0.875,bilinear,-86.823,-66.923,-44
hardcorenas_d,6.453,93.547,32.053,67.947,7.50,224,0.875,bilinear,-85.817,-66.047,+17
legacy_seresnext26_32x4d,6.440,93.560,32.920,67.080,16.79,224,0.875,bicubic,-86.060,-65.370,+5
skresnet34,6.387,93.613,31.493,68.507,22.28,224,0.875,bicubic,-85.843,-66.507,+17
regnetx_080,6.360,93.640,32.213,67.787,39.57,224,0.875,bicubic,-87.460,-66.197,-92
resnet34d,6.347,93.653,31.680,68.320,21.82,224,0.875,bicubic,-86.273,-66.400,-3
dla60x,6.307,93.693,33.787,66.213,17.35,224,0.875,bilinear,-86.693,-64.643,-30
repvgg_b1,6.240,93.760,33.307,66.693,57.42,224,0.875,bilinear,-87.050,-64.973,-47
swsl_resnet18,6.213,93.787,31.347,68.653,11.69,224,0.875,bilinear,-84.107,-66.083,+70
legacy_seresnet50,6.067,93.933,32.453,67.547,28.09,224,0.875,bilinear,-86.773,-65.427,-26
pit_ti_224,6.053,93.947,30.053,69.947,4.85,224,0.900,bicubic,-83.607,-67.167,+80
tv_resnet152,6.000,94.000,31.640,68.360,60.19,224,0.875,bilinear,-87.220,-66.630,-49
resnet26t,5.987,94.013,31.720,68.280,16.01,256,0.940,bicubic,-86.683,-66.360,-14
tf_efficientnet_cc_b0_4e,5.960,94.040,29.533,70.467,13.31,224,0.875,bicubic,-86.520,-68.537,-4
tf_efficientnetv2_b0,5.893,94.107,30.613,69.387,7.14,224,0.875,bicubic,-87.127,-67.697,-39
mixer_l16_224,5.853,94.147,18.200,81.800,208.20,224,0.875,bicubic,-78.397,-77.080,+97
dla102,5.840,94.160,32.453,67.547,33.27,224,0.875,bilinear,-87.110,-65.707,-39
regnetx_040,5.800,94.200,31.187,68.813,22.12,224,0.875,bicubic,-87.690,-67.403,-78
selecsls60,5.720,94.280,32.280,67.720,30.67,224,0.875,bicubic,-87.170,-65.850,-37
hardcorenas_c,5.600,94.400,30.213,69.787,5.52,224,0.875,bilinear,-86.290,-67.827,+18
regnety_016,5.573,94.427,30.280,69.720,11.20,224,0.875,bicubic,-87.377,-67.930,-41
res2next50,5.520,94.480,30.600,69.400,24.67,224,0.875,bilinear,-87.250,-67.440,-33
hrnet_w18,5.453,94.547,30.813,69.187,21.30,224,0.875,bilinear,-86.767,-67.207,0
tf_efficientnet_lite2,5.373,94.627,30.907,69.093,6.09,260,0.890,bicubic,-87.167,-67.283,-17
resnest14d,5.333,94.667,28.547,71.453,10.61,224,0.875,bilinear,-86.007,-69.313,+27
tf_efficientnet_b0_ap,5.320,94.680,28.707,71.293,5.29,224,0.875,bicubic,-86.730,-69.253,+2
tf_efficientnet_em,5.200,94.800,30.653,69.347,6.90,240,0.882,bicubic,-87.620,-67.527,-42
gernet_s,5.200,94.800,30.067,69.933,8.17,224,0.875,bilinear,-86.820,-67.773,+5
repvgg_b1g4,5.107,94.893,30.467,69.533,39.97,224,0.875,bilinear,-87.743,-67.713,-47
mobilenetv3_large_100,5.107,94.893,28.053,71.947,5.48,224,0.875,bicubic,-86.033,-69.577,+30
xcit_nano_12_p16_224_dist,5.107,94.893,26.280,73.720,3.05,224,1.000,bicubic,-83.953,-70.820,+64
densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.200,-67.943,+22
res2net50_26w_4s,5.053,94.947,28.987,71.013,25.70,224,0.875,bilinear,-87.277,-68.903,-17
tf_mixnet_m,5.040,94.960,28.093,71.907,5.01,224,0.875,bicubic,-87.180,-70.017,-13
tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.060,-69.253,-7
vit_tiny_r_s16_p8_224,4.947,95.053,26.707,73.293,6.34,224,0.900,bicubic,-83.833,-70.263,+64
hardcorenas_a,4.893,95.107,27.987,72.013,5.26,224,0.875,bilinear,-86.297,-69.913,+21
regnetx_032,4.880,95.120,29.893,70.107,15.30,224,0.875,bicubic,-88.150,-68.467,-64
res2net50_14w_8s,4.880,95.120,28.320,71.680,25.06,224,0.875,bilinear,-87.750,-69.800,-37
mixnet_s,4.840,95.160,28.507,71.493,4.13,224,0.875,bicubic,-86.670,-69.103,+9
hardcorenas_b,4.827,95.173,27.800,72.200,5.18,224,0.875,bilinear,-86.553,-69.910,+10
mobilenetv3_rw,4.813,95.187,29.507,70.493,5.48,224,0.875,bicubic,-86.237,-68.203,+20
xcit_nano_12_p16_224,4.800,95.200,25.253,74.747,3.05,224,1.000,bicubic,-82.360,-68.277,+64
gluon_resnet50_v1c,4.773,95.227,27.787,72.213,25.58,224,0.875,bicubic,-88.177,-70.403,-65
selecsls42b,4.707,95.293,28.333,71.667,32.46,224,0.875,bicubic,-87.483,-69.827,-21
tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.007,-68.487,-49
resnext26ts,4.640,95.360,28.733,71.267,10.30,256,0.900,bicubic,-87.090,-69.137,-1
densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.827,-68.530,-34
tv_resnet101,4.573,95.427,28.867,71.133,44.55,224,0.875,bilinear,-88.167,-69.283,-55
tf_efficientnet_lite1,4.467,95.533,28.360,71.640,5.42,240,0.882,bicubic,-88.023,-69.890,-41
mobilenetv2_120d,4.440,95.560,29.067,70.933,5.83,224,0.875,bicubic,-87.830,-68.573,-31
vit_base_patch32_sam_224,4.307,95.693,24.347,75.653,88.22,224,0.900,bicubic,-84.983,-72.793,+41
efficientnet_es_pruned,4.120,95.880,26.547,73.453,5.44,224,0.875,bicubic,-86.930,-71.023,+10
fbnetc_100,4.093,95.907,25.493,74.507,5.57,224,0.875,bilinear,-86.257,-71.697,+24
gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.393,-71.243,-42
densenet201,3.973,96.027,27.280,72.720,20.01,224,0.875,bicubic,-88.707,-71.020,-58
dpn68,3.933,96.067,26.000,74.000,12.61,224,0.875,bicubic,-87.977,-72.090,-20
tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.310,-72.460,-4
resnet26d,3.920,96.080,28.240,71.760,16.01,224,0.875,bicubic,-88.030,-69.820,-24
semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.250,-70.900,0
repvgg_a2,3.800,96.200,27.293,72.707,28.21,224,0.875,bilinear,-88.030,-70.567,-20
tf_efficientnet_es,3.747,96.253,25.973,74.027,5.44,224,0.875,bicubic,-88.113,-71.257,-23
regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-87.633,-70.857,-10
ssl_resnet18,3.693,96.307,25.280,74.720,11.69,224,0.875,bilinear,-86.057,-71.720,+23
densenet169,3.680,96.320,25.520,74.480,14.15,224,0.875,bicubic,-88.140,-72.170,-22
mobilenetv2_140,3.667,96.333,26.507,73.493,6.11,224,0.875,bicubic,-87.903,-71.523,-18
tf_mobilenetv3_large_100,3.653,96.347,24.987,75.013,5.48,224,0.875,bilinear,-87.467,-72.643,-6
dla60,3.587,96.413,27.920,72.080,22.04,224,0.875,bilinear,-88.443,-70.310,-39
res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.857,-71.937,-57
spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.497,-73.157,+14
regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.683,-72.847,-14
regnetx_016,3.467,96.533,26.373,73.627,9.19,224,0.875,bicubic,-88.553,-71.667,-41
legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.387,-74.097,0
efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.710,-72.080,-9
ghostnet_100,3.253,96.747,24.720,75.280,5.18,224,0.875,bilinear,-86.417,-72.720,+15
dla34,3.173,96.827,23.587,76.413,15.74,224,0.875,bilinear,-87.337,-73.883,0
mobilenetv2_110d,3.107,96.893,24.387,75.613,4.52,224,0.875,bicubic,-87.613,-72.823,-5
mnasnet_100,3.093,96.907,24.227,75.773,4.38,224,0.875,bicubic,-87.007,-73.353,+4
regnety_004,3.067,96.933,22.587,77.413,4.34,224,0.875,bicubic,-87.023,-74.783,+4
tf_efficientnet_lite0,3.067,96.933,22.827,77.173,4.65,224,0.875,bicubic,-87.813,-74.893,-11
skresnet18,2.960,97.040,22.733,77.267,11.96,224,0.875,bicubic,-85.990,-74.137,+16
resnet34,2.893,97.107,23.560,76.440,21.80,224,0.875,bilinear,-88.007,-74.020,-15
tf_mobilenetv3_large_075,2.867,97.133,21.600,78.400,3.99,224,0.875,bilinear,-86.323,-75.630,+11
vgg19_bn,2.867,97.133,23.547,76.453,143.68,224,0.875,bilinear,-86.843,-73.673,+4
regnetx_008,2.733,97.267,22.333,77.667,7.26,224,0.875,bicubic,-88.167,-75.367,-17
gluon_resnet34_v1b,2.653,97.347,21.533,78.467,21.80,224,0.875,bicubic,-88.077,-76.047,-15
hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.363,-74.063,-23
vgg16,2.560,97.440,19.960,80.040,138.36,224,0.875,bilinear,-84.470,-76.350,+20
vgg16_bn,2.547,97.453,23.587,76.413,138.37,224,0.875,bilinear,-87.133,-73.503,0
repvgg_b0,2.533,97.467,23.920,76.080,15.82,224,0.875,bilinear,-88.677,-73.740,-34
resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.387,-75.520,+8
tv_densenet121,2.453,97.547,22.533,77.467,7.98,224,0.875,bicubic,-88.207,-75.207,-19
regnetx_006,2.453,97.547,20.600,79.400,6.20,224,0.875,bicubic,-87.477,-76.840,-7
legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-85.080,-76.983,+10
resnet26,2.387,97.613,22.733,77.267,16.00,224,0.875,bicubic,-88.583,-74.827,-29
mobilenetv2_100,2.147,97.853,19.653,80.347,3.50,224,0.875,bicubic,-86.733,-77.317,+2
regnety_002,2.080,97.920,18.600,81.400,3.16,224,0.875,bicubic,-83.130,-77.180,+15
vgg13_bn,2.080,97.920,20.040,79.960,133.05,224,0.875,bilinear,-85.280,-76.530,+8
vgg19,2.027,97.973,20.480,79.520,143.67,224,0.875,bilinear,-86.563,-76.310,+2
tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-92.800,-82.670,+18
tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-91.817,-83.660,+20
regnetx_004,1.960,98.040,19.067,80.933,5.16,224,0.875,bicubic,-85.410,-77.193,+3
vgg13,1.840,98.160,17.880,82.120,133.05,224,0.875,bilinear,-81.800,-77.030,+10
tv_resnet34,1.840,98.160,19.800,80.200,21.80,224,0.875,bilinear,-87.770,-77.350,-11
vgg11_bn,1.720,98.280,18.000,82.000,132.87,224,0.875,bilinear,-84.560,-78.160,+5
dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-93.077,-82.097,+13
tf_mobilenetv3_large_minimal_100,1.627,98.373,17.187,82.813,3.92,224,0.875,bilinear,-86.753,-79.513,-4
vgg11,1.587,98.413,15.907,84.093,132.86,224,0.875,bilinear,-81.893,-78.893,+6
dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-79.803,-75.870,+8
gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-85.033,-79.690,-1
hrnet_w18_small,1.507,98.493,18.107,81.893,13.19,224,0.875,bilinear,-87.043,-78.683,-9
dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-93.307,-83.633,+8
regnetx_002,1.253,98.747,14.827,85.173,2.68,224,0.875,bicubic,-93.797,-83.763,+4
resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-85.080,-79.797,-3
tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-92.473,-86.900,+7
tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.733,-83.720,-72

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation top1_diff top5_diff rank_diff
111 xcit_medium_24_p16_224_dist 34.013 65.987 67.627 32.373 84.40 224 1.000 bicubic -62.587 -31.903 -27
112 resmlp_big_24_distilled_224 33.787 66.213 69.293 30.707 129.14 224 0.875 bicubic -62.683 -30.017 -17
113 resnet152d 33.707 66.293 65.480 34.520 60.21 320 1.000 bicubic -62.643 -33.910 -10
114 tresnet_m_448 33.627 66.373 64.280 35.720 31.39 448 0.875 bilinear -61.363 -61.323 -34.700 -34.790 +94 +95
115 xcit_tiny_24_p16_384_dist 33.573 66.427 65.227 34.773 12.12 384 1.000 bicubic -62.347 -33.993 +16
116 twins_pcpvt_large 33.133 66.867 67.920 32.080 60.99 224 0.900 bicubic -63.017 -31.270 0
117 swsl_resnext50_32x4d 33.053 66.947 65.187 34.813 25.03 224 0.875 bilinear -62.827 -33.833 -33.933 +17 +16
118 twins_svt_base 33.000 67.000 65.613 34.387 56.07 224 0.900 bicubic -63.160 -33.447 -4
119 pit_b_224 32.760 67.240 62.227 37.773 73.76 224 0.900 bicubic -62.870 -36.443 +35
120 xcit_large_24_p16_224 32.653 67.347 61.667 38.333 189.10 224 1.000 bicubic -62.757 -36.963 +53
121 ssl_resnext101_32x16d 32.400 67.600 63.707 36.293 194.03 224 0.875 bilinear -63.400 -35.473 +21
122 swin_small_patch4_window7_224 32.347 67.653 65.200 34.800 49.61 224 0.900 bicubic -63.533 -34.050 -33.820 +13 +12
123 jx_nest_small 32.307 67.693 63.813 36.187 38.35 224 0.875 bicubic -63.663 -35.227 +5
124 resnetv2_152x2_bit_teacher 31.973 68.027 63.600 36.400 236.34 224 0.875 bicubic -64.117 -35.670 0
125 resnest101e 31.587 68.413 64.040 35.960 48.28 256 0.875 bilinear -64.273 -35.170 +13
134 crossvit_18_dagger_240 30.120 69.880 61.613 38.387 44.27 240 0.875 bicubic -65.440 -37.447 +23
135 xcit_medium_24_p16_224 29.920 70.080 59.213 40.787 84.40 224 1.000 bicubic -65.600 -39.557 +29
136 swsl_resnet50 29.773 70.227 63.720 36.280 25.56 224 0.875 bilinear -65.627 -35.570 +38
137 twins_pcpvt_base 29.773 70.227 64.467 35.533 43.83 224 0.900 bicubic -66.017 -34.663 -34.523 +7 +6
138 cait_xxs24_384 29.693 70.307 63.733 36.267 12.03 384 1.000 bicubic -65.577 -35.227 +42
139 convit_base 29.333 70.667 61.520 38.480 86.54 224 0.875 bicubic -66.217 -37.370 +19
140 deit_base_distilled_patch16_224 29.320 70.680 64.093 35.907 87.34 224 0.900 bicubic -66.780 -35.097 -18
142 ssl_resnext101_32x8d 28.893 71.107 60.613 39.387 88.79 224 0.875 bilinear -66.577 -38.507 +25
143 resnet101d 28.747 71.253 62.013 37.987 44.57 320 1.000 bicubic -67.553 -37.217 -35
144 resnetrs152 28.640 71.360 60.000 40.000 86.62 320 1.000 bicubic -67.930 -39.240 -57
145 xcit_tiny_24_p8_224 28.507 71.493 60.253 39.747 12.11 224 1.000 bicubic -67.163 -38.797 -38.567 +7 +6
146 xcit_tiny_24_p8_224_dist 28.467 71.533 61.173 38.827 12.11 224 1.000 bicubic -67.353 -38.037 -6
147 regnetz_c 28.453 71.547 63.160 36.840 13.46 320 0.940 bicubic -67.347 -35.940 -6
148 crossvit_15_dagger_240 28.227 71.773 60.013 39.987 28.21 240 0.875 bicubic -67.443 -38.807 -39.037 +3 +4
149 xcit_small_24_p16_224 28.040 71.960 58.467 41.533 47.67 224 1.000 bicubic -67.490 -40.303 +13
150 coat_lite_small 27.453 72.547 58.427 41.573 19.84 224 0.900 bicubic -68.077 -40.433 +10
151 deit_base_patch16_224 27.147 72.853 58.693 41.307 86.57 224 0.900 bicubic -68.293 -40.147 +18
152 resnetv2_50x1_bitm 27.093 72.907 62.600 37.400 25.55 448 1.000 bilinear -67.927 -67.917 -36.450 -36.420 +52 +54
153 xcit_small_12_p16_224_dist 26.867 73.133 59.587 40.413 26.25 224 1.000 bicubic -69.163 -39.543 -27
154 vit_small_patch16_224 26.760 73.240 58.880 41.120 22.05 224 0.900 bicubic -68.610 -40.270 +22
155 regnety_032 26.067 73.933 60.880 39.120 19.44 288 1.000 bicubic -69.913 -38.310 -28
157 tf_efficientnet_b4 25.853 74.147 59.880 40.120 19.34 380 0.922 bicubic -70.037 -39.290 -25
158 tf_efficientnet_b4_ap 25.840 74.160 59.640 40.360 19.34 380 0.922 bicubic -70.330 -39.640 -46
159 ecaresnet101d 25.760 74.240 58.707 41.293 44.57 224 0.875 bicubic -69.780 -40.423 0
160 ecaresnet50t 25.640 74.360 59.720 40.280 25.57 320 0.950 bicubic -69.860 -39.180 -39.400 +6 +5
161 visformer_small 25.480 74.520 58.520 41.480 40.22 224 0.900 bicubic -70.020 -40.600 -40.380 +4 +5
162 crossvit_15_240 25.440 74.560 57.320 42.680 27.53 240 0.875 bicubic -69.680 -41.610 +27
163 coat_mini 25.387 74.613 57.413 42.587 10.34 224 0.900 bicubic -69.603 -41.367 -41.567 +44 +45
164 resnetv2_50x1_bit_distilled 25.107 74.893 59.373 40.627 25.55 224 0.875 bicubic -71.003 -39.907 -45
165 xcit_small_12_p16_224 25.080 74.920 55.653 44.347 26.25 224 1.000 bicubic -70.320 -43.177 +10
166 convit_small 24.773 75.227 56.947 43.053 27.78 224 0.875 bicubic -70.407 -41.973 +19
167 gc_efficientnetv2_rw_t 24.560 75.440 57.533 42.467 13.68 288 1.000 bicubic -71.180 -41.487 -21
168 tnt_s_patch16_224 24.547 75.453 57.773 42.227 23.76 224 0.900 bicubic -70.493 -70.483 -41.067 -41.117 +33 +34
169 eca_nfnet_l0 24.493 75.507 59.600 40.400 24.14 288 1.000 bicubic -71.467 -39.610 -39
170 efficientnetv2_rw_t 24.240 75.760 57.187 42.813 13.65 288 1.000 bicubic -71.370 -41.883 -14
171 xcit_tiny_12_p16_384_dist 24.160 75.840 57.000 43.000 6.72 384 1.000 bicubic -70.950 -42.020 +21
173 vit_small_r26_s32_224 23.933 76.067 55.960 44.040 36.43 224 0.900 bicubic -71.707 -43.230 -20
174 twins_svt_small 23.800 76.200 57.253 42.747 24.06 224 0.900 bicubic -71.410 -41.637 +10
175 ssl_resnext101_32x4d 23.760 76.240 57.133 42.867 44.18 224 0.875 bilinear -71.670 -41.997 -4
176 vit_small_patch32_384 23.547 76.453 56.907 43.093 22.92 384 1.000 bicubic -71.513 -41.923 -42.083 +20 +22
177 crossvit_small_240 23.413 76.587 56.400 43.600 26.86 240 0.875 bicubic -71.417 -42.620 -42.480 +43
178 jx_nest_tiny 23.133 76.867 56.053 43.947 17.06 224 0.875 bicubic -72.117 -42.927 +3
179 efficientnet_b3 23.120 76.880 55.813 44.187 12.23 320 1.000 bicubic -72.600 -43.227 -31
180 nasnetalarge 23.120 76.880 54.533 45.467 88.75 331 0.911 bicubic -72.560 -44.397 -30
181 efficientnet_b3 pnasnet5large 23.120 23.107 76.880 76.893 55.813 53.320 44.187 46.680 12.23 86.06 320 331 1.000 0.911 bicubic -72.600 -72.613 -43.107 -45.600 -30 -32
pnasnet5large 23.107 76.893 53.320 46.680 86.06 331 0.911 bicubic -72.613 -45.720 -33
182 levit_384 23.013 76.987 55.840 44.160 39.13 224 0.900 bicubic -72.517 -43.210 -21
183 resnet61q halo2botnet50ts_256 22.693 22.893 77.307 77.107 55.440 52.707 44.560 47.293 36.85 22.64 288 256 1.000 0.950 bicubic -73.097 -71.817 -43.550 -46.123 -40 -290
184 resmlp_big_24_224 resnet61q 22.627 22.693 77.373 77.307 54.067 55.440 45.933 44.560 129.14 36.85 224 288 0.875 1.000 bicubic -72.023 -73.097 -44.423 -43.690 +47 -39
185 resmlp_big_24_224 22.627 77.373 54.067 45.933 129.14 224 0.875 bicubic -71.993 -44.703 +50
186 twins_pcpvt_small 22.440 77.560 56.547 43.453 24.11 224 0.900 bicubic -72.790 -42.333 -2
187 vit_base_patch32_224 22.253 77.747 53.760 46.240 88.22 224 0.900 bicubic -72.757 -72.737 -45.260 -45.020 +20 +21
188 pit_s_distilled_224 22.147 77.853 56.867 43.133 24.04 224 0.900 bicubic -73.093 -42.183 -5
189 lamhalobotnet50ts_256 22.080 77.920 51.360 48.640 22.57 256 0.950 bicubic -72.690 -47.440 -296
190 xcit_tiny_12_p8_224_dist 22.040 77.960 53.920 46.080 6.71 224 1.000 bicubic -73.040 -44.990 +6
191 halonet50ts 21.773 21.667 78.227 78.333 51.293 52.507 48.707 47.493 22.73 256 0.940 bicubic -73.177 -73.383 -47.457 -46.423 +20 -320
192 tresnet_m 21.267 78.733 53.480 46.520 31.39 224 0.875 bilinear -74.463 -45.550 -43 -42
193 pit_s_224 21.040 78.960 53.520 46.480 23.46 224 0.900 bicubic -73.540 -73.510 -45.200 -45.330 +46 +50
194 swin_tiny_patch4_window7_224 21.027 78.973 55.627 44.373 28.29 224 0.900 bicubic -74.103 -43.223 -4 -3
195 convmixer_1536_20 20.907 79.093 55.267 44.733 51.63 224 0.960 bicubic -74.173 -43.763 0 +1
196 xcit_tiny_12_p8_224 20.893 79.107 52.307 47.693 6.71 224 1.000 bicubic -73.817 -73.747 -46.523 -46.363 +34 +38
197 regnetz_b 20.787 79.213 53.453 46.547 9.72 288 0.940 bicubic -74.273 -45.597 +2 +3
198 deit_small_distilled_patch16_224 20.680 79.320 54.853 45.147 22.44 224 0.900 bicubic -74.030 -73.990 -44.177 -43.957 +30 +34
199 resnet51q 20.533 79.467 55.133 44.867 35.70 288 1.000 bilinear -75.347 -43.987 -44.117 -64 -61
200 resnetrs101 20.280 79.720 52.533 47.467 63.62 288 0.940 bicubic -75.140 -46.497 -26 -25
201 resnest50d_4s2x40d 20.080 79.920 52.920 47.080 30.42 224 0.875 bicubic -74.870 -74.860 -46.150 -45.900 +11 +12
202 ssl_resnext50_32x4d xcit_nano_12_p8_384_dist 19.680 80.320 53.213 50.413 46.787 49.587 25.03 3.05 224 384 0.875 1.000 bilinear bicubic -75.180 -73.740 -45.657 -47.927 +18 +148
203 xcit_nano_12_p8_384_dist ssl_resnext50_32x4d 19.680 80.320 50.413 53.213 49.587 46.787 3.05 25.03 384 224 1.000 0.875 bicubic bilinear -73.800 -75.180 -48.117 -45.807 +142 +19
204 haloregnetz_b 19.560 80.440 49.720 50.280 11.68 224 0.940 bicubic -75.150 -75.090 -48.940 -48.770 +25 +29
205 tresnet_xl 19.320 80.680 52.867 47.133 78.44 224 0.875 bilinear -76.120 -46.193 -33 -32
206 resnetv2_101 19.307 80.693 48.800 51.200 44.54 224 0.950 bicubic -76.323 -50.190 -49 -48
207 gluon_senet154 lambda_resnet50ts 19.067 19.120 80.933 80.880 47.160 49.307 52.840 50.693 115.09 21.54 224 256 0.875 0.950 bicubic -75.863 -75.590 -51.610 -49.353 +8 -294
208 gluon_seresnext101_64x4d gluon_senet154 18.960 19.067 81.040 80.933 48.960 47.160 51.040 52.840 88.23 115.09 224 0.875 bicubic -75.980 -75.853 -49.860 -51.650 +5 +9
209 legacy_senet154 gluon_seresnext101_64x4d 18.920 18.960 81.080 81.040 47.627 48.960 52.373 51.040 115.09 88.23 224 0.875 bilinear bicubic -76.140 -75.970 -51.363 -49.810 -9 +7
210 tf_efficientnet_b1_ns 18.920 81.080 51.707 48.293 7.79 240 0.882 bicubic -76.250 -47.413 -22 -21
211 levit_256 legacy_senet154 18.893 18.920 81.107 81.080 49.653 47.627 50.347 52.373 18.89 115.09 224 0.900 0.875 bicubic bilinear -76.137 -76.140 -49.237 -51.203 -7 -10
212 repvgg_b3 levit_256 18.880 18.893 81.120 81.107 49.800 49.653 50.200 50.347 123.09 18.89 224 0.875 0.900 bilinear bicubic -75.690 -76.127 -48.990 -49.397 +28 -4
213 repvgg_b3 18.880 81.120 49.800 50.200 123.09 224 0.875 bilinear -75.660 -48.830 +32
214 rexnet_200 18.880 81.120 52.587 47.413 16.37 224 0.875 bicubic -76.060 -46.413 +1
215 deit_small_patch16_224 18.720 81.280 51.093 48.907 22.05 224 0.900 bicubic -75.680 -75.630 -47.597 -47.537 +46 +51
216 mixer_b16_224_miil 18.480 81.520 50.987 49.013 59.88 224 0.875 bilinear -76.830 -47.903 -35 -34
217 seresnext50_32x4d 18.227 81.773 50.907 49.093 27.56 224 0.875 bicubic -76.803 -47.983 -11 -10
218 cait_xxs36_224 18.053 81.947 49.267 50.733 17.30 224 1.000 bicubic -76.207 -76.157 -49.443 -49.463 +56 +61
219 ecaresnet50d 17.960 82.040 51.453 48.547 25.58 224 0.875 bicubic -76.660 -76.610 -47.437 -47.337 +18 +22
220 sehalonet33ts 17.827 82.173 47.347 52.653 13.69 256 0.940 bicubic -76.953 -76.943 -51.223 -51.633 +5 +7
221 resnest50d_1s4x24d 17.640 82.360 49.613 50.387 25.68 224 0.875 bicubic -77.130 -77.110 -49.367 -49.127 +6 +7
222 tf_efficientnet_lite4 17.627 82.373 50.253 49.747 13.01 380 0.920 bilinear -77.233 -77.203 -48.767 0 +1
223 vit_tiny_patch16_384 17.547 82.453 49.920 50.080 5.79 384 1.000 bicubic -76.103 -76.033 -48.680 -48.490 +109 +114
224 gluon_seresnext101_32x4d 17.373 82.627 46.467 53.533 48.96 224 0.875 bicubic -77.547 -77.497 -52.343 -52.393 -7 -6
225 inception_v4 resnest50d 17.293 82.707 45.387 50.533 54.613 49.467 42.68 27.48 299 224 0.875 bicubic bilinear -77.077 -77.487 -53.223 -48.037 +40 -1
226 resnest50d inception_v4 17.293 82.707 50.533 45.387 49.467 54.613 27.48 42.68 224 299 0.875 bilinear bicubic -77.537 -77.037 -48.347 -53.053 -2 +43
227 efficientnet_el 17.013 82.987 49.933 50.067 10.59 300 0.904 bicubic -78.107 -49.047 -34 -33
228 tf_efficientnet_b3_ap 17.000 83.000 49.387 50.613 12.23 300 0.904 bicubic -78.320 -49.513 -48 -47
229 xcit_tiny_24_p16_224_dist 16.960 83.040 47.253 52.747 12.12 224 1.000 bicubic -77.560 -77.520 -51.537 -51.417 +19 +23
230 gluon_resnext101_64x4d 16.707 83.293 43.933 56.067 83.46 224 0.875 bicubic -77.933 -77.913 -54.737 -54.927 +5 +9
231 resmlp_36_distilled_224 16.707 83.293 51.093 48.907 44.69 224 0.875 bicubic -78.163 -47.767 -47.697 -13 -12
232 tf_efficientnet_b3 16.680 83.320 49.107 50.893 12.23 300 0.904 bicubic -78.340 -49.803 -24 -23
233 xception71 16.600 83.400 45.240 54.760 42.34 299 0.903 bicubic -77.690 -77.660 -53.400 -53.330 +39 +42
234 tf_efficientnetv2_b3 16.493 83.507 48.400 51.600 14.36 300 0.904 bicubic -78.677 -50.420 -44 -43
235 gluon_resnet152_v1s inception_resnet_v2 16.467 83.533 44.227 44.720 55.773 55.280 60.32 55.84 224 299 0.875 0.897 bicubic -78.583 -78.023 -54.703 -53.900 -33 +14
236 inception_resnet_v2 gluon_resnet152_v1s 16.467 83.533 44.720 44.227 55.280 55.773 55.84 60.32 299 224 0.897 0.875 bicubic -78.073 -78.573 -54.070 -54.613 +10 -30
237 tresnet_l 16.413 83.587 49.587 50.413 55.99 224 0.875 bilinear -78.877 -49.423 -55 -54
238 resmlp_24_distilled_224 16.253 83.747 49.960 50.040 30.02 224 0.875 bicubic -78.197 -78.147 -48.810 -48.730 +19 +23
239 gluon_xception65 16.240 83.760 45.933 54.067 39.92 299 0.903 bicubic -78.020 -77.980 -52.637 -52.797 +36 +39
240 gcresnet50t 16.227 83.773 48.107 51.893 25.90 256 0.900 bicubic -78.633 -50.693 -50.763 -20 -19
241 gernet_l 16.187 83.813 46.973 53.027 31.08 256 0.875 bilinear -78.923 -51.927 -47 -46
242 wide_resnet50_2 16.187 83.813 48.053 51.947 68.88 224 0.875 bicubic -78.863 -50.917 -39 -38
243 gluon_resnet152_v1d 16.160 83.840 44.107 55.893 60.21 224 0.875 bicubic -78.590 -78.540 -54.633 -54.713 -15 -11
244 ens_adv_inception_resnet_v2 gmlp_s16_224 16.093 83.907 43.413 44.693 56.587 55.307 55.84 19.42 299 224 0.897 0.875 bicubic -78.067 -78.027 -55.197 -53.887 +44 +49
245 gmlp_s16_224 ens_adv_inception_resnet_v2 16.093 83.907 44.693 43.413 55.307 56.587 19.42 55.84 224 299 0.875 0.897 bicubic -78.057 -53.807 -55.257 +45 +48
246 gcresnext50ts 16.040 83.960 46.080 53.920 15.67 256 0.900 bicubic -78.440 -78.430 -52.590 -52.840 +6 +10
247 xcit_tiny_24_p16_224 16.027 83.973 45.600 54.400 12.12 224 1.000 bicubic -78.053 -77.963 -52.910 -53.020 +53 +57
248 xception65 15.907 84.093 43.467 56.533 39.92 299 0.903 bicubic -77.863 -77.813 -54.893 -54.853 +74 +79
249 ssl_resnet50 15.840 84.160 49.280 50.720 25.56 224 0.875 bilinear -78.630 -78.600 -49.640 -49.450 +7 +10
250 repvgg_b3g4 15.813 84.187 47.373 52.627 83.83 224 0.875 bilinear -78.717 -78.667 -51.587 -51.407 -3 +1
251 ecaresnet26t 15.480 84.520 47.800 52.200 16.01 320 0.950 bicubic -78.820 -78.790 -50.910 -50.920 +19 +22
252 ecaresnet101d_pruned 15.480 84.520 47.933 52.067 24.88 224 0.875 bicubic -79.590 -51.047 -54 -53
253 regnety_320 15.453 84.547 44.560 55.440 145.05 224 0.875 bicubic -79.097 -79.067 -54.290 -54.230 -9 -5
254 coat_tiny 15.440 84.560 45.560 54.440 5.50 224 0.900 bicubic -78.140 -78.070 -52.850 -52.800 +83 +89
255 convmixer_768_32 15.360 84.640 47.667 52.333 21.11 224 0.960 bicubic -79.130 -79.120 -50.953 -51.143 -5 -2
256 ecaresnetlight 15.160 84.840 45.680 54.320 30.16 224 0.875 bicubic -79.610 -79.550 -53.120 -53.350 -30 -27
257 skresnext50_32x4d 15.107 84.893 44.467 55.533 27.48 224 0.875 bicubic -79.153 -79.093 -54.003 -54.303 +19 +23
258 cait_xxs24_224 14.893 85.107 44.547 55.453 11.96 224 1.000 bicubic -78.697 -78.617 -53.893 -53.953 +78 +83
259 levit_192 14.667 85.333 44.627 55.373 10.95 224 0.900 bicubic -79.513 -79.483 -53.933 -53.873 +27 +31
260 efficientnet_el_pruned 14.373 85.627 45.853 54.147 10.59 300 0.904 bicubic -80.017 -79.957 -52.897 -52.767 +3 +7
261 rexnet_150 14.347 85.653 46.587 53.413 9.73 224 0.875 bicubic -80.123 -80.063 -52.203 -51.983 -6 -1
262 efficientnet_b2 14.307 85.693 45.773 54.227 9.11 288 1.000 bicubic -80.323 -80.273 -52.937 -52.947 -26 -22
263 coat_lite_mini 14.280 85.720 44.347 55.653 11.01 224 0.900 bicubic -79.770 -79.700 -54.193 -54.143 +38 +42
264 seresnet33ts 14.267 85.733 45.707 54.293 19.78 256 0.900 bicubic -80.603 -80.593 -53.083 -53.093 -45 -44
265 seresnet50 14.040 85.960 45.347 54.653 28.09 224 0.875 bicubic -80.520 -80.490 -53.403 -53.613 -22 -18
266 eca_resnet33ts 14.013 85.987 46.907 53.093 19.68 256 0.900 bicubic -80.187 -80.177 -51.433 -51.733 +16 +19
267 gernet_m 14.000 86.000 45.853 54.147 21.14 224 0.875 bilinear -80.620 -80.560 -53.007 -52.897 -28 -24
268 legacy_seresnext101_32x4d 13.867 86.133 42.653 57.347 48.96 224 0.875 bilinear -80.483 -80.433 -55.977 -56.057 -2 +2
269 gluon_resnext101_32x4d 13.667 86.333 41.480 58.520 44.18 224 0.875 bicubic -80.873 -80.823 -57.150 -57.370 -24 -20
270 gluon_seresnext50_32x4d 13.453 86.547 43.507 56.493 27.56 224 0.875 bicubic -80.877 -80.837 -55.113 -55.133 -3 +2
271 resmlp_36_224 13.400 86.600 46.267 53.733 44.69 224 0.875 bicubic -80.790 -80.780 -52.393 -52.413 +12 +16
272 gcresnet33ts 13.360 86.640 44.480 55.520 19.88 256 0.900 bicubic -81.120 -81.090 -54.300 -54.290 -21 -15
273 repvgg_b2g4 eca_botnext26ts_256 13.240 13.320 86.760 86.680 43.453 42.147 56.547 57.853 61.76 10.59 224 256 0.875 0.950 bilinear bicubic -80.600 -80.410 -55.147 -56.253 +43 -201
274 regnetx_320 repvgg_b2g4 13.187 13.240 86.813 86.760 40.240 43.453 59.760 56.547 107.81 61.76 224 0.875 bicubic bilinear -81.253 -80.580 -58.490 -55.217 -16 +46
275 ese_vovnet39b regnetx_320 13.147 13.187 86.853 86.813 43.667 40.240 56.333 59.760 24.57 107.81 224 0.875 bicubic -80.943 -81.203 -54.993 -58.510 +23 -11
276 pit_xs_distilled_224 ese_vovnet39b 13.120 13.147 86.880 86.853 44.440 43.667 55.560 56.333 11.00 24.57 224 0.900 0.875 bicubic -80.700 -80.873 -54.230 -54.663 +43 +27
277 mixnet_xl pit_xs_distilled_224 13.000 13.120 87.000 86.880 43.133 44.440 56.867 55.560 11.90 11.00 224 0.875 0.900 bicubic -81.200 -80.630 -55.637 -54.190 +3 +47
278 efficientnet_b3_pruned mixnet_xl 12.987 13.000 87.013 87.000 44.813 43.133 55.187 56.867 9.86 11.90 300 224 0.904 0.875 bicubic -81.633 -81.190 -53.957 -55.437 -40 +7
279 nf_regnet_b1 efficientnet_b3_pruned 12.840 12.987 87.160 87.013 44.027 44.813 55.973 55.187 10.22 9.86 288 300 0.900 0.904 bicubic -81.280 -81.573 -54.593 -53.977 +16 -36
280 gluon_resnet101_v1d nf_regnet_b1 12.747 12.840 87.253 87.160 41.280 44.027 58.720 55.973 44.57 10.22 224 288 0.875 0.900 bicubic -81.453 -81.250 -57.290 -54.633 +1 +19
281 pit_xs_224 gluon_resnet101_v1d 12.747 87.253 42.627 41.280 57.373 58.720 10.62 44.57 224 0.900 0.875 bicubic -80.373 -81.433 -55.693 -57.280 +91 +6
282 crossvit_9_dagger_240 pit_xs_224 12.560 12.747 87.440 87.253 41.480 42.627 58.520 57.373 8.78 10.62 240 224 0.875 0.900 bicubic -80.360 -80.283 -56.770 -55.563 +103 +98
283 gluon_inception_v3 crossvit_9_dagger_240 12.520 12.560 87.480 87.440 40.187 41.480 59.813 58.520 23.83 8.78 299 240 0.875 bicubic -80.940 -80.250 -58.373 -56.890 +66 +109
284 resmlp_24_224 gluon_inception_v3 12.387 12.520 87.613 87.480 43.133 40.187 56.867 59.813 30.02 23.83 224 299 0.875 bicubic -81.633 -80.880 -55.197 -58.303 +18 +72
285 coat_lite_tiny resmlp_24_224 12.267 12.387 87.733 87.613 41.067 43.133 58.933 56.867 5.72 30.02 224 0.900 0.875 bicubic -80.953 -81.573 -57.203 -55.347 +82 +22
286 regnety_120 coat_lite_tiny 12.240 12.267 87.760 87.733 41.880 41.067 58.120 58.933 51.82 5.72 224 0.875 0.900 bicubic -82.240 -80.853 -56.930 -57.323 -33 +88
287 gluon_resnet101_v1s regnety_120 12.000 12.240 88.000 87.760 40.773 41.880 59.227 58.120 44.67 51.82 224 0.875 bicubic -82.700 -82.230 -58.047 -56.910 -55 -31
288 efficientnet_em gluon_resnet101_v1s 11.960 12.000 88.040 88.000 43.667 40.773 56.333 59.227 6.90 44.67 240 224 0.882 0.875 bicubic -81.880 -82.630 -55.143 -57.937 +27 -51
289 hrnet_w64 efficientnet_em 11.867 11.960 88.133 88.040 40.560 43.667 59.440 56.333 128.06 6.90 224 240 0.875 0.882 bilinear bicubic -82.123 -81.830 -58.060 -54.913 +15 +32
290 xcit_tiny_12_p16_224_dist hrnet_w64 11.707 11.867 88.293 88.133 39.840 40.560 60.160 59.440 6.72 128.06 224 1.000 0.875 bicubic bilinear -81.693 -82.073 -58.650 -58.060 +65 +19
291 cspdarknet53 xcit_tiny_12_p16_224_dist 11.680 11.707 88.320 88.293 42.880 39.840 57.120 60.160 27.64 6.72 256 224 0.887 1.000 bilinear bicubic -82.990 -81.623 -55.930 -58.200 -58 +70
292 nf_resnet50 cspdarknet53 11.680 88.320 45.320 42.880 54.680 57.120 25.56 27.64 288 256 0.940 0.887 bicubic bilinear -82.880 -82.940 -53.470 -56.010 -50 -54
293 resnet50d nf_resnet50 11.640 11.680 88.360 88.320 42.080 45.320 57.920 54.680 25.58 25.56 224 288 0.875 0.940 bicubic -82.630 -82.860 -56.640 -53.470 -20 -46
294 gmixer_24_224 resnet50d 11.600 11.640 88.400 88.360 37.173 42.080 62.827 57.920 24.72 25.58 224 0.875 bicubic -81.240 -82.600 -60.707 -56.590 +94 -16
295 xception41 botnet26t_256 11.547 11.613 88.453 88.387 38.760 40.133 61.240 59.867 26.97 12.49 299 256 0.903 0.950 bicubic -81.863 -81.847 -59.660 -58.427 +58 -177
296 vit_small_patch32_224 gmixer_24_224 11.507 11.600 88.493 88.400 39.453 37.173 60.547 62.827 22.88 24.72 224 0.900 0.875 bicubic -80.523 -81.170 -58.777 -61.097 +137 +100
297 dla102x2 xception41 11.400 11.547 88.600 88.453 41.240 38.760 58.760 61.240 41.28 26.97 224 299 0.875 0.903 bilinear bicubic -82.560 -81.783 -57.240 -59.750 +9 +64
298 dpn92 vit_small_patch32_224 11.333 11.507 88.667 88.493 39.507 39.453 60.493 60.547 37.67 22.88 224 0.875 0.900 bicubic -82.887 -80.433 -59.223 -58.697 -20 +143
299 lambda_resnet26t dla102x2 11.293 11.400 88.707 88.600 39.987 41.240 60.013 58.760 10.96 41.28 256 224 0.940 0.875 bicubic bilinear -82.527 -82.520 -58.663 -57.010 +19 +13
300 efficientnet_b2_pruned dpn92 11.253 11.333 88.747 88.667 41.773 39.507 58.227 60.493 8.31 37.67 260 224 0.890 0.875 bicubic -82.887 -82.867 -56.747 -58.833 -7 -16
301 regnety_080 lambda_resnet26t 11.253 11.293 88.747 88.707 40.627 39.987 59.373 60.013 39.18 10.96 224 256 0.875 0.940 bicubic -82.927 -82.477 -58.053 -58.373 -14 +23
302 levit_128 regnety_080 11.213 11.253 88.787 88.747 40.053 40.627 59.947 59.373 9.21 39.18 224 0.900 0.875 bicubic -82.127 -82.897 -58.327 -58.113 +56 -10
303 xcit_nano_12_p16_384_dist efficientnet_b2_pruned 11.187 11.253 88.813 88.747 39.560 41.773 60.440 58.227 3.05 8.31 384 260 1.000 0.890 bicubic -80.643 -82.857 -58.450 -56.577 +143 -3
304 tf_efficientnet_el levit_128 11.173 11.213 88.827 88.787 41.360 40.053 58.640 59.947 10.59 9.21 300 224 0.904 0.900 bicubic -83.227 -82.087 -57.350 -58.447 -42 +62
305 tf_efficientnet_b0_ns xcit_nano_12_p16_384_dist 11.080 11.187 88.920 88.813 39.880 39.560 60.120 60.440 5.29 3.05 224 384 0.875 1.000 bicubic -82.540 -80.523 -58.760 -58.620 +29 +148
306 ecaresnet50d_pruned tf_efficientnet_el 11.000 11.173 89.000 88.827 42.013 41.360 57.987 58.640 19.94 10.59 224 300 0.875 0.904 bicubic -83.210 -83.197 -56.717 -57.250 -27 -39
307 vit_tiny_r_s16_p8_384 tf_efficientnet_b0_ns 10.933 11.080 89.067 88.920 39.427 39.880 60.573 60.120 6.36 5.29 384 224 1.000 0.875 bicubic -81.097 -82.470 -58.863 -58.680 +127 +34
308 xcit_tiny_12_p16_224 ecaresnet50d_pruned 10.920 11.000 89.080 89.000 36.840 42.013 63.160 57.987 6.72 19.94 224 1.000 0.875 bicubic -81.570 -83.190 -61.410 -56.647 +105 -23
309 eca_halonext26ts vit_tiny_r_s16_p8_384 10.867 10.933 89.133 89.067 39.560 39.427 60.440 60.573 10.76 6.36 256 384 0.940 1.000 bicubic -82.643 -80.977 -58.720 -58.673 +33 +133
310 hrnet_w48 xcit_tiny_12_p16_224 10.853 10.920 89.147 89.080 39.973 36.840 60.027 63.160 77.47 6.72 224 0.875 1.000 bilinear bicubic -83.087 -81.460 -58.637 -61.300 -3 +111
311 tf_efficientnetv2_b2 eca_halonext26ts 10.853 10.867 89.147 89.133 39.493 39.560 60.507 60.440 10.10 10.76 260 256 0.890 0.940 bicubic -83.557 -82.613 -59.077 -58.960 -51 +38
312 dpn107 tf_efficientnetv2_b2 10.827 10.853 89.173 89.147 38.453 39.493 61.547 60.507 86.92 10.10 224 260 0.875 0.890 bicubic -83.473 -83.517 -60.017 -59.087 -44 -47
313 tf_inception_v3 hrnet_w48 10.827 10.853 89.173 89.147 36.680 39.973 63.320 60.027 23.83 77.47 299 224 0.875 bicubic bilinear -82.503 -83.047 -61.830 -58.427 +45 +1
314 adv_inception_v3 dpn107 10.827 89.173 36.480 38.453 63.520 61.547 23.83 86.92 299 224 0.875 bicubic -82.063 -83.433 -61.650 -60.257 +74 -39
315 halonet26t tf_inception_v3 10.813 10.827 89.187 89.173 38.587 36.680 61.413 63.320 12.48 23.83 256 299 0.950 0.875 bicubic -83.167 -82.413 -59.903 -61.610 -10 +52
316 gluon_resnet152_v1c adv_inception_v3 10.747 10.827 89.253 89.173 36.840 36.480 63.160 63.520 60.21 23.83 224 299 0.875 bicubic -83.413 -81.983 -61.800 -61.750 -27 +80
317 resnext50_32x4d halonet26t 10.640 10.813 89.360 89.187 40.213 38.587 59.787 61.413 25.03 12.48 224 256 0.875 0.950 bicubic -83.470 -83.117 -58.137 -59.993 -20 -6
318 xcit_nano_12_p8_224_dist gluon_resnet152_v1c 10.573 10.747 89.427 89.253 38.053 36.840 61.947 63.160 3.05 60.21 224 1.000 0.875 bicubic -81.527 -83.393 -60.107 -61.680 +113 -23
319 dpn131 resnext50_32x4d 10.560 10.640 89.440 89.360 37.000 40.213 63.000 59.787 79.25 25.03 224 0.875 bicubic -83.430 -83.410 -61.720 -58.327 -16
320 resnetv2_50 xcit_nano_12_p8_224_dist 10.547 10.573 89.453 89.427 39.173 38.053 60.827 61.947 25.55 3.05 224 0.950 1.000 bicubic -83.893 -81.417 -59.557 -59.817 -61 +119
321 resnext50d_32x4d dpn131 10.427 10.560 89.573 89.440 39.333 37.000 60.667 63.000 25.05 79.25 224 0.875 bicubic -83.763 -83.380 -59.237 -61.610 -37 -12
322 tf_efficientnet_b2_ap resnetv2_50 10.413 10.547 89.587 89.453 39.760 39.173 60.240 60.827 9.11 25.55 260 224 0.890 0.950 bicubic -84.077 -83.853 -59.090 -59.537 -73 -58
323 hrnet_w44 resnext50d_32x4d 10.333 10.427 89.667 89.573 39.200 39.333 60.800 60.667 67.06 25.05 224 0.875 bilinear bicubic -83.247 -83.733 -59.500 -59.277 +15 -33
324 rexnet_130 tf_efficientnet_b2_ap 10.333 10.413 89.667 89.587 41.387 39.760 58.613 60.240 7.56 9.11 224 260 0.875 0.890 bicubic -83.567 -84.057 -57.013 -58.920 -13 -68
325 xcit_nano_12_p8_224 hrnet_w44 10.213 10.333 89.787 89.667 37.200 39.200 62.800 60.800 3.05 67.06 224 1.000 0.875 bicubic bilinear -80.777 -83.177 -60.600 -59.080 +144 +19
326 cspresnext50 rexnet_130 10.133 10.333 89.867 89.667 40.213 41.387 59.787 58.613 20.57 7.56 224 0.875 bilinear bicubic -84.337 -83.507 -58.467 -57.423 -72 -9
327 dpn98 xcit_nano_12_p8_224 10.120 10.213 89.880 89.787 36.440 37.200 63.560 62.800 61.57 3.05 224 0.875 1.000 bicubic -84.000 -80.557 -62.140 -60.450 -33 +149
328 resnetrs50 cspresnext50 10.067 10.133 89.933 89.867 37.227 40.213 62.773 59.787 35.69 20.57 224 0.910 0.875 bicubic bilinear -84.223 -84.307 -61.413 -58.517 -57 -68
329 resnet50 dpn98 10.000 10.120 90.000 89.880 37.947 36.440 62.053 63.560 25.56 61.57 224 0.950 0.875 bicubic -84.330 -83.960 -60.493 -62.070 -62 -27
330 regnety_064 resnetrs50 10.000 10.067 90.000 89.933 38.960 37.227 61.040 62.773 30.58 35.69 224 0.875 0.910 bicubic -84.150 -84.193 -59.780 -61.243 -38 -52
331 regnetx_160 regnety_064 9.973 10.000 90.027 90.000 37.760 38.960 62.240 61.040 54.28 30.58 224 0.875 bicubic -84.147 -84.120 -60.980 -59.660 -35 -34
332 resnext101_32x8d resnet50 9.947 10.000 90.053 90.000 37.453 37.947 62.547 62.053 88.79 25.56 224 0.875 0.950 bilinear bicubic -83.843 -84.290 -61.127 -60.693 -12 -59
333 lambda_resnet26rpt_256 regnetx_160 9.907 9.973 90.093 90.027 37.520 37.760 62.480 62.240 10.99 54.28 256 224 0.940 0.875 bicubic -83.813 -84.107 -60.980 -60.700 -8 -32
334 legacy_seresnext50_32x4d resnext101_32x8d 9.880 9.947 90.120 90.053 39.013 37.453 60.987 62.547 27.56 88.79 224 0.875 bilinear -83.840 -83.773 -59.567 -61.047 -8 -7
335 efficientnet_b1 lambda_resnet26rpt_256 9.867 9.907 90.133 90.093 37.293 37.520 62.707 62.480 7.79 10.99 256 1.000 0.940 bicubic -83.373 -83.773 -60.997 -61.010 +31 -3
336 xception legacy_seresnext50_32x4d 9.853 9.880 90.147 90.120 37.920 39.013 62.080 60.987 22.86 27.56 299 224 0.897 0.875 bicubic bilinear -83.627 -83.780 -60.600 -59.397 +11 -3
337 inception_v3 efficientnet_b1 9.827 9.867 90.173 90.133 35.040 37.293 64.960 62.707 23.83 7.79 299 256 0.875 1.000 bicubic -82.893 -83.253 -62.920 -61.027 +62 +37
338 tf_efficientnet_b2 xception 9.653 9.853 90.347 90.147 38.640 37.920 61.360 62.080 9.11 22.86 260 299 0.890 0.897 bicubic -84.717 -83.557 -59.940 -60.500 -74 +17
339 tf_efficientnet_cc_b1_8e inception_v3 9.613 9.827 90.387 90.173 36.867 35.040 63.133 64.960 39.72 23.83 240 299 0.882 0.875 bicubic -84.307 -82.833 -61.383 -63.190 -29 +68
340 dpn68b tf_efficientnet_b2 9.587 9.653 90.413 90.347 37.720 38.640 62.280 61.360 12.61 9.11 224 260 0.875 0.890 bicubic -84.093 -84.647 -60.810 -59.830 -10 -69
341 gluon_resnet152_v1b tf_efficientnet_cc_b1_8e 9.573 9.613 90.427 90.387 35.707 36.867 64.293 63.133 60.19 39.72 224 240 0.875 0.882 bicubic -84.507 -84.247 -62.753 -61.773 -42 -25
342 tf_efficientnet_lite3 dpn68b 9.480 9.587 90.520 90.413 38.947 37.720 61.053 62.280 8.20 12.61 300 224 0.904 0.875 bilinear bicubic -84.710 -84.013 -59.693 -60.810 -57 -5
343 res2net101_26w_4s gluon_resnet152_v1b 9.413 9.573 90.587 90.427 34.440 35.707 65.560 64.293 45.21 60.19 224 0.875 bilinear bicubic -84.307 -84.417 -63.880 -63.013 -16 -38
344 legacy_seresnet152 tf_efficientnet_lite3 9.240 9.480 90.760 90.520 37.093 38.947 62.907 61.053 66.82 8.20 224 300 0.875 0.904 bilinear -84.180 -84.680 -61.247 -59.693 +8 -53
345 cspresnet50 res2net101_26w_4s 9.227 9.413 90.773 90.587 39.493 34.440 60.507 65.560 21.62 45.21 256 224 0.887 0.875 bilinear -84.523 -84.237 -59.137 -64.160 -22 -11
346 hrnet_w40 legacy_seresnet152 9.120 9.240 90.880 90.760 36.533 37.093 63.467 62.907 57.56 66.82 224 0.875 bilinear -84.370 -84.100 -62.197 -61.287 -1 +14
347 regnetx_120 cspresnet50 9.067 9.227 90.933 90.773 36.947 39.493 63.053 60.507 46.11 21.62 224 256 0.875 0.887 bicubic bilinear -85.173 -84.493 -61.723 -59.047 -70 -17
348 vit_tiny_patch16_224 hrnet_w40 9.040 9.120 90.960 90.880 34.267 36.533 65.733 63.467 5.72 57.56 224 0.900 0.875 bicubic bilinear -82.720 -84.310 -63.773 -61.647 +100 +5
349 gluon_resnext50_32x4d regnetx_120 9.027 9.067 90.973 90.933 36.307 36.947 63.693 63.053 25.03 46.11 224 0.875 bicubic -84.793 -85.133 -62.103 -61.623 -32 -66
350 vit_base_patch16_sam_224 vit_tiny_patch16_224 9.013 9.040 90.987 90.960 36.080 34.267 63.920 65.733 86.57 5.72 224 0.900 bicubic -85.137 -82.410 -62.590 -63.713 -58 +106
351 resnest26d gluon_resnext50_32x4d 9.000 9.027 91.000 90.973 37.533 36.307 62.467 63.693 17.07 25.03 224 0.875 bilinear bicubic -84.360 -84.753 -61.107 -62.093 +5 -28
352 resnet33ts vit_base_patch16_sam_224 9.000 9.013 91.000 90.987 38.240 36.080 61.760 63.920 19.68 86.57 256 224 0.900 bicubic -84.600 -85.107 -60.290 -62.660 -17 -54
353 crossvit_tiny_240 resnet33ts 8.893 9.000 91.107 91.000 34.320 38.240 65.680 61.760 7.01 19.68 240 256 0.875 0.900 bicubic -81.357 -84.520 -63.290 -60.200 +132 -12
354 bat_resnext26ts resnest26d 8.867 9.000 91.133 91.000 35.987 37.533 64.013 62.467 10.73 17.07 256 224 0.900 0.875 bicubic bilinear -84.443 -84.310 -62.043 -60.817 +9 +11
355 regnety_040 crossvit_tiny_240 8.853 8.893 91.147 91.107 37.000 34.320 63.000 65.680 20.65 7.01 224 240 0.875 bicubic -85.007 -81.027 -61.640 -63.020 -41 +137
356 rexnet_100 bat_resnext26ts 8.827 8.867 91.173 91.133 36.240 35.987 63.760 64.013 4.80 10.73 224 256 0.875 0.900 bicubic -84.203 -84.333 -62.130 -62.423 +21 +15
357 seresnext26t_32x4d regnety_040 8.813 8.853 91.187 91.147 36.573 37.000 63.427 63.000 16.81 20.65 224 0.875 bicubic -83.997 -84.967 -61.797 -61.650 +34 -37
358 seresnext26d_32x4d rexnet_100 8.800 8.827 91.200 91.173 36.467 36.240 63.533 63.760 16.81 4.80 224 0.875 bicubic -83.940 -84.093 -61.683 -62.010 +40 +29
359 mixnet_l seresnext26t_32x4d 8.733 8.813 91.267 91.187 36.173 36.573 63.827 63.427 7.33 16.81 224 0.875 bicubic -84.697 -83.937 -62.047 -61.667 -9 +40
360 mobilenetv3_large_100_miil seresnext26d_32x4d 8.720 8.800 91.280 91.200 32.893 36.467 67.107 63.533 5.48 16.81 224 0.875 bilinear bicubic -83.550 -83.860 -64.747 -61.793 +64 +46
361 convit_tiny mixnet_l 8.693 8.733 91.307 91.267 33.987 36.173 66.013 63.827 5.71 7.33 224 0.875 bicubic -81.917 -84.607 -63.743 -62.427 +118 -2
362 levit_128s mobilenetv3_large_100_miil 8.667 8.720 91.333 91.280 32.800 32.893 67.200 67.107 7.78 5.48 224 0.900 0.875 bicubic bilinear -83.283 -83.420 -65.260 -65.297 +76 +70
363 gcresnext26ts convit_tiny 8.560 8.693 91.440 91.307 35.547 33.987 64.453 66.013 10.48 5.71 256 224 0.900 0.875 bicubic -84.210 -81.537 -62.493 -63.573 +30 +124
364 hrnet_w30 levit_128s 8.533 8.667 91.467 91.333 36.800 32.800 63.200 67.200 37.71 7.78 224 0.875 0.900 bilinear bicubic -84.667 -83.193 -61.610 -65.130 +5 +82
365 resnet32ts gcresnext26ts 8.480 8.560 91.520 91.440 36.880 35.547 63.120 64.453 17.96 10.48 256 0.900 bicubic -84.990 -84.160 -61.610 -62.643 -17 +37
366 dla169 hrnet_w30 8.373 8.533 91.627 91.467 35.867 36.800 64.133 63.200 53.39 37.71 224 0.875 bilinear -84.967 -84.557 -62.733 -61.690 -9 +11
367 mixer_b16_224 resnet32ts 8.360 8.480 91.640 91.520 29.320 36.880 70.680 63.120 59.88 17.96 224 256 0.875 0.900 bicubic -83.500 -84.920 -68.610 -61.400 +77 -11
368 tf_efficientnet_b1_ap dla169 8.333 8.373 91.667 91.627 35.160 35.867 64.840 64.133 7.79 53.39 240 224 0.882 0.875 bicubic bilinear -85.377 -84.937 -63.200 -62.163 -39 -3
369 legacy_seresnet101 mixer_b16_224 8.253 8.360 91.747 91.640 35.747 29.320 64.253 70.680 49.33 59.88 224 0.875 bilinear bicubic -85.047 -83.380 -62.753 -68.460 -5 +82
370 resnetblur50 tf_efficientnet_b1_ap 8.213 8.333 91.787 91.667 37.360 35.160 62.640 64.840 25.56 7.79 224 240 0.875 0.882 bicubic -85.717 -85.287 -61.220 -63.480 -61 -34
371 repvgg_b2 legacy_seresnet101 8.173 8.253 91.827 91.747 36.040 35.747 63.960 64.253 89.02 49.33 224 0.875 bilinear -85.317 -84.927 -62.550 -62.663 -27 +1
372 dla102x resnetblur50 8.160 8.213 91.840 91.787 36.787 37.360 63.213 62.640 26.31 25.56 224 0.875 bilinear bicubic -85.350 -85.657 -61.713 -61.160 -31 -57
373 crossvit_9_240 repvgg_b2 8.147 8.173 91.853 91.827 34.027 36.040 65.973 63.960 8.55 89.02 240 224 0.875 bicubic bilinear -82.513 -85.257 -63.713 -62.180 +105 -21
374 eca_botnext26ts_256 dla102x 8.133 8.160 91.867 91.840 30.947 36.787 69.053 63.213 10.59 26.31 256 224 0.950 0.875 bicubic bilinear -82.417 -85.320 -66.303 -61.743 +106 -26
375 eca_resnext26ts crossvit_9_240 8.120 8.147 91.880 91.853 35.747 34.027 64.253 65.973 10.30 8.55 256 240 0.900 0.875 bicubic -84.540 -82.103 -62.513 -63.583 +29 +111
376 resmlp_12_distilled_224 eca_resnext26ts 8.080 8.120 91.920 91.880 36.573 35.747 63.427 64.253 15.35 10.30 224 256 0.875 0.900 bicubic -84.750 -84.430 -61.567 -62.333 +13 +36
377 hrnet_w32 resmlp_12_distilled_224 7.947 8.080 92.053 91.920 37.267 36.573 62.733 63.427 41.23 15.35 224 0.875 bilinear bicubic -85.573 -84.680 -61.173 -61.707 -37 +20
378 gluon_resnet50_v1d hrnet_w32 7.840 7.947 92.160 92.053 34.773 37.267 65.227 62.733 25.58 41.23 224 0.875 bicubic bilinear -85.940 -85.543 -63.627 -61.463 -57 -31
379 res2net50_26w_8s gluon_resnet50_v1d 7.813 7.840 92.187 92.160 33.147 34.773 66.853 65.227 48.40 25.58 224 0.875 bilinear bicubic -85.617 -85.880 -65.033 -63.807 -28 -51
380 gluon_resnet101_v1c res2net50_26w_8s 7.800 7.813 92.200 92.187 32.973 33.147 67.027 66.853 44.57 48.40 224 0.875 bicubic bilinear -85.860 -85.547 -65.437 -65.493 -49 -22
381 dla60_res2next gluon_resnet101_v1c 7.733 7.800 92.267 92.200 34.653 32.973 65.347 67.027 17.03 44.57 224 0.875 bilinear bicubic -85.447 -85.790 -63.757 -65.467 -11 -43
382 tf_efficientnetv2_b1 dla60_res2next 7.720 7.733 92.280 92.267 34.360 34.653 65.640 65.347 8.14 17.03 240 224 0.882 0.875 bicubic bilinear -86.220 -85.347 -64.260 -63.887 -74 -4
383 deit_tiny_distilled_patch16_224 tf_efficientnetv2_b1 7.707 7.720 92.293 92.280 33.520 34.360 66.480 65.640 5.91 8.14 224 240 0.900 0.882 bicubic -83.023 -86.170 -64.060 -64.270 +92 -69
384 densenetblur121d deit_tiny_distilled_patch16_224 7.573 7.707 92.427 92.293 34.587 33.520 65.413 66.480 8.00 5.91 224 0.875 0.900 bicubic -84.337 -82.773 -63.503 -64.040 +57 +99
385 dla60_res2net densenetblur121d 7.373 7.573 92.627 92.427 34.400 34.587 65.600 65.413 20.85 8.00 224 0.875 bilinear bicubic -85.787 -84.257 -64.010 -63.423 -14 +63
386 regnetx_064 dla60_res2net 7.333 7.373 92.667 92.627 34.360 34.400 65.640 65.600 26.21 20.85 224 0.875 bicubic bilinear -86.557 -85.657 -64.270 -63.970 -74 -7
387 wide_resnet101_2 regnetx_064 7.307 7.333 92.693 92.667 33.693 34.360 66.307 65.640 126.89 26.21 224 0.875 bilinear bicubic -86.413 -86.507 -64.847 -64.240 -59 -69
388 efficientnet_b1_pruned wide_resnet101_2 7.280 7.307 92.720 92.693 34.427 33.693 65.573 66.307 6.33 126.89 240 224 0.882 0.875 bicubic bilinear -85.490 -86.323 -63.843 -64.777 +6 -53
389 deit_tiny_patch16_224 efficientnet_b1_pruned 7.227 7.280 92.773 92.720 30.667 34.427 69.333 65.573 5.72 6.33 224 240 0.900 0.882 bicubic -82.443 -85.440 -66.773 -63.533 +106 +12
390 hardcorenas_e 7.227 92.773 33.160 66.840 8.07 224 0.875 bilinear -85.353 -85.213 -64.950 -64.710 +19 +26
391 efficientnet_b0 deit_tiny_patch16_224 7.213 7.227 92.787 92.773 33.840 30.667 66.160 69.333 5.29 5.72 224 0.875 0.900 bicubic -85.457 -81.833 -64.240 -66.203 +12 +112
392 gluon_resnet101_v1b efficientnet_b0 7.160 7.213 92.840 92.787 32.720 33.840 67.280 66.160 44.55 5.29 224 0.875 bicubic -86.570 -85.367 -65.680 -64.270 -68 +19
393 tf_efficientnet_cc_b0_8e gluon_resnet101_v1b 7.120 7.160 92.880 92.840 31.653 32.720 68.347 67.280 24.01 44.55 224 0.875 bicubic -85.700 -86.550 -66.527 -65.640 -4 -62
394 tf_efficientnet_b1 tf_efficientnet_cc_b0_8e 7.120 92.880 33.107 31.653 66.893 68.347 7.79 24.01 240 224 0.882 0.875 bicubic -86.390 -85.630 -65.253 -66.587 -50 +3
395 gluon_resnet50_v1s tf_efficientnet_b1 7.080 7.120 92.920 92.880 33.200 33.107 66.800 66.893 25.68 7.79 224 240 0.875 0.882 bicubic -86.550 -86.350 -65.270 -65.383 -62 -44
396 tf_mixnet_l 7.080 92.920 31.587 68.413 7.33 224 0.875 bicubic -86.230 -86.120 -66.763 -66.813 -34 -27
397 resmlp_12_224 gluon_resnet50_v1s 7.067 7.080 92.933 92.920 33.853 33.200 66.147 66.800 15.35 25.68 224 0.875 bicubic -85.123 -86.500 -64.307 -65.500 +31 -56
398 convmixer_1024_20_ks9_p14 resmlp_12_224 7.027 7.067 92.973 92.933 32.693 33.853 67.307 66.147 24.38 15.35 224 0.960 0.875 bicubic -85.403 -84.963 -65.577 -64.437 +18 +38
399 seresnext26ts convmixer_1024_20_ks9_p14 6.933 7.027 93.067 92.973 34.600 32.693 65.400 67.307 10.39 24.38 256 224 0.900 0.960 bicubic -85.747 -85.273 -63.700 -65.447 +3 +25
400 hardcorenas_f seresnext26ts 6.853 6.933 93.147 93.067 33.907 34.600 66.093 65.400 8.20 10.39 224 256 0.875 0.900 bilinear bicubic -86.097 -85.687 -64.253 -63.480 -18 +10
401 mixnet_m hardcorenas_f 6.667 6.853 93.333 93.147 32.040 33.907 67.960 66.093 5.01 8.20 224 0.875 bicubic bilinear -85.773 -85.977 -65.830 -64.233 +14 -10
402 ese_vovnet19b_dw mixnet_m 6.627 6.667 93.373 93.333 33.107 32.040 66.893 67.960 6.54 5.01 224 0.875 bicubic -85.643 -64.993 -66.210 +21
403 selecsls60b ese_vovnet19b_dw 6.613 6.627 93.387 93.373 33.133 33.107 66.867 66.893 32.77 6.54 224 0.875 bicubic -86.677 -85.533 -65.147 -65.103 -38 +28
404 efficientnet_es selecsls60b 6.560 6.613 93.440 93.387 33.693 33.133 66.307 66.867 5.44 32.77 224 0.875 bicubic -86.640 -86.547 -64.707 -65.277 -36 -31
405 pit_ti_distilled_224 efficientnet_es 6.547 6.560 93.453 93.440 30.507 33.693 69.493 66.307 5.10 5.44 224 0.900 0.875 bicubic -84.333 -86.550 -67.213 -64.697 +68 -29
406 res2net50_26w_6s pit_ti_distilled_224 6.507 6.547 93.493 93.453 31.467 30.507 68.533 69.493 37.05 5.10 224 0.875 0.900 bilinear bicubic -86.893 -84.063 -66.813 -67.223 -52 +75
407 hardcorenas_d res2net50_26w_6s 6.453 6.507 93.547 93.493 32.053 31.467 67.947 68.533 7.50 37.05 224 0.875 bilinear -85.967 -86.823 -66.017 -66.923 +10 -44
408 legacy_seresnext26_32x4d hardcorenas_d 6.440 6.453 93.560 93.547 32.920 32.053 67.080 67.947 16.79 7.50 224 0.875 bicubic bilinear -86.190 -85.817 -65.200 -66.047 -2 +17
409 skresnet34 legacy_seresnext26_32x4d 6.387 6.440 93.613 93.560 31.493 32.920 68.507 67.080 22.28 16.79 224 0.875 bicubic -85.993 -86.060 -66.647 -65.370 +10 +5
410 regnetx_080 skresnet34 6.360 6.387 93.640 93.613 32.213 31.493 67.787 68.507 39.57 22.28 224 0.875 bicubic -87.510 -85.843 -66.307 -66.507 -97 +17
411 resnet34d regnetx_080 6.347 6.360 93.653 93.640 31.680 32.213 68.320 67.787 21.82 39.57 224 0.875 bicubic -86.353 -87.460 -66.620 -66.197 -10 -92
412 dla60x resnet34d 6.307 6.347 93.693 93.653 33.787 31.680 66.213 68.320 17.35 21.82 224 0.875 bilinear bicubic -86.783 -86.273 -64.703 -66.400 -37 -3
413 repvgg_b1 dla60x 6.240 6.307 93.760 93.693 33.307 33.787 66.693 66.213 57.42 17.35 224 0.875 bilinear -87.090 -86.693 -65.083 -64.643 -52 -30
414 swsl_resnet18 repvgg_b1 6.213 6.240 93.787 93.760 31.347 33.307 68.653 66.693 11.69 57.42 224 0.875 bilinear -84.467 -87.050 -66.363 -64.973 +63 -47
415 legacy_seresnet50 swsl_resnet18 6.067 6.213 93.933 93.787 32.453 31.347 67.547 68.653 28.09 11.69 224 0.875 bilinear -86.883 -84.107 -65.737 -66.083 -32 +70
416 pit_ti_224 legacy_seresnet50 6.053 6.067 93.947 93.933 30.053 32.453 69.947 67.547 4.85 28.09 224 0.900 0.875 bicubic bilinear -83.877 -86.773 -67.387 -65.427 +74 -26
417 tv_resnet152 pit_ti_224 6.000 6.053 94.000 93.947 31.640 30.053 68.360 69.947 60.19 4.85 224 0.875 0.900 bilinear bicubic -87.330 -83.607 -66.400 -67.167 -57 +80
418 resnet26t tv_resnet152 5.987 6.000 94.013 94.000 31.720 31.640 68.280 68.360 16.01 60.19 256 224 0.940 0.875 bicubic bilinear -86.763 -87.220 -66.520 -66.630 -21 -49
419 tf_efficientnet_cc_b0_4e resnet26t 5.960 5.987 94.040 94.013 29.533 31.720 70.467 68.280 13.31 16.01 224 256 0.875 0.940 bicubic -86.660 -86.683 -68.547 -66.360 -12 -14
420 tf_efficientnetv2_b0 tf_efficientnet_cc_b0_4e 5.893 5.960 94.107 94.040 30.613 29.533 69.387 70.467 7.14 13.31 224 0.875 bicubic -87.217 -86.520 -67.777 -68.537 -46 -4
421 mixer_l16_224 tf_efficientnetv2_b0 5.853 5.893 94.147 94.107 18.200 30.613 81.800 69.387 208.20 7.14 224 0.875 bicubic -81.307 -87.127 -75.330 -67.697 +92 -39
422 dla102 mixer_l16_224 5.840 5.853 94.160 94.147 32.453 18.200 67.547 81.800 33.27 208.20 224 0.875 bilinear bicubic -87.240 -78.397 -66.087 -77.080 -46 +97
423 regnetx_040 dla102 5.800 5.840 94.200 94.160 31.187 32.453 68.813 67.547 22.12 33.27 224 0.875 bicubic bilinear -87.750 -87.110 -67.373 -65.707 -84 -39
424 selecsls60 regnetx_040 5.720 5.800 94.280 94.200 32.280 31.187 67.720 68.813 30.67 22.12 224 0.875 bicubic -87.300 -87.690 -66.030 -67.403 -44 -78
425 hardcorenas_c selecsls60 5.600 5.720 94.400 94.280 30.213 32.280 69.787 67.720 5.52 30.67 224 0.875 bilinear bicubic -86.420 -87.170 -67.627 -65.850 +11 -37
426 regnety_016 hardcorenas_c 5.573 5.600 94.427 94.400 30.280 30.213 69.720 69.787 11.20 5.52 224 0.875 bicubic bilinear -87.457 -86.290 -67.910 -67.827 -47 +18
427 res2next50 regnety_016 5.520 5.573 94.480 94.427 30.600 30.280 69.400 69.720 24.67 11.20 224 0.875 bilinear bicubic -87.330 -87.377 -67.580 -67.930 -40 -41
428 hrnet_w18 res2next50 5.453 5.520 94.547 94.480 30.813 30.600 69.187 69.400 21.30 24.67 224 0.875 bilinear -86.857 -87.250 -67.437 -67.440 -7 -33
429 tf_efficientnet_lite2 hrnet_w18 5.373 5.453 94.627 94.547 30.907 30.813 69.093 69.187 6.09 21.30 260 224 0.890 0.875 bicubic bilinear -87.287 -86.767 -67.323 -67.207 -24 0
430 botnet26t_256 tf_efficientnet_lite2 5.333 5.373 94.667 94.627 24.307 30.907 75.693 69.093 12.49 6.09 256 260 0.950 0.890 bicubic -82.127 -87.167 -71.883 -67.283 +80 -17
431 resnest14d 5.333 94.667 28.547 71.453 10.61 224 0.875 bilinear -86.397 -86.007 -69.323 -69.313 +19 +27
432 tf_efficientnet_b0_ap 5.320 94.680 28.707 71.293 5.29 224 0.875 bicubic -86.900 -86.730 -69.403 -69.253 -6 +2
433 gernet_s tf_efficientnet_em 5.200 94.800 30.067 30.653 69.933 69.347 8.17 6.90 224 240 0.875 0.882 bilinear bicubic -86.940 -87.620 -68.123 -67.527 -3 -42
434 tf_efficientnet_em gernet_s 5.200 94.800 30.653 30.067 69.347 69.933 6.90 8.17 240 224 0.882 0.875 bicubic bilinear -87.750 -86.820 -67.557 -67.773 -50 +5
435 mobilenetv3_large_100 repvgg_b1g4 5.107 94.893 28.053 30.467 71.947 69.533 5.48 39.97 224 0.875 bicubic bilinear -86.233 -87.743 -69.657 -67.713 +22 -47
436 repvgg_b1g4 mobilenetv3_large_100 5.107 94.893 30.467 28.053 69.533 71.947 39.97 5.48 224 0.875 bilinear bicubic -87.893 -86.033 -67.963 -69.577 -55 +30
437 xcit_nano_12_p16_224_dist 5.107 94.893 26.280 73.720 3.05 224 1.000 bicubic -84.573 -83.953 -70.810 -70.820 +57 +64
438 densenet121 5.080 94.920 29.627 70.373 7.98 224 0.875 bicubic -86.490 -86.200 -68.403 -67.943 +14 +22
439 res2net50_26w_4s 5.053 94.947 28.987 71.013 25.70 224 0.875 bilinear -87.427 -87.277 -69.083 -68.903 -25 -17
440 tf_efficientnet_b0 tf_mixnet_m 5.040 94.960 28.907 28.093 71.093 71.907 5.29 5.01 224 0.875 bicubic -87.190 -87.180 -69.093 -70.017 -15 -13
441 tf_mixnet_m tf_efficientnet_b0 5.040 94.960 28.093 28.907 71.907 71.093 5.01 5.29 224 0.875 bicubic -87.290 -87.060 -69.797 -69.253 -21 -7
442 vit_tiny_r_s16_p8_224 4.947 95.053 26.707 73.293 6.34 224 0.900 bicubic -84.243 -83.833 -70.523 -70.263 +57 +64
443 hardcorenas_a 4.893 95.107 27.987 72.013 5.26 224 0.875 bilinear -86.447 -86.297 -69.873 -69.913 +13 +21
444 regnetx_032 4.880 95.120 29.893 70.107 15.30 224 0.875 bicubic -88.240 -88.150 -68.497 -68.467 -71 -64
445 res2net50_14w_8s 4.880 95.120 28.320 71.680 25.06 224 0.875 bilinear -87.840 -87.750 -69.870 -69.800 -45 -37
446 mixnet_s 4.840 95.160 28.507 71.493 4.13 224 0.875 bicubic -86.980 -86.670 -69.183 -69.103 +1 +9
447 hardcorenas_b 4.827 95.173 27.800 72.200 5.18 224 0.875 bilinear -86.913 -86.553 -69.980 -69.910 +2 +10
448 mobilenetv3_rw 4.813 95.187 29.507 70.493 5.48 224 0.875 bicubic -86.397 -86.237 -68.153 -68.203 +12 +20
449 xcit_nano_12_p16_224 4.800 95.200 25.253 74.747 3.05 224 1.000 bicubic -83.790 -82.360 -71.537 -68.277 +57 +64
450 gluon_resnet50_v1c 4.773 95.227 27.787 72.213 25.58 224 0.875 bicubic -88.257 -88.177 -70.573 -70.403 -72 -65
451 selecsls42b 4.707 95.293 28.333 71.667 32.46 224 0.875 bicubic -87.593 -87.483 -69.807 -69.827 -29 -21
452 tv_resnext50_32x4d 4.693 95.307 29.813 70.187 25.03 224 0.875 bilinear -88.067 -88.007 -68.467 -68.487 -57 -49
453 resnext26ts 4.640 95.360 28.733 71.267 10.30 256 0.900 bicubic -87.220 -87.090 -68.497 -69.137 -10 -1
454 densenet161 4.573 95.427 29.520 70.480 28.68 224 0.875 bicubic -87.927 -87.827 -68.770 -68.530 -42 -34
455 tv_resnet101 4.573 95.427 28.867 71.133 44.55 224 0.875 bilinear -88.237 -88.167 -69.363 -69.283 -63 -55
456 tf_efficientnet_lite1 4.467 95.533 28.360 71.640 5.42 240 0.882 bicubic -88.153 -88.023 -69.720 -69.890 -48 -41
457 mobilenetv2_120d 4.440 95.560 29.067 70.933 5.83 224 0.875 bicubic -87.960 -87.830 -68.983 -68.573 -39 -31
458 vit_base_patch32_sam_224 4.307 95.693 24.347 75.653 88.22 224 0.900 bicubic -85.443 -84.983 -72.653 -72.793 +34 +41
459 efficientnet_es_pruned 4.120 95.880 26.547 73.453 5.44 224 0.875 bicubic -87.070 -86.930 -71.193 -71.023 +2 +10
460 fbnetc_100 4.093 95.907 25.493 74.507 5.57 224 0.875 bilinear -86.627 -86.257 -71.717 -71.697 +16 +24
461 gluon_resnet50_v1b 4.027 95.973 26.827 73.173 25.56 224 0.875 bicubic -88.513 -88.393 -71.363 -71.243 -50 -42
462 densenet201 3.973 96.027 27.280 72.720 20.01 224 0.875 bicubic -88.777 -88.707 -70.960 -71.020 -66 -58
463 dpn68 3.933 96.067 26.000 74.000 12.61 224 0.875 bicubic -88.087 -87.977 -72.040 -72.090 -28 -20
464 resnet26d tf_mixnet_s 3.920 96.080 28.240 25.200 71.760 74.800 16.01 4.13 224 0.875 bicubic -88.130 -87.310 -69.720 -72.460 -32 -4
465 tf_mixnet_s resnet26d 3.920 96.080 25.200 28.240 74.800 71.760 4.13 16.01 224 0.875 bicubic -87.590 -88.030 -72.410 -69.820 -12 -24
466 semnasnet_100 3.880 96.120 26.840 73.160 3.89 224 0.875 bicubic -87.400 -87.250 -70.730 -70.900 -8 0
467 repvgg_a2 3.800 96.200 27.293 72.707 28.21 224 0.875 bilinear -88.140 -88.030 -70.857 -70.567 -28 -20
468 tf_efficientnet_es 3.747 96.253 25.973 74.027 5.44 224 0.875 bicubic -88.243 -88.113 -71.897 -71.257 -31 -23
469 regnety_008 3.707 96.293 26.853 73.147 6.26 224 0.875 bicubic -88.003 -87.633 -71.327 -70.857 -18 -10
470 ssl_resnet18 3.693 96.307 25.280 74.720 11.69 224 0.875 bilinear -86.537 -86.057 -72.280 -71.720 +16 +23
471 densenet169 3.680 96.320 25.520 74.480 14.15 224 0.875 bicubic -88.230 -88.140 -72.580 -72.170 -31 -22
472 mobilenetv2_140 3.667 96.333 26.507 73.493 6.11 224 0.875 bicubic -88.163 -87.903 -71.353 -71.523 -27 -18
473 tf_mobilenetv3_large_100 3.653 96.347 24.987 75.013 5.48 224 0.875 bilinear -87.577 -87.467 -72.673 -72.643 -14 -6
474 dla60 3.587 96.413 27.920 72.080 22.04 224 0.875 bilinear -88.633 -88.443 -70.100 -70.310 -47 -39
475 res2net50_48w_2s 3.573 96.427 26.333 73.667 25.29 224 0.875 bilinear -88.977 -88.857 -71.747 -71.937 -65 -57
476 spnasnet_100 3.533 96.467 24.213 75.787 4.42 224 0.875 bilinear -86.817 -86.497 -72.977 -73.157 +7 +14
477 regnety_006 3.507 96.493 24.893 75.107 6.06 224 0.875 bicubic -87.873 -87.683 -72.817 -72.847 -22 -14
478 regnetx_016 3.467 96.533 26.373 73.627 9.19 224 0.875 bicubic -88.693 -88.553 -71.837 -71.667 -49 -41
479 legacy_seresnet34 3.293 96.707 23.613 76.387 21.96 224 0.875 bilinear -87.607 -87.387 -73.967 -74.097 -8 0
480 efficientnet_lite0 3.280 96.720 25.720 74.280 4.65 224 0.875 bicubic -87.860 -87.710 -71.910 -72.080 -17 -9
481 ghostnet_100 3.253 96.747 24.720 75.280 5.18 224 0.875 bilinear -86.777 -86.417 -72.650 -72.720 +8 +15
482 dla34 3.173 96.827 23.587 76.413 15.74 224 0.875 bilinear -87.597 -87.337 -74.063 -73.883 -8 0
483 mobilenetv2_110d 3.107 96.893 24.387 75.613 4.52 224 0.875 bicubic -87.863 -87.613 -73.173 -72.823 -13 -5
484 mnasnet_100 3.093 96.907 24.227 75.773 4.38 224 0.875 bicubic -87.417 -87.007 -73.243 -73.353 -3 +4
485 regnety_004 3.067 96.933 22.587 77.413 4.34 224 0.875 bicubic -87.413 -87.023 -74.973 -74.783 -3 +4
486 tf_efficientnet_lite0 3.067 96.933 22.827 77.173 4.65 224 0.875 bicubic -87.983 -87.813 -74.743 -74.893 -19 -11
487 skresnet18 2.960 97.040 22.733 77.267 11.96 224 0.875 bicubic -86.700 -85.990 -74.487 -74.137 +9 +16
488 resnet34 2.893 97.107 23.560 76.440 21.80 224 0.875 bilinear -88.227 -88.007 -74.070 -74.020 -23 -15
489 tf_mobilenetv3_large_075 2.867 97.133 21.600 78.400 3.99 224 0.875 bilinear -86.843 -86.323 -75.620 -75.630 +4 +11
490 vgg19_bn 2.867 97.133 23.547 76.453 143.68 224 0.875 bilinear -87.233 -86.843 -74.033 -73.673 -3 +4
491 regnetx_008 2.733 97.267 22.333 77.667 7.26 224 0.875 bicubic -88.317 -88.167 -75.377 -75.367 -25 -17
492 gluon_resnet34_v1b 2.653 97.347 21.533 78.467 21.80 224 0.875 bicubic -88.337 -88.077 -76.117 -76.047 -24 -15
493 hrnet_w18_small_v2 2.627 97.373 23.587 76.413 15.60 224 0.875 bilinear -88.563 -88.363 -74.313 -74.063 -31 -23
494 vgg16 2.560 97.440 19.960 80.040 138.36 224 0.875 bilinear -85.990 -84.470 -76.830 -76.350 +13 +20
495 vgg16_bn 2.547 97.453 23.587 76.413 138.37 224 0.875 bilinear -87.543 -87.133 -73.783 -73.503 -7 0
496 repvgg_b0 2.533 97.467 23.920 76.080 15.82 224 0.875 bilinear -88.917 -88.677 -74.060 -73.740 -42 -34
497 resnet18d 2.493 97.507 21.600 78.400 11.71 224 0.875 bicubic -86.797 -86.387 -75.540 -75.520 +1 +8
498 regnetx_006 tv_densenet121 2.453 97.547 20.600 22.533 79.400 77.467 6.20 7.98 224 0.875 bicubic -87.867 -88.207 -76.830 -75.207 -14 -19
499 tv_densenet121 regnetx_006 2.453 97.547 22.533 20.600 77.467 79.400 7.98 6.20 224 0.875 bicubic -88.447 -87.477 -75.167 -76.840 -27 -7
500 legacy_seresnet18 2.440 97.560 19.827 80.173 11.78 224 0.875 bicubic -86.440 -85.080 -77.143 -76.983 +3 +10
501 resnet26 2.387 97.613 22.733 77.267 16.00 224 0.875 bicubic -88.743 -88.583 -75.007 -74.827 -37 -29
502 mobilenetv2_100 2.147 97.853 19.653 80.347 3.50 224 0.875 bicubic -87.463 -86.733 -77.497 -77.317 -5 +2
503 regnety_002 2.080 97.920 18.600 81.400 3.16 224 0.875 bicubic -85.280 -83.130 -77.970 -77.180 +9 +15
504 vgg13_bn 2.080 97.920 20.040 79.960 133.05 224 0.875 bilinear -86.700 -85.280 -76.930 -76.530 +1 +8
505 vgg19 2.027 97.973 20.480 79.520 143.67 224 0.875 bilinear -87.033 -86.563 -76.390 -76.310 -4 +2
506 tf_mobilenetv3_small_100 2.000 98.000 15.880 84.120 2.54 224 0.875 bilinear -83.210 -92.800 -79.900 -82.670 +12 +18
507 tf_mobilenetv3_small_075 1.973 98.027 14.840 85.160 2.04 224 0.875 bilinear -81.507 -91.817 -79.960 -83.660 +14 +20
508 regnetx_004 1.960 98.040 19.067 80.933 5.16 224 0.875 bicubic -86.920 -85.410 -78.053 -77.193 -4 +3
509 tv_resnet34 vgg13 1.840 98.160 19.800 17.880 80.200 82.120 21.80 133.05 224 0.875 bilinear -88.080 -81.800 -77.540 -77.030 -18 +10
510 vgg13 tv_resnet34 1.840 98.160 17.880 19.800 82.120 80.200 133.05 21.80 224 0.875 bilinear -85.190 -87.770 -78.430 -77.350 +4 -11
511 vgg11_bn 1.720 98.280 18.000 82.000 132.87 224 0.875 bilinear -85.800 -84.560 -78.810 -78.160 -2 +5
512 dla46x_c 1.693 98.307 16.373 83.627 1.07 224 0.875 bilinear -82.557 -93.077 -78.907 -82.097 +7 +13
513 tf_mobilenetv3_large_minimal_100 1.627 98.373 17.187 82.813 3.92 224 0.875 bilinear -87.323 -86.753 -79.683 -79.513 -11 -4
514 dla60x_c vgg11 1.587 98.413 17.800 15.907 82.200 84.093 1.32 132.86 224 0.875 bilinear -84.693 -81.893 -78.360 -78.893 +2 +6
515 vgg11 dla60x_c 1.587 98.413 15.907 17.800 84.093 82.200 132.86 1.32 224 0.875 bilinear -84.993 -79.803 -80.383 -75.870 0 +8
516 gluon_resnet18_v1b 1.547 98.453 16.600 83.400 11.69 224 0.875 bicubic -86.833 -85.033 -80.100 -79.690 -8 -1
517 hrnet_w18_small 1.507 98.493 18.107 81.893 13.19 224 0.875 bilinear -87.553 -87.043 -78.993 -78.683 -17 -9
518 dla46_c 1.453 98.547 15.027 84.973 1.30 224 0.875 bilinear -82.187 -93.307 -79.883 -83.633 +2 +8
519 regnetx_002 1.253 98.747 14.827 85.173 2.68 224 0.875 bicubic -84.947 -93.797 -81.143 -83.763 -2 +4
520 resnet18 1.120 98.880 16.173 83.827 11.69 224 0.875 bilinear -86.250 -85.080 -80.087 -79.797 -9 -3
521 tf_mobilenetv3_small_minimal_100 1.027 98.973 11.400 88.600 2.04 224 0.875 bilinear -80.363 -92.473 -82.270 -86.900 +1 +7
522 tv_resnet50 0.027 99.973 14.320 85.680 25.56 224 0.875 bilinear -91.863 -91.733 -83.720 -80 -72

119
results/results-imagenet-r-clean.csv
Unescape View File

@ -66,8 +66,8 @@ xcit_large_24_p16_224_dist,96.310,3.690,99.500,0.500,189.10,224,1.000,bicubic
vit_base_patch16_224,96.300,3.700,99.560,0.440,86.57,224,0.900,bicubic
resnetv2_101x3_bitm,96.290,3.710,99.580,0.420,387.93,448,1.000,bilinear
resnetv2_50x3_bitm,96.290,3.710,99.630,0.370,217.32,448,1.000,bilinear
swsl_resnext101_32x16d,96.280,3.720,99.500,0.500,194.03,224,0.875,bilinear
tf_efficientnet_b6,96.280,3.720,99.520,0.480,43.04,528,0.942,bicubic
swsl_resnext101_32x16d,96.280,3.720,99.500,0.500,194.03,224,0.875,bilinear
efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic
xcit_medium_24_p16_224_dist,96.260,3.740,99.400,0.600,84.40,224,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.250,3.750,99.440,0.560,12.11,384,1.000,bicubic
@ -79,12 +79,12 @@ resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic
crossvit_18_dagger_408,96.110,3.890,99.470,0.530,44.61,408,1.000,bicubic
resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic
tf_efficientnet_b3_ns,96.110,3.890,99.470,0.530,12.23,300,0.904,bicubic
tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
resnest200e,96.080,3.920,99.470,0.530,70.20,320,0.909,bicubic
pit_b_distilled_224,96.080,3.920,99.380,0.620,74.79,224,0.900,bicubic
resnest200e,96.080,3.920,99.470,0.530,70.20,320,0.909,bicubic
tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
resnetrs270,96.070,3.930,99.480,0.520,129.86,352,1.000,bicubic
vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
xcit_large_24_p8_224,96.060,3.940,99.150,0.850,188.93,224,1.000,bicubic
vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
swsl_resnext101_32x4d,96.050,3.950,99.540,0.460,44.18,224,0.875,bilinear
vit_base_patch16_224_miil,96.040,3.960,99.350,0.650,86.54,224,0.875,bilinear
cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic
@ -95,11 +95,11 @@ resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic
xcit_small_12_p8_224_dist,95.960,4.040,99.420,0.580,26.21,224,1.000,bicubic
ig_resnext101_32x8d,95.950,4.050,99.390,0.610,88.79,224,0.875,bilinear
eca_nfnet_l1,95.920,4.080,99.500,0.500,41.41,320,1.000,bicubic
xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic
vit_base_patch32_384,95.910,4.090,99.440,0.560,88.30,384,1.000,bicubic
xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic
regnety_160,95.900,4.100,99.560,0.440,83.59,288,1.000,bicubic
resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic
xcit_medium_24_p8_224,95.870,4.130,99.090,0.910,84.32,224,1.000,bicubic
resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic
regnetz_d,95.860,4.140,99.440,0.560,27.58,320,0.950,bicubic
resnet152d,95.850,4.150,99.430,0.570,60.21,320,1.000,bicubic
crossvit_15_dagger_408,95.820,4.180,99.300,0.700,28.50,408,1.000,bicubic
@ -108,16 +108,16 @@ deit_base_distilled_patch16_224,95.780,4.220,99.280,0.720,87.34,224,0.900,bicubi
resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic
xcit_small_12_p16_224_dist,95.750,4.250,99.290,0.710,26.25,224,1.000,bicubic
resnetv2_152x2_bit_teacher,95.730,4.270,99.430,0.570,236.34,224,0.875,bicubic
swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic
twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic
tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic
swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
dm_nfnet_f0,95.710,4.290,99.330,0.670,71.49,256,0.900,bicubic
tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic
efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic
deit_base_patch16_384,95.660,4.340,99.240,0.760,86.86,384,1.000,bicubic
cait_s24_224,95.640,4.360,99.390,0.610,46.92,224,1.000,bicubic
swsl_resnext50_32x4d,95.590,4.410,99.440,0.560,25.03,224,0.875,bilinear
tf_efficientnet_b4,95.590,4.410,99.320,0.680,19.34,380,0.922,bicubic
swsl_resnext50_32x4d,95.590,4.410,99.440,0.560,25.03,224,0.875,bilinear
resnest101e,95.580,4.420,99.270,0.730,48.28,256,0.875,bilinear
twins_svt_base,95.570,4.430,99.230,0.770,56.07,224,0.900,bicubic
efficientnet_b4,95.540,4.460,99.400,0.600,19.34,384,1.000,bicubic
@ -128,11 +128,11 @@ tresnet_xl_448,95.520,4.480,99.340,0.660,78.44,448,0.875,bilinear
tf_efficientnet_b4_ap,95.500,4.500,99.390,0.610,19.34,380,0.922,bicubic
regnety_032,95.470,4.530,99.320,0.680,19.44,288,1.000,bicubic
twins_pcpvt_base,95.470,4.530,99.380,0.620,43.83,224,0.900,bicubic
xcit_tiny_24_p16_384_dist,95.460,4.540,99.350,0.650,12.12,384,1.000,bicubic
xcit_tiny_24_p8_224_dist,95.460,4.540,99.370,0.630,12.11,224,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.460,4.540,99.350,0.650,12.12,384,1.000,bicubic
eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,bicubic
nfnet_l0,95.420,4.580,99.430,0.570,35.07,288,1.000,bicubic
xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic
nfnet_l0,95.420,4.580,99.430,0.570,35.07,288,1.000,bicubic
regnetz_c,95.410,4.590,99.310,0.690,13.46,320,0.940,bicubic
ssl_resnext101_32x16d,95.400,4.600,99.410,0.590,194.03,224,0.875,bilinear
tresnet_m,95.400,4.600,99.150,0.850,31.39,224,0.875,bilinear
@ -161,14 +161,14 @@ coat_lite_small,95.110,4.890,99.030,0.970,19.84,224,0.900,bicubic
ecaresnet50t,95.110,4.890,99.290,0.710,25.57,320,0.950,bicubic
resnet61q,95.110,4.890,99.080,0.920,36.85,288,1.000,bicubic
convit_base,95.100,4.900,99.130,0.870,86.54,224,0.875,bicubic
tresnet_xl,95.080,4.920,99.250,0.750,78.44,224,0.875,bilinear
efficientnetv2_rw_t,95.080,4.920,99.220,0.780,13.65,288,1.000,bicubic
tresnet_xl,95.080,4.920,99.250,0.750,78.44,224,0.875,bilinear
xcit_small_24_p16_224,95.070,4.930,99.060,0.940,47.67,224,1.000,bicubic
crossvit_base_240,95.060,4.940,98.980,1.020,105.03,240,0.875,bicubic
crossvit_18_240,95.050,4.950,99.120,0.880,43.27,240,0.875,bicubic
deit_base_patch16_224,95.020,4.980,98.970,1.030,86.57,224,0.900,bicubic
crossvit_15_dagger_240,94.970,5.030,99.150,0.850,28.21,240,0.875,bicubic
visformer_small,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic
crossvit_15_dagger_240,94.970,5.030,99.150,0.850,28.21,240,0.875,bicubic
tf_efficientnet_b3_ap,94.960,5.040,99.110,0.890,12.23,300,0.904,bicubic
convmixer_1536_20,94.950,5.050,99.170,0.830,51.63,224,0.960,bicubic
xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic
@ -178,12 +178,12 @@ resnetv2_101,94.930,5.070,99.110,0.890,44.54,224,0.950,bicubic
convit_small,94.920,5.080,99.120,0.880,27.78,224,0.875,bicubic
gernet_l,94.920,5.080,99.200,0.800,31.08,256,0.875,bilinear
tf_efficientnet_b3,94.910,5.090,99.100,0.900,12.23,300,0.904,bicubic
vit_small_patch16_224,94.900,5.100,99.280,0.720,22.05,224,0.900,bicubic
tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
vit_small_patch16_224,94.900,5.100,99.280,0.720,22.05,224,0.900,bicubic
mixer_b16_224_miil,94.890,5.110,99.080,0.920,59.88,224,0.875,bilinear
tf_efficientnet_b1_ns,94.880,5.120,99.250,0.750,7.79,240,0.882,bicubic
tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
xcit_tiny_24_p8_224,94.870,5.130,99.190,0.810,12.11,224,1.000,bicubic
tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
xcit_small_12_p16_224,94.810,5.190,99.060,0.940,26.25,224,1.000,bicubic
seresnext50_32x4d,94.800,5.200,99.130,0.870,27.56,224,0.875,bicubic
pit_b_224,94.790,5.210,98.810,1.190,73.76,224,0.900,bicubic
@ -204,29 +204,32 @@ rexnet_200,94.670,5.330,99.090,0.910,16.37,224,0.875,bicubic
tresnet_m_448,94.670,5.330,99.170,0.830,31.39,448,0.875,bilinear
gluon_seresnext101_64x4d,94.660,5.340,98.970,1.030,88.23,224,0.875,bicubic
wide_resnet50_2,94.650,5.350,99.050,0.950,68.88,224,0.875,bicubic
halonet50ts,94.640,5.360,98.900,1.100,22.73,256,0.940,bicubic
swin_tiny_patch4_window7_224,94.640,5.360,99.120,0.880,28.29,224,0.900,bicubic
resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
gcresnet50t,94.610,5.390,98.990,1.010,25.90,256,0.900,bicubic
lamhalobotnet50ts_256,94.610,5.390,98.610,1.390,22.57,256,0.950,bicubic
twins_pcpvt_small,94.600,5.400,99.140,0.860,24.11,224,0.900,bicubic
pit_s_224,94.590,5.410,98.930,1.070,23.46,224,0.900,bicubic
crossvit_small_240,94.590,5.410,99.120,0.880,26.86,240,0.875,bicubic
deit_small_distilled_patch16_224,94.590,5.410,99.090,0.910,22.44,224,0.900,bicubic
pit_s_224,94.590,5.410,98.930,1.070,23.46,224,0.900,bicubic
efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic
tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic
vit_small_patch32_384,94.570,5.430,99.140,0.860,22.92,384,1.000,bicubic
lambda_resnet50ts,94.560,5.440,98.650,1.350,21.54,256,0.950,bicubic
repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear
gernet_m,94.550,5.450,98.920,1.080,21.14,224,0.875,bilinear
halo2botnet50ts_256,94.550,5.450,98.760,1.240,22.64,256,0.950,bicubic
resmlp_36_distilled_224,94.550,5.450,99.160,0.840,44.69,224,0.875,bicubic
xcit_tiny_12_p16_384_dist,94.540,5.460,99.170,0.830,6.72,384,1.000,bicubic
sehalonet33ts,94.530,5.470,98.780,1.220,13.69,256,0.940,bicubic
haloregnetz_b,94.500,5.500,98.960,1.040,11.68,224,0.940,bicubic
regnety_320,94.500,5.500,99.170,0.830,145.05,224,0.875,bicubic
haloregnetz_b,94.500,5.500,98.960,1.040,11.68,224,0.940,bicubic
repvgg_b3g4,94.490,5.510,99.020,0.980,83.83,224,0.875,bilinear
gluon_resnet152_v1d,94.460,5.540,99.000,1.000,60.21,224,0.875,bicubic
ecaresnet101d_pruned,94.440,5.560,99.100,0.900,24.88,224,0.875,bicubic
gluon_seresnext101_32x4d,94.430,5.570,99.090,0.910,48.96,224,0.875,bicubic
convmixer_768_32,94.430,5.570,99.110,0.890,21.11,224,0.960,bicubic
gluon_seresnext101_32x4d,94.430,5.570,99.090,0.910,48.96,224,0.875,bicubic
halonet50ts,94.420,5.580,98.760,1.240,22.73,256,0.940,bicubic
gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic
levit_256,94.410,5.590,99.060,0.940,18.89,224,0.900,bicubic
nf_resnet50,94.380,5.620,99.070,0.930,25.56,288,0.940,bicubic
@ -243,33 +246,33 @@ ssl_resnet50,94.320,5.680,99.160,0.840,25.56,224,0.875,bilinear
regnetx_120,94.290,5.710,99.200,0.800,46.11,224,0.875,bicubic
resnetv2_50,94.290,5.710,98.930,1.070,25.55,224,0.950,bicubic
tf_efficientnet_b2_ap,94.280,5.720,98.950,1.050,9.11,260,0.890,bicubic
resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic
rexnet_150,94.270,5.730,99.090,0.910,9.73,224,0.875,bicubic
resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic
seresnet33ts,94.260,5.740,98.780,1.220,19.78,256,0.900,bicubic
mixnet_xl,94.220,5.780,98.810,1.190,11.90,224,0.875,bicubic
xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic
ecaresnet50d,94.210,5.790,99.010,0.990,25.58,224,0.875,bicubic
regnetx_320,94.210,5.790,99.050,0.950,107.81,224,0.875,bicubic
tf_efficientnet_b2,94.200,5.800,99.030,0.970,9.11,260,0.890,bicubic
dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic
gluon_resnet101_v1d,94.180,5.820,98.950,1.050,44.57,224,0.875,bicubic
gluon_resnet101_v1s,94.180,5.820,99.020,0.980,44.67,224,0.875,bicubic
gluon_resnet101_v1d,94.180,5.820,98.950,1.050,44.57,224,0.875,bicubic
dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic
gluon_seresnext50_32x4d,94.180,5.820,98.910,1.090,27.56,224,0.875,bicubic
legacy_seresnext101_32x4d,94.170,5.830,98.970,1.030,48.96,224,0.875,bilinear
ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
ens_adv_inception_resnet_v2,94.140,5.860,98.790,1.210,55.84,299,0.897,bicubic
regnety_064,94.140,5.860,99.030,0.970,30.58,224,0.875,bicubic
ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
gluon_resnext101_32x4d,94.120,5.880,98.940,1.060,44.18,224,0.875,bicubic
tf_efficientnet_lite3,94.110,5.890,98.960,1.040,8.20,300,0.904,bilinear
cspdarknet53,94.100,5.900,98.980,1.020,27.64,256,0.887,bilinear
seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic
resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic
efficientnet_el_pruned,94.060,5.940,99.020,0.980,10.59,300,0.904,bicubic
regnety_120,94.060,5.940,99.020,0.980,51.82,224,0.875,bicubic
tf_efficientnetv2_b2,94.060,5.940,98.940,1.060,10.10,260,0.890,bicubic
efficientnet_el_pruned,94.060,5.940,99.020,0.980,10.59,300,0.904,bicubic
gluon_xception65,94.040,5.960,99.030,0.970,39.92,299,0.903,bicubic
hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
resnetrs50,94.030,5.970,98.830,1.170,35.69,224,0.910,bicubic
hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
gluon_resnet152_v1b,94.020,5.980,98.750,1.250,60.19,224,0.875,bicubic
dla102x2,94.010,5.990,99.030,0.970,41.28,224,0.875,bilinear
deit_small_patch16_224,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic
@ -277,30 +280,30 @@ dpn107,93.960,6.040,98.840,1.160,86.92,224,0.875,bicubic
skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic
resnet50,93.950,6.050,98.470,1.530,25.56,224,0.950,bicubic
cait_xxs36_224,93.940,6.060,98.880,1.120,17.30,224,1.000,bicubic
dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
ecaresnet26t,93.930,6.070,98.930,1.070,16.01,320,0.950,bicubic
regnetx_160,93.900,6.100,99.080,0.920,54.28,224,0.875,bicubic
regnety_080,93.900,6.100,98.990,1.010,39.18,224,0.875,bicubic
dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
xception71,93.900,6.100,98.950,1.050,42.34,299,0.903,bicubic
nf_regnet_b1,93.890,6.110,98.750,1.250,10.22,288,0.900,bicubic
regnety_080,93.900,6.100,98.990,1.010,39.18,224,0.875,bicubic
regnetx_160,93.900,6.100,99.080,0.920,54.28,224,0.875,bicubic
vit_base_patch16_sam_224,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
nf_regnet_b1,93.890,6.110,98.750,1.250,10.22,288,0.900,bicubic
gluon_resnet152_v1c,93.880,6.120,98.800,1.200,60.21,224,0.875,bicubic
eca_resnet33ts,93.870,6.130,98.890,1.110,19.68,256,0.900,bicubic
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
hrnet_w64,93.850,6.150,98.930,1.070,128.06,224,0.875,bilinear
xcit_tiny_24_p16_224,93.850,6.150,98.770,1.230,12.12,224,1.000,bicubic
resnext50_32x4d,93.850,6.150,98.820,1.180,25.03,224,0.875,bicubic
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
xcit_tiny_24_p16_224,93.850,6.150,98.770,1.230,12.12,224,1.000,bicubic
cspresnet50,93.850,6.150,98.870,1.130,21.62,256,0.887,bilinear
ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
gcresnet33ts,93.820,6.180,98.930,1.070,19.88,256,0.900,bicubic
ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
repvgg_b2g4,93.820,6.180,98.920,1.080,61.76,224,0.875,bilinear
efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
resnext50d_32x4d,93.800,6.200,98.730,1.270,25.05,224,0.875,bicubic
efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic
dla169,93.780,6.220,98.830,1.170,53.39,224,0.875,bilinear
cspresnext50,93.770,6.230,98.840,1.160,20.57,224,0.875,bilinear
gluon_resnet101_v1b,93.770,6.230,98.720,1.280,44.55,224,0.875,bicubic
resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear
gluon_resnet101_v1b,93.770,6.230,98.720,1.280,44.55,224,0.875,bicubic
cspresnext50,93.770,6.230,98.840,1.160,20.57,224,0.875,bilinear
dpn131,93.760,6.240,98.850,1.150,79.25,224,0.875,bicubic
tf_efficientnet_b0_ns,93.760,6.240,98.980,1.020,5.29,224,0.875,bicubic
efficientnet_em,93.750,6.250,98.920,1.080,6.90,240,0.882,bicubic
@ -312,20 +315,20 @@ resnetblur50,93.710,6.290,98.800,1.200,25.56,224,0.875,bicubic
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
tf_efficientnetv2_b1,93.700,6.300,98.810,1.190,8.14,240,0.882,bicubic
rexnet_130,93.690,6.310,98.720,1.280,7.56,224,0.875,bicubic
gluon_resnext50_32x4d,93.670,6.330,98.700,1.300,25.03,224,0.875,bicubic
regnetx_040,93.670,6.330,98.950,1.050,22.12,224,0.875,bicubic
resmlp_36_224,93.670,6.330,98.950,1.050,44.69,224,0.875,bicubic
gluon_resnext50_32x4d,93.670,6.330,98.700,1.300,25.03,224,0.875,bicubic
gluon_resnet101_v1c,93.660,6.340,98.760,1.240,44.57,224,0.875,bicubic
regnetx_064,93.650,6.350,99.050,0.950,26.21,224,0.875,bicubic
xception,93.650,6.350,98.770,1.230,22.86,299,0.897,bicubic
regnetx_064,93.650,6.350,99.050,0.950,26.21,224,0.875,bicubic
tf_efficientnet_b1_ap,93.640,6.360,98.780,1.220,7.79,240,0.882,bicubic
hrnet_w44,93.620,6.380,98.950,1.050,67.06,224,0.875,bilinear
resnet33ts,93.620,6.380,98.770,1.230,19.68,256,0.900,bicubic
regnety_040,93.610,6.390,98.960,1.040,20.65,224,0.875,bicubic
halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic
dpn68b,93.600,6.400,98.710,1.290,12.61,224,0.875,bicubic
gluon_inception_v3,93.590,6.410,98.840,1.160,23.83,299,0.875,bicubic
gluon_resnet50_v1s,93.590,6.410,98.830,1.170,25.68,224,0.875,bicubic
gluon_inception_v3,93.590,6.410,98.840,1.160,23.83,299,0.875,bicubic
res2net50_26w_6s,93.580,6.420,98.740,1.260,37.05,224,0.875,bilinear
tf_efficientnet_cc_b1_8e,93.580,6.420,98.690,1.310,39.72,240,0.882,bicubic
repvgg_b2,93.570,6.430,99.070,0.930,89.02,224,0.875,bilinear
@ -342,6 +345,7 @@ xception41,93.480,6.520,98.760,1.240,26.97,299,0.903,bicubic
selecsls60b,93.480,6.520,98.840,1.160,32.77,224,0.875,bicubic
legacy_seresnet152,93.460,6.540,98.850,1.150,66.82,224,0.875,bilinear
lambda_resnet26rpt_256,93.440,6.560,98.880,1.120,10.99,256,0.940,bicubic
botnet26t_256,93.440,6.560,98.660,1.340,12.49,256,0.950,bicubic
res2net50_26w_8s,93.430,6.570,98.670,1.330,48.40,224,0.875,bilinear
resmlp_24_224,93.430,6.570,98.810,1.190,30.02,224,0.875,bicubic
vit_tiny_patch16_384,93.430,6.570,98.840,1.160,5.79,384,1.000,bicubic
@ -350,17 +354,18 @@ legacy_seresnext50_32x4d,93.410,6.590,98.800,1.200,27.56,224,0.875,bilinear
repvgg_b1,93.410,6.590,98.780,1.220,57.42,224,0.875,bilinear
lambda_resnet26t,93.400,6.600,98.760,1.240,10.96,256,0.940,bicubic
dla60_res2net,93.380,6.620,98.830,1.170,20.85,224,0.875,bilinear
eca_botnext26ts_256,93.360,6.640,98.690,1.310,10.59,256,0.950,bicubic
xcit_tiny_12_p16_224_dist,93.340,6.660,98.750,1.250,6.72,224,1.000,bicubic
dla102,93.290,6.710,98.780,1.220,33.27,224,0.875,bilinear
legacy_seresnet101,93.290,6.710,98.750,1.250,49.33,224,0.875,bilinear
mixnet_l,93.290,6.710,98.710,1.290,7.33,224,0.875,bicubic
legacy_seresnet101,93.290,6.710,98.750,1.250,49.33,224,0.875,bilinear
dla102,93.290,6.710,98.780,1.220,33.27,224,0.875,bilinear
regnetx_032,93.270,6.730,98.740,1.260,15.30,224,0.875,bicubic
resnest26d,93.260,6.740,98.840,1.160,17.07,224,0.875,bilinear
tv_resnet152,93.260,6.740,98.750,1.250,60.19,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.250,6.750,98.850,1.150,3.05,384,1.000,bicubic
pit_xs_distilled_224,93.230,6.770,98.820,1.180,11.00,224,0.900,bicubic
dla60x,93.210,6.790,98.720,1.280,17.35,224,0.875,bilinear
tf_inception_v3,93.210,6.790,98.490,1.510,23.83,299,0.875,bicubic
dla60x,93.210,6.790,98.720,1.280,17.35,224,0.875,bilinear
tf_efficientnet_em,93.200,6.800,98.680,1.320,6.90,240,0.882,bicubic
res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear
eca_halonext26ts,93.140,6.860,98.690,1.310,10.76,256,0.940,bicubic
@ -368,22 +373,22 @@ res2next50,93.110,6.890,98.660,1.340,24.67,224,0.875,bilinear
bat_resnext26ts,93.100,6.900,98.720,1.280,10.73,256,0.900,bicubic
tf_efficientnetv2_b0,93.060,6.940,98.700,1.300,7.14,224,0.875,bicubic
tf_mixnet_l,93.050,6.950,98.540,1.460,7.33,224,0.875,bicubic
levit_128,93.040,6.960,98.690,1.310,9.21,224,0.900,bicubic
repvgg_b1g4,93.040,6.960,98.820,1.180,39.97,224,0.875,bilinear
levit_128,93.040,6.960,98.690,1.310,9.21,224,0.900,bicubic
regnety_016,93.030,6.970,98.690,1.310,11.20,224,0.875,bicubic
res2net50_14w_8s,93.020,6.980,98.700,1.300,25.06,224,0.875,bilinear
efficientnet_b1,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic
res2net50_14w_8s,93.020,6.980,98.700,1.300,25.06,224,0.875,bilinear
selecsls60,93.000,7.000,98.830,1.170,30.67,224,0.875,bicubic
adv_inception_v3,92.990,7.010,98.480,1.520,23.83,299,0.875,bicubic
hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear
efficientnet_b1_pruned,92.960,7.040,98.520,1.480,6.33,240,0.882,bicubic
hardcorenas_e,92.960,7.040,98.570,1.430,8.07,224,0.875,bilinear
efficientnet_b1_pruned,92.960,7.040,98.520,1.480,6.33,240,0.882,bicubic
hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
efficientnet_es,92.940,7.060,98.690,1.310,5.44,224,0.875,bicubic
gluon_resnet50_v1c,92.920,7.080,98.710,1.290,25.58,224,0.875,bicubic
tv_resnext50_32x4d,92.910,7.090,98.730,1.270,25.03,224,0.875,bilinear
inception_v3,92.900,7.100,98.320,1.680,23.83,299,0.875,bicubic
pit_xs_224,92.900,7.100,98.790,1.210,10.62,224,0.900,bicubic
inception_v3,92.900,7.100,98.320,1.680,23.83,299,0.875,bicubic
densenet161,92.880,7.120,98.810,1.190,28.68,224,0.875,bicubic
tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear
resmlp_12_distilled_224,92.870,7.130,98.630,1.370,15.35,224,0.875,bicubic
@ -394,10 +399,10 @@ coat_lite_tiny,92.830,7.170,98.640,1.360,5.72,224,0.900,bicubic
res2net50_48w_2s,92.800,7.200,98.470,1.530,25.29,224,0.875,bilinear
seresnext26ts,92.790,7.210,98.600,1.400,10.39,256,0.900,bicubic
seresnext26t_32x4d,92.770,7.230,98.550,1.450,16.81,224,0.875,bicubic
crossvit_9_dagger_240,92.750,7.250,98.510,1.490,8.78,240,0.875,bicubic
hrnet_w18,92.750,7.250,98.650,1.350,21.30,224,0.875,bilinear
densenet201,92.690,7.310,98.660,1.340,20.01,224,0.875,bicubic
crossvit_9_dagger_240,92.750,7.250,98.510,1.490,8.78,240,0.875,bicubic
dla60,92.690,7.310,98.630,1.370,22.04,224,0.875,bilinear
densenet201,92.690,7.310,98.660,1.340,20.01,224,0.875,bicubic
resnet26t,92.680,7.320,98.600,1.400,16.01,256,0.940,bicubic
gmixer_24_224,92.670,7.330,98.260,1.740,24.72,224,0.875,bicubic
legacy_seresnet50,92.670,7.330,98.660,1.340,28.09,224,0.875,bilinear
@ -412,23 +417,23 @@ regnetx_016,92.560,7.440,98.550,1.450,9.19,224,0.875,bicubic
skresnet34,92.560,7.440,98.510,1.490,22.28,224,0.875,bicubic
gluon_resnet50_v1b,92.550,7.450,98.550,1.450,25.56,224,0.875,bicubic
selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic
efficientnet_b0,92.470,7.530,98.680,1.320,5.29,224,0.875,bicubic
gcresnext26ts,92.470,7.530,98.500,1.500,10.48,256,0.900,bicubic
efficientnet_b0,92.470,7.530,98.680,1.320,5.29,224,0.875,bicubic
xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic
gernet_s,92.440,7.560,98.490,1.510,8.17,224,0.875,bilinear
seresnext26d_32x4d,92.430,7.570,98.540,1.460,16.81,224,0.875,bicubic
eca_resnext26ts,92.420,7.580,98.610,1.390,10.30,256,0.900,bicubic
xcit_nano_12_p8_224_dist,92.410,7.590,98.510,1.490,3.05,224,1.000,bicubic
tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
densenetblur121d,92.400,7.600,98.420,1.580,8.00,224,0.875,bicubic
tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic
hardcorenas_c,92.330,7.670,98.340,1.660,5.52,224,0.875,bilinear
tf_efficientnet_lite1,92.320,7.680,98.490,1.510,5.42,240,0.882,bicubic
densenet169,92.290,7.710,98.590,1.410,14.15,224,0.875,bicubic
dpn68,92.260,7.740,98.600,1.400,12.61,224,0.875,bicubic
mixnet_m,92.260,7.740,98.370,1.630,5.01,224,0.875,bicubic
mobilenetv3_large_100_miil,92.250,7.750,98.250,1.750,5.48,224,0.875,bilinear
dpn68,92.260,7.740,98.600,1.400,12.61,224,0.875,bicubic
resnet26d,92.250,7.750,98.470,1.530,16.01,224,0.875,bicubic
mobilenetv3_large_100_miil,92.250,7.750,98.250,1.750,5.48,224,0.875,bilinear
resnext26ts,92.210,7.790,98.280,1.720,10.30,256,0.900,bicubic
tf_mixnet_m,92.170,7.830,98.420,1.580,5.01,224,0.875,bicubic
vit_small_patch32_224,92.150,7.850,98.510,1.490,22.88,224,0.900,bicubic
@ -452,8 +457,8 @@ hardcorenas_a,91.610,8.390,98.170,1.830,5.26,224,0.875,bilinear
regnety_006,91.580,8.420,98.430,1.570,6.06,224,0.875,bicubic
mobilenetv3_rw,91.550,8.450,98.270,1.730,5.48,224,0.875,bicubic
levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic
mobilenetv3_large_100,91.480,8.520,98.330,1.670,5.48,224,0.875,bicubic
legacy_seresnet34,91.480,8.520,98.200,1.800,21.96,224,0.875,bilinear
mobilenetv3_large_100,91.480,8.520,98.330,1.670,5.48,224,0.875,bicubic
resnet26,91.460,8.540,98.270,1.730,16.00,224,0.875,bicubic
tf_mobilenetv3_large_100,91.410,8.590,98.250,1.750,5.48,224,0.875,bilinear
tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic
@ -463,19 +468,18 @@ fbnetc_100,91.260,8.740,97.820,2.180,5.57,224,0.875,bilinear
dla34,91.250,8.750,98.180,1.820,15.74,224,0.875,bilinear
efficientnet_lite0,91.250,8.750,98.250,1.750,4.65,224,0.875,bicubic
mnasnet_100,91.200,8.800,98.040,1.960,4.38,224,0.875,bicubic
regnetx_008,91.190,8.810,98.370,1.630,7.26,224,0.875,bicubic
resnet34,91.190,8.810,98.230,1.770,21.80,224,0.875,bilinear
regnetx_008,91.190,8.810,98.370,1.630,7.26,224,0.875,bicubic
hrnet_w18_small_v2,91.170,8.830,98.350,1.650,15.60,224,0.875,bilinear
resnest14d,91.150,8.850,98.350,1.650,10.61,224,0.875,bilinear
mixer_b16_224,91.130,8.870,97.410,2.590,59.88,224,0.875,bicubic
xcit_nano_12_p8_224,91.100,8.900,98.240,1.760,3.05,224,1.000,bicubic
swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear
deit_tiny_distilled_patch16_224,91.090,8.910,98.270,1.730,5.91,224,0.900,bicubic
gluon_resnet34_v1b,91.090,8.910,98.180,1.820,21.80,224,0.875,bicubic
deit_tiny_distilled_patch16_224,91.090,8.910,98.270,1.730,5.91,224,0.900,bicubic
crossvit_9_240,91.070,8.930,98.310,1.690,8.55,240,0.875,bicubic
vgg19_bn,90.990,9.010,98.120,1.880,143.68,224,0.875,bilinear
pit_ti_distilled_224,90.900,9.100,98.230,1.770,5.10,224,0.900,bicubic
eca_botnext26ts_256,90.850,9.150,97.750,2.250,10.59,256,0.950,bicubic
regnetx_006,90.750,9.250,98.100,1.900,6.20,224,0.875,bicubic
regnety_004,90.750,9.250,98.080,1.920,4.34,224,0.875,bicubic
ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear
@ -483,10 +487,10 @@ spnasnet_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear
convit_tiny,90.550,9.450,98.210,1.790,5.71,224,0.875,bicubic
crossvit_tiny_240,90.530,9.470,97.950,2.050,7.01,240,0.875,bicubic
vgg16_bn,90.520,9.480,97.990,2.010,138.37,224,0.875,bilinear
ghostnet_100,90.440,9.560,97.840,2.160,5.18,224,0.875,bilinear
pit_ti_224,90.440,9.560,98.020,1.980,4.85,224,0.900,bicubic
tv_resnet34,90.310,9.690,97.970,2.030,21.80,224,0.875,bilinear
ghostnet_100,90.440,9.560,97.840,2.160,5.18,224,0.875,bilinear
tf_mobilenetv3_large_075,90.310,9.690,97.880,2.120,3.99,224,0.875,bilinear
tv_resnet34,90.310,9.690,97.970,2.030,21.80,224,0.875,bilinear
xcit_nano_12_p16_224_dist,90.190,9.810,97.760,2.240,3.05,224,1.000,bicubic
skresnet18,90.170,9.830,97.780,2.220,11.96,224,0.875,bicubic
resnet18d,89.990,10.010,97.840,2.160,11.71,224,0.875,bicubic
@ -509,7 +513,6 @@ resnet18,88.160,11.840,97.120,2.880,11.69,224,0.875,bilinear
vgg13,87.550,12.450,97.120,2.880,133.05,224,0.875,bilinear
regnetx_002,87.360,12.640,96.990,3.010,2.68,224,0.875,bicubic
vgg11,87.330,12.670,97.110,2.890,132.86,224,0.875,bilinear
botnet26t_256,87.240,12.760,96.750,3.250,12.49,256,0.950,bicubic
dla60x_c,87.080,12.920,97.140,2.860,1.32,224,0.875,bilinear
mixer_l16_224,86.960,13.040,94.030,5.970,208.20,224,0.875,bicubic
tf_mobilenetv3_small_100,85.990,14.010,96.410,3.590,2.54,224,0.875,bilinear

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
66 vit_base_patch16_224 96.300 3.700 99.560 0.440 86.57 224 0.900 bicubic
67 resnetv2_101x3_bitm 96.290 3.710 99.580 0.420 387.93 448 1.000 bilinear
68 resnetv2_50x3_bitm 96.290 3.710 99.630 0.370 217.32 448 1.000 bilinear
swsl_resnext101_32x16d 96.280 3.720 99.500 0.500 194.03 224 0.875 bilinear
69 tf_efficientnet_b6 96.280 3.720 99.520 0.480 43.04 528 0.942 bicubic
70 swsl_resnext101_32x16d 96.280 3.720 99.500 0.500 194.03 224 0.875 bilinear
71 efficientnetv2_rw_m 96.270 3.730 99.560 0.440 53.24 416 1.000 bicubic
72 xcit_medium_24_p16_224_dist 96.260 3.740 99.400 0.600 84.40 224 1.000 bicubic
73 xcit_tiny_24_p8_384_dist 96.250 3.750 99.440 0.560 12.11 384 1.000 bicubic
79 crossvit_18_dagger_408 96.110 3.890 99.470 0.530 44.61 408 1.000 bicubic
80 resnet200d 96.110 3.890 99.460 0.540 64.69 320 1.000 bicubic
81 tf_efficientnet_b3_ns 96.110 3.890 99.470 0.530 12.23 300 0.904 bicubic
tf_efficientnet_b5_ap 96.080 3.920 99.540 0.460 30.39 456 0.934 bicubic
resnest200e 96.080 3.920 99.470 0.530 70.20 320 0.909 bicubic
82 pit_b_distilled_224 96.080 3.920 99.380 0.620 74.79 224 0.900 bicubic
83 resnest200e 96.080 3.920 99.470 0.530 70.20 320 0.909 bicubic
84 tf_efficientnet_b5_ap 96.080 3.920 99.540 0.460 30.39 456 0.934 bicubic
85 resnetrs270 96.070 3.930 99.480 0.520 129.86 352 1.000 bicubic
vit_small_r26_s32_384 96.060 3.940 99.550 0.450 36.47 384 1.000 bicubic
86 xcit_large_24_p8_224 96.060 3.940 99.150 0.850 188.93 224 1.000 bicubic
87 vit_small_r26_s32_384 96.060 3.940 99.550 0.450 36.47 384 1.000 bicubic
88 swsl_resnext101_32x4d 96.050 3.950 99.540 0.460 44.18 224 0.875 bilinear
89 vit_base_patch16_224_miil 96.040 3.960 99.350 0.650 86.54 224 0.875 bilinear
90 cait_xs24_384 96.010 3.990 99.430 0.570 26.67 384 1.000 bicubic
95 xcit_small_12_p8_224_dist 95.960 4.040 99.420 0.580 26.21 224 1.000 bicubic
96 ig_resnext101_32x8d 95.950 4.050 99.390 0.610 88.79 224 0.875 bilinear
97 eca_nfnet_l1 95.920 4.080 99.500 0.500 41.41 320 1.000 bicubic
xcit_small_24_p8_224 95.910 4.090 99.180 0.820 47.63 224 1.000 bicubic
98 vit_base_patch32_384 95.910 4.090 99.440 0.560 88.30 384 1.000 bicubic
99 xcit_small_24_p8_224 95.910 4.090 99.180 0.820 47.63 224 1.000 bicubic
100 regnety_160 95.900 4.100 99.560 0.440 83.59 288 1.000 bicubic
resmlp_big_24_distilled_224 95.870 4.130 99.440 0.560 129.14 224 0.875 bicubic
101 xcit_medium_24_p8_224 95.870 4.130 99.090 0.910 84.32 224 1.000 bicubic
102 resmlp_big_24_distilled_224 95.870 4.130 99.440 0.560 129.14 224 0.875 bicubic
103 regnetz_d 95.860 4.140 99.440 0.560 27.58 320 0.950 bicubic
104 resnet152d 95.850 4.150 99.430 0.570 60.21 320 1.000 bicubic
105 crossvit_15_dagger_408 95.820 4.180 99.300 0.700 28.50 408 1.000 bicubic
108 resnet101d 95.750 4.250 99.440 0.560 44.57 320 1.000 bicubic
109 xcit_small_12_p16_224_dist 95.750 4.250 99.290 0.710 26.25 224 1.000 bicubic
110 resnetv2_152x2_bit_teacher 95.730 4.270 99.430 0.570 236.34 224 0.875 bicubic
swin_small_patch4_window7_224 95.720 4.280 99.290 0.710 49.61 224 0.900 bicubic
111 twins_pcpvt_large 95.720 4.280 99.490 0.510 60.99 224 0.900 bicubic
112 twins_svt_large 95.720 4.280 99.370 0.630 99.27 224 0.900 bicubic
113 tf_efficientnetv2_s swin_small_patch4_window7_224 95.710 95.720 4.290 4.280 99.400 99.290 0.600 0.710 21.46 49.61 384 224 1.000 0.900 bicubic
114 dm_nfnet_f0 95.710 4.290 99.330 0.670 71.49 256 0.900 bicubic
115 tf_efficientnetv2_s 95.710 4.290 99.400 0.600 21.46 384 1.000 bicubic
116 efficientnetv2_rw_s 95.700 4.300 99.380 0.620 23.94 384 1.000 bicubic
117 deit_base_patch16_384 95.660 4.340 99.240 0.760 86.86 384 1.000 bicubic
118 cait_s24_224 95.640 4.360 99.390 0.610 46.92 224 1.000 bicubic
swsl_resnext50_32x4d 95.590 4.410 99.440 0.560 25.03 224 0.875 bilinear
119 tf_efficientnet_b4 95.590 4.410 99.320 0.680 19.34 380 0.922 bicubic
120 swsl_resnext50_32x4d 95.590 4.410 99.440 0.560 25.03 224 0.875 bilinear
121 resnest101e 95.580 4.420 99.270 0.730 48.28 256 0.875 bilinear
122 twins_svt_base 95.570 4.430 99.230 0.770 56.07 224 0.900 bicubic
123 efficientnet_b4 95.540 4.460 99.400 0.600 19.34 384 1.000 bicubic
128 tf_efficientnet_b4_ap 95.500 4.500 99.390 0.610 19.34 380 0.922 bicubic
129 regnety_032 95.470 4.530 99.320 0.680 19.44 288 1.000 bicubic
130 twins_pcpvt_base 95.470 4.530 99.380 0.620 43.83 224 0.900 bicubic
xcit_tiny_24_p16_384_dist 95.460 4.540 99.350 0.650 12.12 384 1.000 bicubic
131 xcit_tiny_24_p8_224_dist 95.460 4.540 99.370 0.630 12.11 224 1.000 bicubic
132 xcit_tiny_24_p16_384_dist 95.460 4.540 99.350 0.650 12.12 384 1.000 bicubic
133 eca_nfnet_l0 95.450 4.550 99.390 0.610 24.14 288 1.000 bicubic
nfnet_l0 95.420 4.580 99.430 0.570 35.07 288 1.000 bicubic
134 xcit_small_12_p8_224 95.420 4.580 99.200 0.800 26.21 224 1.000 bicubic
135 nfnet_l0 95.420 4.580 99.430 0.570 35.07 288 1.000 bicubic
136 regnetz_c 95.410 4.590 99.310 0.690 13.46 320 0.940 bicubic
137 ssl_resnext101_32x16d 95.400 4.600 99.410 0.590 194.03 224 0.875 bilinear
138 tresnet_m 95.400 4.600 99.150 0.850 31.39 224 0.875 bilinear
161 ecaresnet50t 95.110 4.890 99.290 0.710 25.57 320 0.950 bicubic
162 resnet61q 95.110 4.890 99.080 0.920 36.85 288 1.000 bicubic
163 convit_base 95.100 4.900 99.130 0.870 86.54 224 0.875 bicubic
tresnet_xl 95.080 4.920 99.250 0.750 78.44 224 0.875 bilinear
164 efficientnetv2_rw_t 95.080 4.920 99.220 0.780 13.65 288 1.000 bicubic
165 tresnet_xl 95.080 4.920 99.250 0.750 78.44 224 0.875 bilinear
166 xcit_small_24_p16_224 95.070 4.930 99.060 0.940 47.67 224 1.000 bicubic
167 crossvit_base_240 95.060 4.940 98.980 1.020 105.03 240 0.875 bicubic
168 crossvit_18_240 95.050 4.950 99.120 0.880 43.27 240 0.875 bicubic
169 deit_base_patch16_224 95.020 4.980 98.970 1.030 86.57 224 0.900 bicubic
crossvit_15_dagger_240 94.970 5.030 99.150 0.850 28.21 240 0.875 bicubic
170 visformer_small 94.970 5.030 99.210 0.790 40.22 224 0.900 bicubic
171 crossvit_15_dagger_240 94.970 5.030 99.150 0.850 28.21 240 0.875 bicubic
172 tf_efficientnet_b3_ap 94.960 5.040 99.110 0.890 12.23 300 0.904 bicubic
173 convmixer_1536_20 94.950 5.050 99.170 0.830 51.63 224 0.960 bicubic
174 xcit_large_24_p16_224 94.950 5.050 98.830 1.170 189.10 224 1.000 bicubic
178 convit_small 94.920 5.080 99.120 0.880 27.78 224 0.875 bicubic
179 gernet_l 94.920 5.080 99.200 0.800 31.08 256 0.875 bilinear
180 tf_efficientnet_b3 94.910 5.090 99.100 0.900 12.23 300 0.904 bicubic
vit_small_patch16_224 94.900 5.100 99.280 0.720 22.05 224 0.900 bicubic
181 tresnet_l 94.900 5.100 99.030 0.970 55.99 224 0.875 bilinear
182 vit_small_patch16_224 94.900 5.100 99.280 0.720 22.05 224 0.900 bicubic
183 mixer_b16_224_miil 94.890 5.110 99.080 0.920 59.88 224 0.875 bilinear
184 tf_efficientnet_b1_ns 94.880 5.120 99.250 0.750 7.79 240 0.882 bicubic
tf_efficientnet_lite4 94.870 5.130 99.090 0.910 13.01 380 0.920 bilinear
185 xcit_tiny_24_p8_224 94.870 5.130 99.190 0.810 12.11 224 1.000 bicubic
186 tf_efficientnet_lite4 94.870 5.130 99.090 0.910 13.01 380 0.920 bilinear
187 xcit_small_12_p16_224 94.810 5.190 99.060 0.940 26.25 224 1.000 bicubic
188 seresnext50_32x4d 94.800 5.200 99.130 0.870 27.56 224 0.875 bicubic
189 pit_b_224 94.790 5.210 98.810 1.190 73.76 224 0.900 bicubic
204 tresnet_m_448 94.670 5.330 99.170 0.830 31.39 448 0.875 bilinear
205 gluon_seresnext101_64x4d 94.660 5.340 98.970 1.030 88.23 224 0.875 bicubic
206 wide_resnet50_2 94.650 5.350 99.050 0.950 68.88 224 0.875 bicubic
halonet50ts 94.640 5.360 98.900 1.100 22.73 256 0.940 bicubic
207 swin_tiny_patch4_window7_224 94.640 5.360 99.120 0.880 28.29 224 0.900 bicubic
208 resnest50d 94.620 5.380 99.030 0.970 27.48 224 0.875 bilinear
209 gcresnet50t 94.610 5.390 98.990 1.010 25.90 256 0.900 bicubic
210 lamhalobotnet50ts_256 94.610 5.390 98.610 1.390 22.57 256 0.950 bicubic
211 twins_pcpvt_small 94.600 5.400 99.140 0.860 24.11 224 0.900 bicubic
pit_s_224 94.590 5.410 98.930 1.070 23.46 224 0.900 bicubic
212 crossvit_small_240 94.590 5.410 99.120 0.880 26.86 240 0.875 bicubic
213 deit_small_distilled_patch16_224 94.590 5.410 99.090 0.910 22.44 224 0.900 bicubic
214 pit_s_224 94.590 5.410 98.930 1.070 23.46 224 0.900 bicubic
215 efficientnet_b3_pruned 94.580 5.420 99.070 0.930 9.86 300 0.904 bicubic
216 tnt_s_patch16_224 94.570 5.430 99.180 0.820 23.76 224 0.900 bicubic
217 vit_small_patch32_384 94.570 5.430 99.140 0.860 22.92 384 1.000 bicubic
218 lambda_resnet50ts 94.560 5.440 98.650 1.350 21.54 256 0.950 bicubic
219 repvgg_b3 94.560 5.440 98.910 1.090 123.09 224 0.875 bilinear
220 gernet_m 94.550 5.450 98.920 1.080 21.14 224 0.875 bilinear
221 halo2botnet50ts_256 94.550 5.450 98.760 1.240 22.64 256 0.950 bicubic
222 resmlp_36_distilled_224 94.550 5.450 99.160 0.840 44.69 224 0.875 bicubic
223 xcit_tiny_12_p16_384_dist 94.540 5.460 99.170 0.830 6.72 384 1.000 bicubic
224 sehalonet33ts 94.530 5.470 98.780 1.220 13.69 256 0.940 bicubic
haloregnetz_b 94.500 5.500 98.960 1.040 11.68 224 0.940 bicubic
225 regnety_320 94.500 5.500 99.170 0.830 145.05 224 0.875 bicubic
226 haloregnetz_b 94.500 5.500 98.960 1.040 11.68 224 0.940 bicubic
227 repvgg_b3g4 94.490 5.510 99.020 0.980 83.83 224 0.875 bilinear
228 gluon_resnet152_v1d 94.460 5.540 99.000 1.000 60.21 224 0.875 bicubic
229 ecaresnet101d_pruned 94.440 5.560 99.100 0.900 24.88 224 0.875 bicubic
gluon_seresnext101_32x4d 94.430 5.570 99.090 0.910 48.96 224 0.875 bicubic
230 convmixer_768_32 94.430 5.570 99.110 0.890 21.11 224 0.960 bicubic
231 gluon_seresnext101_32x4d 94.430 5.570 99.090 0.910 48.96 224 0.875 bicubic
232 halonet50ts 94.420 5.580 98.760 1.240 22.73 256 0.940 bicubic
233 gcresnext50ts 94.410 5.590 98.990 1.010 15.67 256 0.900 bicubic
234 levit_256 94.410 5.590 99.060 0.940 18.89 224 0.900 bicubic
235 nf_resnet50 94.380 5.620 99.070 0.930 25.56 288 0.940 bicubic
246 regnetx_120 94.290 5.710 99.200 0.800 46.11 224 0.875 bicubic
247 resnetv2_50 94.290 5.710 98.930 1.070 25.55 224 0.950 bicubic
248 tf_efficientnet_b2_ap 94.280 5.720 98.950 1.050 9.11 260 0.890 bicubic
resmlp_big_24_224 94.270 5.730 98.820 1.180 129.14 224 0.875 bicubic
249 rexnet_150 94.270 5.730 99.090 0.910 9.73 224 0.875 bicubic
250 resmlp_big_24_224 94.270 5.730 98.820 1.180 129.14 224 0.875 bicubic
251 seresnet33ts 94.260 5.740 98.780 1.220 19.78 256 0.900 bicubic
252 mixnet_xl 94.220 5.780 98.810 1.190 11.90 224 0.875 bicubic
253 xcit_tiny_24_p16_224_dist 94.220 5.780 98.960 1.040 12.12 224 1.000 bicubic
254 ecaresnet50d 94.210 5.790 99.010 0.990 25.58 224 0.875 bicubic
255 regnetx_320 94.210 5.790 99.050 0.950 107.81 224 0.875 bicubic
256 tf_efficientnet_b2 94.200 5.800 99.030 0.970 9.11 260 0.890 bicubic
dpn92 94.180 5.820 98.930 1.070 37.67 224 0.875 bicubic
gluon_resnet101_v1d 94.180 5.820 98.950 1.050 44.57 224 0.875 bicubic
257 gluon_resnet101_v1s 94.180 5.820 99.020 0.980 44.67 224 0.875 bicubic
258 gluon_resnet101_v1d 94.180 5.820 98.950 1.050 44.57 224 0.875 bicubic
259 dpn92 94.180 5.820 98.930 1.070 37.67 224 0.875 bicubic
260 gluon_seresnext50_32x4d 94.180 5.820 98.910 1.090 27.56 224 0.875 bicubic
261 legacy_seresnext101_32x4d 94.170 5.830 98.970 1.030 48.96 224 0.875 bilinear
262 ecaresnetlight 94.140 5.860 98.950 1.050 30.16 224 0.875 bicubic
263 ens_adv_inception_resnet_v2 94.140 5.860 98.790 1.210 55.84 299 0.897 bicubic
264 regnety_064 94.140 5.860 99.030 0.970 30.58 224 0.875 bicubic
ecaresnetlight 94.140 5.860 98.950 1.050 30.16 224 0.875 bicubic
265 gluon_resnext101_32x4d 94.120 5.880 98.940 1.060 44.18 224 0.875 bicubic
266 tf_efficientnet_lite3 94.110 5.890 98.960 1.040 8.20 300 0.904 bilinear
267 cspdarknet53 94.100 5.900 98.980 1.020 27.64 256 0.887 bilinear
268 seresnet50 94.080 5.920 98.950 1.050 28.09 224 0.875 bicubic
269 resnet50d 94.070 5.930 98.920 1.080 25.58 224 0.875 bicubic
efficientnet_el_pruned 94.060 5.940 99.020 0.980 10.59 300 0.904 bicubic
270 regnety_120 94.060 5.940 99.020 0.980 51.82 224 0.875 bicubic
271 tf_efficientnetv2_b2 94.060 5.940 98.940 1.060 10.10 260 0.890 bicubic
272 efficientnet_el_pruned 94.060 5.940 99.020 0.980 10.59 300 0.904 bicubic
273 gluon_xception65 94.040 5.960 99.030 0.970 39.92 299 0.903 bicubic
hrnet_w48 94.030 5.970 99.030 0.970 77.47 224 0.875 bilinear
274 resnetrs50 94.030 5.970 98.830 1.170 35.69 224 0.910 bicubic
275 hrnet_w48 94.030 5.970 99.030 0.970 77.47 224 0.875 bilinear
276 gluon_resnet152_v1b 94.020 5.980 98.750 1.250 60.19 224 0.875 bicubic
277 dla102x2 94.010 5.990 99.030 0.970 41.28 224 0.875 bilinear
278 deit_small_patch16_224 93.990 6.010 98.960 1.040 22.05 224 0.900 bicubic
280 skresnext50_32x4d 93.950 6.050 98.830 1.170 27.48 224 0.875 bicubic
281 resnet50 93.950 6.050 98.470 1.530 25.56 224 0.950 bicubic
282 cait_xxs36_224 93.940 6.060 98.880 1.120 17.30 224 1.000 bicubic
dpn98 93.930 6.070 98.920 1.080 61.57 224 0.875 bicubic
283 ecaresnet26t 93.930 6.070 98.930 1.070 16.01 320 0.950 bicubic
284 regnetx_160 dpn98 93.900 93.930 6.100 6.070 99.080 98.920 0.920 1.080 54.28 61.57 224 0.875 bicubic
regnety_080 93.900 6.100 98.990 1.010 39.18 224 0.875 bicubic
285 xception71 93.900 6.100 98.950 1.050 42.34 299 0.903 bicubic
286 nf_regnet_b1 regnety_080 93.890 93.900 6.110 6.100 98.750 98.990 1.250 1.010 10.22 39.18 288 224 0.900 0.875 bicubic
287 regnetx_160 93.900 6.100 99.080 0.920 54.28 224 0.875 bicubic
288 vit_base_patch16_sam_224 93.890 6.110 98.890 1.110 86.57 224 0.900 bicubic
289 nf_regnet_b1 93.890 6.110 98.750 1.250 10.22 288 0.900 bicubic
290 gluon_resnet152_v1c 93.880 6.120 98.800 1.200 60.21 224 0.875 bicubic
291 eca_resnet33ts 93.870 6.130 98.890 1.110 19.68 256 0.900 bicubic
292 ese_vovnet39b 93.850 6.150 98.900 1.100 24.57 224 0.875 bicubic
293 hrnet_w64 93.850 6.150 98.930 1.070 128.06 224 0.875 bilinear
xcit_tiny_24_p16_224 93.850 6.150 98.770 1.230 12.12 224 1.000 bicubic
294 resnext50_32x4d 93.850 6.150 98.820 1.180 25.03 224 0.875 bicubic
295 ese_vovnet39b xcit_tiny_24_p16_224 93.850 6.150 98.900 98.770 1.100 1.230 24.57 12.12 224 0.875 1.000 bicubic
296 cspresnet50 93.850 6.150 98.870 1.130 21.62 256 0.887 bilinear
ecaresnet50d_pruned 93.820 6.180 99.000 1.000 19.94 224 0.875 bicubic
297 gcresnet33ts 93.820 6.180 98.930 1.070 19.88 256 0.900 bicubic
298 ecaresnet50d_pruned 93.820 6.180 99.000 1.000 19.94 224 0.875 bicubic
299 repvgg_b2g4 93.820 6.180 98.920 1.080 61.76 224 0.875 bilinear
efficientnet_b2_pruned 93.800 6.200 98.910 1.090 8.31 260 0.890 bicubic
300 resnext50d_32x4d 93.800 6.200 98.730 1.270 25.05 224 0.875 bicubic
301 efficientnet_b2_pruned 93.800 6.200 98.910 1.090 8.31 260 0.890 bicubic
302 regnetx_080 93.790 6.210 98.900 1.100 39.57 224 0.875 bicubic
303 dla169 93.780 6.220 98.830 1.170 53.39 224 0.875 bilinear
cspresnext50 93.770 6.230 98.840 1.160 20.57 224 0.875 bilinear
gluon_resnet101_v1b 93.770 6.230 98.720 1.280 44.55 224 0.875 bicubic
304 resnext101_32x8d 93.770 6.230 98.950 1.050 88.79 224 0.875 bilinear
305 gluon_resnet101_v1b 93.770 6.230 98.720 1.280 44.55 224 0.875 bicubic
306 cspresnext50 93.770 6.230 98.840 1.160 20.57 224 0.875 bilinear
307 dpn131 93.760 6.240 98.850 1.150 79.25 224 0.875 bicubic
308 tf_efficientnet_b0_ns 93.760 6.240 98.980 1.020 5.29 224 0.875 bicubic
309 efficientnet_em 93.750 6.250 98.920 1.080 6.90 240 0.882 bicubic
315 tf_efficientnet_b1 93.710 6.290 98.800 1.200 7.79 240 0.882 bicubic
316 tf_efficientnetv2_b1 93.700 6.300 98.810 1.190 8.14 240 0.882 bicubic
317 rexnet_130 93.690 6.310 98.720 1.280 7.56 224 0.875 bicubic
gluon_resnext50_32x4d 93.670 6.330 98.700 1.300 25.03 224 0.875 bicubic
318 regnetx_040 93.670 6.330 98.950 1.050 22.12 224 0.875 bicubic
319 resmlp_36_224 93.670 6.330 98.950 1.050 44.69 224 0.875 bicubic
320 gluon_resnext50_32x4d 93.670 6.330 98.700 1.300 25.03 224 0.875 bicubic
321 gluon_resnet101_v1c 93.660 6.340 98.760 1.240 44.57 224 0.875 bicubic
regnetx_064 93.650 6.350 99.050 0.950 26.21 224 0.875 bicubic
322 xception 93.650 6.350 98.770 1.230 22.86 299 0.897 bicubic
323 regnetx_064 93.650 6.350 99.050 0.950 26.21 224 0.875 bicubic
324 tf_efficientnet_b1_ap 93.640 6.360 98.780 1.220 7.79 240 0.882 bicubic
325 hrnet_w44 93.620 6.380 98.950 1.050 67.06 224 0.875 bilinear
326 resnet33ts 93.620 6.380 98.770 1.230 19.68 256 0.900 bicubic
327 regnety_040 93.610 6.390 98.960 1.040 20.65 224 0.875 bicubic
328 halonet26t 93.610 6.390 98.640 1.360 12.48 256 0.950 bicubic
329 dpn68b 93.600 6.400 98.710 1.290 12.61 224 0.875 bicubic
gluon_inception_v3 93.590 6.410 98.840 1.160 23.83 299 0.875 bicubic
330 gluon_resnet50_v1s 93.590 6.410 98.830 1.170 25.68 224 0.875 bicubic
331 gluon_inception_v3 93.590 6.410 98.840 1.160 23.83 299 0.875 bicubic
332 res2net50_26w_6s 93.580 6.420 98.740 1.260 37.05 224 0.875 bilinear
333 tf_efficientnet_cc_b1_8e 93.580 6.420 98.690 1.310 39.72 240 0.882 bicubic
334 repvgg_b2 93.570 6.430 99.070 0.930 89.02 224 0.875 bilinear
345 selecsls60b 93.480 6.520 98.840 1.160 32.77 224 0.875 bicubic
346 legacy_seresnet152 93.460 6.540 98.850 1.150 66.82 224 0.875 bilinear
347 lambda_resnet26rpt_256 93.440 6.560 98.880 1.120 10.99 256 0.940 bicubic
348 botnet26t_256 93.440 6.560 98.660 1.340 12.49 256 0.950 bicubic
349 res2net50_26w_8s 93.430 6.570 98.670 1.330 48.40 224 0.875 bilinear
350 resmlp_24_224 93.430 6.570 98.810 1.190 30.02 224 0.875 bicubic
351 vit_tiny_patch16_384 93.430 6.570 98.840 1.160 5.79 384 1.000 bicubic
354 repvgg_b1 93.410 6.590 98.780 1.220 57.42 224 0.875 bilinear
355 lambda_resnet26t 93.400 6.600 98.760 1.240 10.96 256 0.940 bicubic
356 dla60_res2net 93.380 6.620 98.830 1.170 20.85 224 0.875 bilinear
357 eca_botnext26ts_256 93.360 6.640 98.690 1.310 10.59 256 0.950 bicubic
358 xcit_tiny_12_p16_224_dist 93.340 6.660 98.750 1.250 6.72 224 1.000 bicubic
dla102 93.290 6.710 98.780 1.220 33.27 224 0.875 bilinear
legacy_seresnet101 93.290 6.710 98.750 1.250 49.33 224 0.875 bilinear
359 mixnet_l 93.290 6.710 98.710 1.290 7.33 224 0.875 bicubic
360 legacy_seresnet101 93.290 6.710 98.750 1.250 49.33 224 0.875 bilinear
361 dla102 93.290 6.710 98.780 1.220 33.27 224 0.875 bilinear
362 regnetx_032 93.270 6.730 98.740 1.260 15.30 224 0.875 bicubic
363 resnest26d 93.260 6.740 98.840 1.160 17.07 224 0.875 bilinear
364 tv_resnet152 93.260 6.740 98.750 1.250 60.19 224 0.875 bilinear
365 xcit_nano_12_p8_384_dist 93.250 6.750 98.850 1.150 3.05 384 1.000 bicubic
366 pit_xs_distilled_224 93.230 6.770 98.820 1.180 11.00 224 0.900 bicubic
dla60x 93.210 6.790 98.720 1.280 17.35 224 0.875 bilinear
367 tf_inception_v3 93.210 6.790 98.490 1.510 23.83 299 0.875 bicubic
368 dla60x 93.210 6.790 98.720 1.280 17.35 224 0.875 bilinear
369 tf_efficientnet_em 93.200 6.800 98.680 1.320 6.90 240 0.882 bicubic
370 res2net50_26w_4s 93.180 6.820 98.670 1.330 25.70 224 0.875 bilinear
371 eca_halonext26ts 93.140 6.860 98.690 1.310 10.76 256 0.940 bicubic
373 bat_resnext26ts 93.100 6.900 98.720 1.280 10.73 256 0.900 bicubic
374 tf_efficientnetv2_b0 93.060 6.940 98.700 1.300 7.14 224 0.875 bicubic
375 tf_mixnet_l 93.050 6.950 98.540 1.460 7.33 224 0.875 bicubic
levit_128 93.040 6.960 98.690 1.310 9.21 224 0.900 bicubic
376 repvgg_b1g4 93.040 6.960 98.820 1.180 39.97 224 0.875 bilinear
377 levit_128 93.040 6.960 98.690 1.310 9.21 224 0.900 bicubic
378 regnety_016 93.030 6.970 98.690 1.310 11.20 224 0.875 bicubic
res2net50_14w_8s 93.020 6.980 98.700 1.300 25.06 224 0.875 bilinear
379 efficientnet_b1 93.020 6.980 98.710 1.290 7.79 256 1.000 bicubic
380 res2net50_14w_8s 93.020 6.980 98.700 1.300 25.06 224 0.875 bilinear
381 selecsls60 93.000 7.000 98.830 1.170 30.67 224 0.875 bicubic
382 adv_inception_v3 92.990 7.010 98.480 1.520 23.83 299 0.875 bicubic
383 hardcorenas_f 92.980 7.020 98.620 1.380 8.20 224 0.875 bilinear
efficientnet_b1_pruned 92.960 7.040 98.520 1.480 6.33 240 0.882 bicubic
384 hardcorenas_e 92.960 7.040 98.570 1.430 8.07 224 0.875 bilinear
385 efficientnet_b1_pruned 92.960 7.040 98.520 1.480 6.33 240 0.882 bicubic
386 hrnet_w32 92.950 7.050 98.840 1.160 41.23 224 0.875 bilinear
387 efficientnet_es 92.940 7.060 98.690 1.310 5.44 224 0.875 bicubic
388 gluon_resnet50_v1c 92.920 7.080 98.710 1.290 25.58 224 0.875 bicubic
389 tv_resnext50_32x4d 92.910 7.090 98.730 1.270 25.03 224 0.875 bilinear
inception_v3 92.900 7.100 98.320 1.680 23.83 299 0.875 bicubic
390 pit_xs_224 92.900 7.100 98.790 1.210 10.62 224 0.900 bicubic
391 inception_v3 92.900 7.100 98.320 1.680 23.83 299 0.875 bicubic
392 densenet161 92.880 7.120 98.810 1.190 28.68 224 0.875 bicubic
393 tv_resnet101 92.880 7.120 98.660 1.340 44.55 224 0.875 bilinear
394 resmlp_12_distilled_224 92.870 7.130 98.630 1.370 15.35 224 0.875 bicubic
399 res2net50_48w_2s 92.800 7.200 98.470 1.530 25.29 224 0.875 bilinear
400 seresnext26ts 92.790 7.210 98.600 1.400 10.39 256 0.900 bicubic
401 seresnext26t_32x4d 92.770 7.230 98.550 1.450 16.81 224 0.875 bicubic
crossvit_9_dagger_240 92.750 7.250 98.510 1.490 8.78 240 0.875 bicubic
402 hrnet_w18 92.750 7.250 98.650 1.350 21.30 224 0.875 bilinear
403 densenet201 crossvit_9_dagger_240 92.690 92.750 7.310 7.250 98.660 98.510 1.340 1.490 20.01 8.78 224 240 0.875 bicubic
404 dla60 92.690 7.310 98.630 1.370 22.04 224 0.875 bilinear
405 densenet201 92.690 7.310 98.660 1.340 20.01 224 0.875 bicubic
406 resnet26t 92.680 7.320 98.600 1.400 16.01 256 0.940 bicubic
407 gmixer_24_224 92.670 7.330 98.260 1.740 24.72 224 0.875 bicubic
408 legacy_seresnet50 92.670 7.330 98.660 1.340 28.09 224 0.875 bilinear
417 skresnet34 92.560 7.440 98.510 1.490 22.28 224 0.875 bicubic
418 gluon_resnet50_v1b 92.550 7.450 98.550 1.450 25.56 224 0.875 bicubic
419 selecsls42b 92.480 7.520 98.440 1.560 32.46 224 0.875 bicubic
efficientnet_b0 92.470 7.530 98.680 1.320 5.29 224 0.875 bicubic
420 gcresnext26ts 92.470 7.530 98.500 1.500 10.48 256 0.900 bicubic
421 efficientnet_b0 92.470 7.530 98.680 1.320 5.29 224 0.875 bicubic
422 xcit_tiny_12_p16_224 92.460 7.540 98.630 1.370 6.72 224 1.000 bicubic
423 gernet_s 92.440 7.560 98.490 1.510 8.17 224 0.875 bilinear
424 seresnext26d_32x4d 92.430 7.570 98.540 1.460 16.81 224 0.875 bicubic
425 eca_resnext26ts 92.420 7.580 98.610 1.390 10.30 256 0.900 bicubic
426 xcit_nano_12_p8_224_dist 92.410 7.590 98.510 1.490 3.05 224 1.000 bicubic
tf_efficientnet_b0 92.400 7.600 98.470 1.530 5.29 224 0.875 bicubic
427 densenetblur121d 92.400 7.600 98.420 1.580 8.00 224 0.875 bicubic
428 tf_efficientnet_b0 92.400 7.600 98.470 1.530 5.29 224 0.875 bicubic
429 convmixer_1024_20_ks9_p14 92.350 7.650 98.420 1.580 24.38 224 0.960 bicubic
430 hardcorenas_c 92.330 7.670 98.340 1.660 5.52 224 0.875 bilinear
431 tf_efficientnet_lite1 92.320 7.680 98.490 1.510 5.42 240 0.882 bicubic
432 densenet169 92.290 7.710 98.590 1.410 14.15 224 0.875 bicubic
dpn68 92.260 7.740 98.600 1.400 12.61 224 0.875 bicubic
433 mixnet_m 92.260 7.740 98.370 1.630 5.01 224 0.875 bicubic
434 mobilenetv3_large_100_miil dpn68 92.250 92.260 7.750 7.740 98.250 98.600 1.750 1.400 5.48 12.61 224 0.875 bilinear bicubic
435 resnet26d 92.250 7.750 98.470 1.530 16.01 224 0.875 bicubic
436 mobilenetv3_large_100_miil 92.250 7.750 98.250 1.750 5.48 224 0.875 bilinear
437 resnext26ts 92.210 7.790 98.280 1.720 10.30 256 0.900 bicubic
438 tf_mixnet_m 92.170 7.830 98.420 1.580 5.01 224 0.875 bicubic
439 vit_small_patch32_224 92.150 7.850 98.510 1.490 22.88 224 0.900 bicubic
457 regnety_006 91.580 8.420 98.430 1.570 6.06 224 0.875 bicubic
458 mobilenetv3_rw 91.550 8.450 98.270 1.730 5.48 224 0.875 bicubic
459 levit_128s 91.500 8.500 98.400 1.600 7.78 224 0.900 bicubic
mobilenetv3_large_100 91.480 8.520 98.330 1.670 5.48 224 0.875 bicubic
460 legacy_seresnet34 91.480 8.520 98.200 1.800 21.96 224 0.875 bilinear
461 mobilenetv3_large_100 91.480 8.520 98.330 1.670 5.48 224 0.875 bicubic
462 resnet26 91.460 8.540 98.270 1.730 16.00 224 0.875 bicubic
463 tf_mobilenetv3_large_100 91.410 8.590 98.250 1.750 5.48 224 0.875 bilinear
464 tv_densenet121 91.400 8.600 98.250 1.750 7.98 224 0.875 bicubic
468 dla34 91.250 8.750 98.180 1.820 15.74 224 0.875 bilinear
469 efficientnet_lite0 91.250 8.750 98.250 1.750 4.65 224 0.875 bicubic
470 mnasnet_100 91.200 8.800 98.040 1.960 4.38 224 0.875 bicubic
regnetx_008 91.190 8.810 98.370 1.630 7.26 224 0.875 bicubic
471 resnet34 91.190 8.810 98.230 1.770 21.80 224 0.875 bilinear
472 regnetx_008 91.190 8.810 98.370 1.630 7.26 224 0.875 bicubic
473 hrnet_w18_small_v2 91.170 8.830 98.350 1.650 15.60 224 0.875 bilinear
474 resnest14d 91.150 8.850 98.350 1.650 10.61 224 0.875 bilinear
475 mixer_b16_224 91.130 8.870 97.410 2.590 59.88 224 0.875 bicubic
476 xcit_nano_12_p8_224 91.100 8.900 98.240 1.760 3.05 224 1.000 bicubic
477 swsl_resnet18 91.090 8.910 98.210 1.790 11.69 224 0.875 bilinear
deit_tiny_distilled_patch16_224 91.090 8.910 98.270 1.730 5.91 224 0.900 bicubic
478 gluon_resnet34_v1b 91.090 8.910 98.180 1.820 21.80 224 0.875 bicubic
479 deit_tiny_distilled_patch16_224 91.090 8.910 98.270 1.730 5.91 224 0.900 bicubic
480 crossvit_9_240 91.070 8.930 98.310 1.690 8.55 240 0.875 bicubic
481 vgg19_bn 90.990 9.010 98.120 1.880 143.68 224 0.875 bilinear
482 pit_ti_distilled_224 90.900 9.100 98.230 1.770 5.10 224 0.900 bicubic
eca_botnext26ts_256 90.850 9.150 97.750 2.250 10.59 256 0.950 bicubic
483 regnetx_006 90.750 9.250 98.100 1.900 6.20 224 0.875 bicubic
484 regnety_004 90.750 9.250 98.080 1.920 4.34 224 0.875 bicubic
485 ssl_resnet18 90.700 9.300 98.030 1.970 11.69 224 0.875 bilinear
487 convit_tiny 90.550 9.450 98.210 1.790 5.71 224 0.875 bicubic
488 crossvit_tiny_240 90.530 9.470 97.950 2.050 7.01 240 0.875 bicubic
489 vgg16_bn 90.520 9.480 97.990 2.010 138.37 224 0.875 bilinear
ghostnet_100 90.440 9.560 97.840 2.160 5.18 224 0.875 bilinear
490 pit_ti_224 90.440 9.560 98.020 1.980 4.85 224 0.900 bicubic
491 tv_resnet34 ghostnet_100 90.310 90.440 9.690 9.560 97.970 97.840 2.030 2.160 21.80 5.18 224 0.875 bilinear
492 tf_mobilenetv3_large_075 90.310 9.690 97.880 2.120 3.99 224 0.875 bilinear
493 tv_resnet34 90.310 9.690 97.970 2.030 21.80 224 0.875 bilinear
494 xcit_nano_12_p16_224_dist 90.190 9.810 97.760 2.240 3.05 224 1.000 bicubic
495 skresnet18 90.170 9.830 97.780 2.220 11.96 224 0.875 bicubic
496 resnet18d 89.990 10.010 97.840 2.160 11.71 224 0.875 bicubic
513 vgg13 87.550 12.450 97.120 2.880 133.05 224 0.875 bilinear
514 regnetx_002 87.360 12.640 96.990 3.010 2.68 224 0.875 bicubic
515 vgg11 87.330 12.670 97.110 2.890 132.86 224 0.875 bilinear
botnet26t_256 87.240 12.760 96.750 3.250 12.49 256 0.950 bicubic
516 dla60x_c 87.080 12.920 97.140 2.860 1.32 224 0.875 bilinear
517 mixer_l16_224 86.960 13.040 94.030 5.970 208.20 224 0.875 bicubic
518 tf_mobilenetv3_small_100 85.990 14.010 96.410 3.590 2.54 224 0.875 bilinear

689
results/results-imagenet-r.csv
Unescape View File

@ -3,7 +3,7 @@ ig_resnext101_32x48d,79.727,20.273,89.523,10.477,828.41,224,0.875,bilinear,-17.2
ig_resnext101_32x32d,79.510,20.490,89.230,10.770,468.53,224,0.875,bilinear,-17.270,-10.300,+26
ig_resnext101_32x16d,78.823,21.177,88.457,11.543,194.03,224,0.875,bilinear,-17.607,-11.083,+52
tf_efficientnet_l2_ns_475,76.370,23.630,88.540,11.460,480.31,475,0.936,bicubic,-21.380,-11.280,0
swsl_resnext101_32x16d,76.230,23.770,87.750,12.250,194.03,224,0.875,bilinear,-20.050,-11.750,+63
swsl_resnext101_32x16d,76.230,23.770,87.750,12.250,194.03,224,0.875,bilinear,-20.050,-11.770,+64
ig_resnext101_32x8d,75.890,24.110,86.243,13.757,88.79,224,0.875,bilinear,-20.060,-13.147,+89
swsl_resnext101_32x8d,75.583,24.417,87.063,12.937,88.79,224,0.875,bilinear,-20.647,-12.527,+67
tf_efficientnet_l2_ns,74.623,25.377,87.497,12.503,480.31,800,0.960,bicubic,-23.147,-12.313,-6
@ -11,7 +11,7 @@ beit_large_patch16_384,73.100,26.900,84.797,15.203,305.00,384,1.000,bicubic,-24.
beit_large_patch16_512,73.030,26.970,84.943,15.057,305.67,512,1.000,bicubic,-24.740,-14.947,-7
swsl_resnext101_32x4d,72.703,27.297,85.197,14.803,44.18,224,0.875,bilinear,-23.347,-14.343,+76
beit_large_patch16_224,71.030,28.970,83.300,16.700,304.43,224,0.900,bicubic,-26.440,-16.390,-7
swsl_resnext50_32x4d,69.097,30.903,82.873,17.127,25.03,224,0.875,bilinear,-26.493,-16.567,+105
swsl_resnext50_32x4d,69.097,30.903,82.873,17.127,25.03,224,0.875,bilinear,-26.493,-16.447,+106
swsl_resnet50,68.370,31.630,83.380,16.620,25.56,224,0.875,bilinear,-26.850,-16.020,+134
vit_large_patch16_384,67.107,32.893,78.723,21.277,304.72,384,1.000,bicubic,-30.313,-21.057,-9
tf_efficientnet_b7_ns,67.043,32.957,81.090,18.910,66.35,600,0.949,bicubic,-30.167,-18.610,-8
@ -42,13 +42,13 @@ xcit_large_24_p16_384_dist,54.850,45.150,69.857,30.143,189.10,384,1.000,bicubic,
vit_base_r50_s16_384,54.340,45.660,69.510,30.490,98.95,384,1.000,bicubic,-42.130,-30.150,+9
resnetv2_152x4_bitm,54.220,45.780,70.290,29.710,936.53,480,1.000,bilinear,-42.660,-29.370,-21
xcit_large_24_p16_224_dist,54.217,45.783,68.950,31.050,189.10,224,1.000,bicubic,-42.093,-30.550,+21
vit_small_r26_s32_384,54.097,45.903,68.793,31.207,36.47,384,1.000,bicubic,-41.963,-30.757,+41
tf_efficientnet_b5_ap,53.923,46.077,69.180,30.820,30.39,456,0.934,bicubic,-42.157,-30.200,+36
vit_small_r26_s32_384,54.097,45.903,68.793,31.207,36.47,384,1.000,bicubic,-41.963,-30.357,+42
tf_efficientnet_b5_ap,53.923,46.077,69.180,30.820,30.39,456,0.934,bicubic,-42.157,-30.360,+38
xcit_medium_24_p8_224_dist,53.650,46.350,68.327,31.673,84.32,224,1.000,bicubic,-42.850,-31.173,+1
tf_efficientnet_b6_ap,53.560,46.440,68.580,31.420,43.04,528,0.942,bicubic,-42.800,-30.970,+11
cait_s36_384,53.507,46.493,67.990,32.010,68.37,384,1.000,bicubic,-43.123,-31.600,-9
tf_efficientnet_b2_ns,53.503,46.497,70.393,29.607,9.11,260,0.890,bicubic,-42.027,-28.947,+76
vit_base_patch32_384,53.340,46.660,68.133,31.867,88.30,384,1.000,bicubic,-42.570,-31.047,+48
vit_base_patch32_384,53.340,46.660,68.133,31.867,88.30,384,1.000,bicubic,-42.570,-31.307,+47
tf_efficientnet_b7_ap,53.320,46.680,68.900,31.100,66.35,600,0.949,bicubic,-43.030,-30.700,+9
xcit_medium_24_p8_384_dist,53.297,46.703,68.067,31.933,84.32,384,1.000,bicubic,-43.483,-31.553,-23
tf_efficientnetv2_s_in21ft1k,53.253,46.747,69.057,30.943,21.46,384,1.000,bicubic,-43.207,-30.573,-2
@ -61,7 +61,7 @@ tf_efficientnet_b7,52.303,47.697,68.230,31.770,66.35,600,0.949,bicubic,-44.277,-
xcit_small_24_p8_384_dist,52.283,47.717,66.753,33.247,47.63,384,1.000,bicubic,-44.547,-32.877,-36
tf_efficientnetv2_l,52.277,47.723,67.197,32.803,118.52,480,1.000,bicubic,-44.373,-32.463,-24
dm_nfnet_f6,52.250,47.750,66.963,33.037,438.36,576,0.956,bicubic,-44.660,-32.757,-42
swsl_resnet18,52.243,47.757,70.503,29.497,11.69,224,0.875,bilinear,-38.847,-27.767,+408
swsl_resnet18,52.243,47.757,70.503,29.497,11.69,224,0.875,bilinear,-38.507,-27.597,+413
xcit_medium_24_p16_224_dist,52.210,47.790,66.883,33.117,84.40,224,1.000,bicubic,-44.050,-32.517,+7
deit_base_distilled_patch16_384,52.180,47.820,67.693,32.307,87.63,384,1.000,bicubic,-44.310,-31.897,-17
xcit_small_24_p8_224_dist,52.133,47.867,66.717,33.283,47.63,224,1.000,bicubic,-44.417,-32.843,-21
@ -73,7 +73,7 @@ resnetv2_152x2_bitm,51.780,48.220,69.353,30.647,236.34,448,1.000,bilinear,-44.74
cait_s24_384,51.727,48.273,66.330,33.670,47.06,384,1.000,bicubic,-44.853,-33.220,-31
ecaresnet269d,51.590,48.410,66.087,33.913,102.09,352,1.000,bicubic,-44.870,-33.483,-20
vit_base_patch16_224_miil,51.557,48.443,65.253,34.747,86.54,224,0.875,bilinear,-44.483,-34.097,+14
pit_b_distilled_224,51.163,48.837,66.773,33.227,74.79,224,0.900,bicubic,-44.917,-32.767,+8
pit_b_distilled_224,51.163,48.837,66.773,33.227,74.79,224,0.900,bicubic,-44.917,-32.607,+6
xcit_small_12_p8_384_dist,51.040,48.960,65.710,34.290,26.21,384,1.000,bicubic,-45.440,-33.770,-27
dm_nfnet_f4,50.810,49.190,65.430,34.570,316.07,512,0.951,bicubic,-45.970,-34.190,-50
tf_efficientnet_b1_ns,50.767,49.233,67.963,32.037,7.79,240,0.882,bicubic,-44.113,-31.287,+105
@ -95,15 +95,15 @@ cait_xs24_384,49.510,50.490,64.843,35.157,26.67,384,1.000,bicubic,-46.500,-34.58
tf_efficientnet_b5,49.503,50.497,65.597,34.403,30.39,456,0.934,bicubic,-46.477,-33.853,-3
xcit_small_12_p16_224_dist,49.443,50.557,63.893,36.107,26.25,224,1.000,bicubic,-46.307,-35.397,+13
resnet200d,49.427,50.573,64.303,35.697,64.69,320,1.000,bicubic,-46.683,-35.157,-17
vit_base_patch32_224,49.383,50.617,64.450,35.550,88.22,224,0.900,bicubic,-44.997,-34.610,+136
vit_base_patch32_224,49.383,50.617,64.450,35.550,88.22,224,0.900,bicubic,-44.967,-34.640,+139
resnest101e,49.377,50.623,65.527,34.473,48.28,256,0.875,bilinear,-46.203,-33.743,+22
resnet152d,49.257,50.743,64.427,35.573,60.21,320,1.000,bicubic,-46.593,-35.003,+4
seresnet152d,49.217,50.783,64.277,35.723,66.84,320,1.000,bicubic,-47.113,-35.233,-38
resnetv2_152x2_bit_teacher,49.190,50.810,65.430,34.570,236.34,224,0.875,bicubic,-46.540,-34.000,+8
ssl_resnext101_32x8d,49.153,50.847,65.503,34.497,88.79,224,0.875,bilinear,-46.167,-33.807,+41
xcit_large_24_p8_224,49.143,50.857,62.727,37.273,188.93,224,1.000,bicubic,-46.917,-36.423,-17
resmlp_big_24_distilled_224,49.047,50.953,65.463,34.537,129.14,224,0.875,bicubic,-46.823,-33.977,-4
repvgg_b3,49.023,50.977,64.877,35.123,123.09,224,0.875,bilinear,-45.537,-34.033,+112
xcit_large_24_p8_224,49.143,50.857,62.727,37.273,188.93,224,1.000,bicubic,-46.917,-36.823,-18
resmlp_big_24_distilled_224,49.047,50.953,65.463,34.537,129.14,224,0.875,bicubic,-46.823,-33.627,-3
repvgg_b3,49.023,50.977,64.877,35.123,123.09,224,0.875,bilinear,-45.527,-34.283,+113
resnetrs420,48.817,51.183,63.453,36.547,191.89,416,1.000,bicubic,-47.583,-36.087,-50
efficientnetv2_rw_s,48.673,51.327,63.863,36.137,23.94,384,1.000,bicubic,-47.027,-35.517,+8
regnetz_d,48.633,51.367,65.220,34.780,27.58,320,0.950,bicubic,-47.227,-34.220,-6
@ -111,48 +111,48 @@ efficientnet_b3,48.580,51.420,64.343,35.657,12.23,320,1.000,bicubic,-46.570,-34.
ecaresnet101d,48.473,51.527,64.090,35.910,44.57,224,0.875,bicubic,-46.687,-35.140,+43
vit_small_r26_s32_224,48.417,51.583,63.927,36.073,36.43,224,0.900,bicubic,-46.703,-35.293,+47
vit_large_patch32_384,48.353,51.647,61.907,38.093,306.63,384,1.000,bicubic,-46.897,-37.413,+33
repvgg_b3g4,48.270,51.730,64.820,35.180,83.83,224,0.875,bilinear,-46.220,-34.200,+111
repvgg_b3g4,48.270,51.730,64.820,35.180,83.83,224,0.875,bilinear,-46.160,-34.290,+113
convit_base,48.243,51.757,63.003,36.997,86.54,224,0.875,bicubic,-46.857,-36.127,+48
dm_nfnet_f2,48.203,51.797,63.200,36.800,193.78,352,0.920,bicubic,-48.247,-36.340,-61
resnetrs350,47.963,52.037,62.577,37.423,163.96,384,1.000,bicubic,-48.277,-36.893,-43
twins_svt_large,47.907,52.093,62.860,37.140,99.27,224,0.900,bicubic,-47.813,-36.510,-5
twins_svt_large,47.907,52.093,62.860,37.140,99.27,224,0.900,bicubic,-47.813,-36.630,-6
mixer_b16_224_miil,47.827,52.173,63.363,36.637,59.88,224,0.875,bilinear,-47.063,-35.717,+64
repvgg_b2g4,47.773,52.227,64.427,35.573,61.76,224,0.875,bilinear,-46.047,-34.493,+176
repvgg_b2g4,47.773,52.227,64.427,35.573,61.76,224,0.875,bilinear,-46.007,-34.403,+179
resnetv2_50x3_bitm,47.757,52.243,65.667,34.333,217.32,448,1.000,bilinear,-48.533,-33.913,-53
eca_nfnet_l1,47.610,52.390,62.650,37.350,41.41,320,1.000,bicubic,-48.310,-36.850,-25
pit_s_distilled_224,47.603,52.397,63.543,36.457,24.04,224,0.900,bicubic,-47.147,-35.637,+70
resnest50d_4s2x40d,47.503,52.497,63.863,36.137,30.42,224,0.875,bicubic,-47.207,-35.267,+72
efficientnet_b3_pruned,47.467,52.533,62.850,37.150,9.86,300,0.904,bicubic,-47.113,-36.220,+90
efficientnet_b3_pruned,47.467,52.533,62.850,37.150,9.86,300,0.904,bicubic,-47.103,-36.330,+90
crossvit_18_dagger_408,47.353,52.647,60.900,39.100,44.61,408,1.000,bicubic,-48.757,-38.570,-47
xcit_small_24_p8_224,47.340,52.660,61.097,38.903,47.63,224,1.000,bicubic,-48.570,-38.343,-29
xcit_small_24_p8_224,47.340,52.660,61.097,38.903,47.63,224,1.000,bicubic,-48.570,-38.083,-28
tresnet_m,47.297,52.703,62.087,37.913,31.39,224,0.875,bilinear,-48.103,-37.063,+10
ssl_resnext101_32x4d,47.167,52.833,63.390,36.610,44.18,224,0.875,bilinear,-47.973,-35.920,+27
tf_efficientnet_b6,47.150,52.850,63.057,36.943,43.04,528,0.942,bicubic,-49.130,-36.463,-60
tf_efficientnet_b6,47.150,52.850,63.057,36.943,43.04,528,0.942,bicubic,-49.130,-36.443,-61
resnetrs270,47.147,52.853,62.057,37.943,129.86,352,1.000,bicubic,-48.923,-37.423,-46
xcit_small_12_p8_224,47.057,52.943,60.570,39.430,26.21,224,1.000,bicubic,-48.363,-38.630,+3
tf_efficientnet_b4,47.027,52.973,62.907,37.093,19.34,380,0.922,bicubic,-48.563,-36.413,-13
xcit_small_12_p8_224,47.057,52.943,60.570,39.430,26.21,224,1.000,bicubic,-48.363,-38.860,+2
tf_efficientnet_b4,47.027,52.973,62.907,37.093,19.34,380,0.922,bicubic,-48.563,-36.533,-14
resnet101d,46.907,53.093,62.357,37.643,44.57,320,1.000,bicubic,-48.843,-37.083,-26
xcit_large_24_p16_224,46.877,53.123,60.770,39.230,189.10,224,1.000,bicubic,-48.073,-38.060,+39
resnetrs200,46.867,53.133,62.480,37.520,93.21,320,1.000,bicubic,-49.133,-36.960,-45
gluon_seresnext101_64x4d,46.677,53.323,61.363,38.637,88.23,224,0.875,bicubic,-47.983,-37.607,+68
twins_pcpvt_large,46.557,53.443,62.170,37.830,60.99,224,0.900,bicubic,-49.163,-37.320,-26
twins_pcpvt_large,46.557,53.443,62.170,37.830,60.99,224,0.900,bicubic,-49.163,-37.120,-27
dm_nfnet_f1,46.457,53.543,61.450,38.550,132.63,320,0.910,bicubic,-49.913,-38.030,-81
xcit_medium_24_p8_224,46.427,53.573,59.607,40.393,84.32,224,1.000,bicubic,-49.443,-39.483,-38
xcit_medium_24_p8_224,46.427,53.573,59.607,40.393,84.32,224,1.000,bicubic,-49.443,-39.833,-39
crossvit_15_dagger_408,46.367,53.633,60.537,39.463,28.50,408,1.000,bicubic,-49.453,-38.763,-36
tresnet_xl,46.277,53.723,61.907,38.093,78.44,224,0.875,bilinear,-48.803,-37.313,+22
xcit_tiny_24_p8_224_dist,46.250,53.750,60.627,39.373,12.11,224,1.000,bicubic,-49.210,-38.723,-11
tresnet_xl,46.277,53.723,61.907,38.093,78.44,224,0.875,bilinear,-48.803,-37.343,+23
xcit_tiny_24_p8_224_dist,46.250,53.750,60.627,39.373,12.11,224,1.000,bicubic,-49.210,-38.743,-12
xcit_tiny_24_p8_384_dist,46.233,53.767,60.660,39.340,12.11,384,1.000,bicubic,-50.017,-38.780,-71
gernet_m,46.157,53.843,62.720,37.280,21.14,224,0.875,bilinear,-48.393,-36.200,+74
deit_small_distilled_patch16_224,46.150,53.850,62.447,37.553,22.44,224,0.900,bicubic,-48.440,-36.483,+68
resnest50d_1s4x24d,46.133,53.867,62.483,37.517,25.68,224,0.875,bicubic,-48.247,-36.577,+86
gernet_m,46.157,53.843,62.720,37.280,21.14,224,0.875,bilinear,-48.383,-36.450,+75
deit_small_distilled_patch16_224,46.150,53.850,62.447,37.553,22.44,224,0.900,bicubic,-48.440,-36.483,+67
resnest50d_1s4x24d,46.133,53.867,62.483,37.517,25.68,224,0.875,bicubic,-48.237,-36.587,+89
regnety_160,46.123,53.877,61.803,38.197,83.59,288,1.000,bicubic,-49.777,-37.757,-48
crossvit_base_240,46.087,53.913,60.247,39.753,105.03,240,0.875,bicubic,-48.973,-38.733,+18
tf_efficientnet_b0_ns,46.047,53.953,63.280,36.720,5.29,224,0.875,bicubic,-47.713,-35.700,+155
vit_small_patch16_224,46.027,53.973,61.850,38.150,22.05,224,0.900,bicubic,-48.873,-37.180,+30
tf_efficientnet_b0_ns,46.047,53.953,63.280,36.720,5.29,224,0.875,bicubic,-47.663,-35.520,+158
vit_small_patch16_224,46.027,53.973,61.850,38.150,22.05,224,0.900,bicubic,-48.873,-37.430,+31
resnet51q,46.017,53.983,60.917,39.083,35.70,288,1.000,bilinear,-49.173,-38.363,-1
jx_nest_base,45.973,54.027,60.113,39.887,67.72,224,0.875,bicubic,-49.557,-39.187,-28
crossvit_18_240,45.923,54.077,60.380,39.620,43.27,240,0.875,bicubic,-49.127,-38.740,+14
resnest50d,45.900,54.100,62.673,37.327,27.48,224,0.875,bilinear,-48.720,-36.357,+54
resnest50d,45.900,54.100,62.673,37.327,27.48,224,0.875,bilinear,-48.720,-36.357,+53
twins_pcpvt_base,45.890,54.110,61.357,38.643,43.83,224,0.900,bicubic,-49.580,-38.023,-26
regnety_032,45.887,54.113,61.520,38.480,19.44,288,1.000,bicubic,-49.583,-37.800,-28
twins_svt_base,45.863,54.137,60.903,39.097,56.07,224,0.900,bicubic,-49.707,-38.327,-36
@ -161,16 +161,16 @@ levit_384,45.783,54.217,61.727,38.273,39.13,224,0.900,bicubic,-49.417,-37.433,-1
gc_efficientnetv2_rw_t,45.703,54.297,60.197,39.803,13.68,288,1.000,bicubic,-49.577,-39.023,-16
regnetz_c,45.667,54.333,62.437,37.563,13.46,320,0.940,bicubic,-49.743,-36.873,-26
convmixer_1536_20,45.647,54.353,61.740,38.260,51.63,224,0.960,bicubic,-49.303,-37.430,+10
efficientnetv2_rw_t,45.593,54.407,60.160,39.840,13.65,288,1.000,bicubic,-49.487,-39.090,+1
crossvit_15_dagger_240,45.580,54.420,60.053,39.947,28.21,240,0.875,bicubic,-49.390,-39.097,+5
xcit_tiny_24_p16_384_dist,45.563,54.437,60.473,39.527,12.12,384,1.000,bicubic,-49.897,-38.897,-35
efficientnetv2_rw_t,45.593,54.407,60.160,39.840,13.65,288,1.000,bicubic,-49.487,-39.060,0
crossvit_15_dagger_240,45.580,54.420,60.053,39.947,28.21,240,0.875,bicubic,-49.390,-39.157,+6
xcit_tiny_24_p16_384_dist,45.563,54.437,60.473,39.527,12.12,384,1.000,bicubic,-49.897,-38.877,-34
xcit_medium_24_p16_224,45.560,54.440,58.993,41.007,84.40,224,1.000,bicubic,-49.570,-39.937,-10
dm_nfnet_f0,45.543,54.457,61.013,38.987,71.49,256,0.900,bicubic,-50.167,-38.387,-53
gluon_seresnext101_32x4d,45.517,54.483,61.147,38.853,48.96,224,0.875,bicubic,-48.913,-37.963,+59
dm_nfnet_f0,45.543,54.457,61.013,38.987,71.49,256,0.900,bicubic,-50.167,-38.317,-54
gluon_seresnext101_32x4d,45.517,54.483,61.147,38.853,48.96,224,0.875,bicubic,-48.863,-37.923,+62
xcit_small_24_p16_224,45.493,54.507,58.910,41.090,47.67,224,1.000,bicubic,-49.577,-40.150,-4
gluon_resnet152_v1d,45.433,54.567,60.093,39.907,60.21,224,0.875,bicubic,-49.027,-38.907,+55
gluon_resnet152_v1d,45.433,54.567,60.093,39.907,60.21,224,0.875,bicubic,-48.997,-38.997,+57
xcit_small_12_p16_224,45.433,54.567,59.407,40.593,26.25,224,1.000,bicubic,-49.377,-39.653,+15
nfnet_l0,45.367,54.633,62.073,37.927,35.07,288,1.000,bicubic,-50.053,-37.357,-39
nfnet_l0,45.367,54.633,62.073,37.927,35.07,288,1.000,bicubic,-50.053,-37.127,-38
ssl_resnext50_32x4d,45.363,54.637,61.973,38.027,25.03,224,0.875,bilinear,-49.337,-37.267,+24
resnetv2_50x1_bit_distilled,45.330,54.670,62.290,37.710,25.55,224,0.875,bicubic,-50.060,-37.140,-36
jx_nest_small,45.317,54.683,59.017,40.983,38.35,224,0.875,bicubic,-50.223,-40.213,-52
@ -178,342 +178,345 @@ resnet61q,45.277,54.723,59.350,40.650,36.85,288,1.000,bicubic,-49.833,-39.730,-1
convit_small,45.227,54.773,60.530,39.470,27.78,224,0.875,bicubic,-49.693,-38.590,0
nasnetalarge,45.197,54.803,57.960,42.040,88.75,331,0.911,bicubic,-49.973,-41.170,-26
tresnet_xl_448,45.163,54.837,61.440,38.560,78.44,448,0.875,bilinear,-50.357,-37.900,-53
swin_small_patch4_window7_224,45.133,54.867,60.270,39.730,49.61,224,0.900,bicubic,-50.587,-39.020,-70
swin_small_patch4_window7_224,45.133,54.867,60.270,39.730,49.61,224,0.900,bicubic,-50.587,-39.100,-68
tf_efficientnet_b3,45.100,54.900,60.677,39.323,12.23,300,0.904,bicubic,-49.810,-38.423,-2
rexnet_200,45.067,54.933,62.223,37.777,16.37,224,0.875,bicubic,-49.603,-36.867,+20
resnetrs152,44.990,55.010,59.683,40.317,86.62,320,1.000,bicubic,-50.970,-39.697,-90
ecaresnetlight,44.907,55.093,60.763,39.237,30.16,224,0.875,bicubic,-49.233,-38.267,+76
ecaresnetlight,44.907,55.093,60.763,39.237,30.16,224,0.875,bicubic,-49.203,-38.197,+77
deit_base_patch16_224,44.893,55.107,59.203,40.797,86.57,224,0.900,bicubic,-50.127,-39.767,-17
resnetv2_101,44.817,55.183,58.843,41.157,44.54,224,0.950,bicubic,-50.113,-40.267,-10
resmlp_24_distilled_224,44.787,55.213,61.517,38.483,30.02,224,0.875,bicubic,-49.553,-37.573,+51
resmlp_24_distilled_224,44.787,55.213,61.517,38.483,30.02,224,0.875,bicubic,-49.503,-37.683,+54
cait_xxs36_384,44.750,55.250,59.410,40.590,17.37,384,1.000,bicubic,-50.490,-39.920,-42
tf_efficientnet_b2_ap,44.743,55.257,60.693,39.307,9.11,260,0.890,bicubic,-49.537,-38.257,+55
resmlp_36_distilled_224,44.720,55.280,61.110,38.890,44.69,224,0.875,bicubic,-49.830,-38.050,+29
tf_efficientnet_b2_ap,44.743,55.257,60.693,39.307,9.11,260,0.890,bicubic,-49.477,-38.117,+58
resmlp_36_distilled_224,44.720,55.280,61.110,38.890,44.69,224,0.875,bicubic,-49.780,-37.850,+31
gernet_l,44.697,55.303,59.007,40.993,31.08,256,0.875,bilinear,-50.223,-40.193,-13
xcit_tiny_24_p16_224_dist,44.690,55.310,59.397,40.603,12.12,224,1.000,bicubic,-49.530,-39.563,+57
xcit_tiny_24_p16_224_dist,44.690,55.310,59.397,40.603,12.12,224,1.000,bicubic,-49.490,-39.533,+60
deit_base_patch16_384,44.660,55.340,59.570,40.430,86.86,384,1.000,bicubic,-51.000,-39.670,-77
gmlp_s16_224,44.487,55.513,58.667,41.333,19.42,224,0.875,bicubic,-49.023,-40.113,+142
ens_adv_inception_resnet_v2,44.407,55.593,58.153,41.847,55.84,299,0.897,bicubic,-49.733,-40.797,+63
tresnet_l,44.360,55.640,59.953,40.047,55.99,224,0.875,bilinear,-50.540,-39.327,-15
gluon_resnext101_32x4d,44.330,55.670,59.097,40.903,44.18,224,0.875,bicubic,-49.790,-39.843,+64
cspresnext50,44.180,55.820,60.463,39.537,20.57,224,0.875,bilinear,-49.590,-38.377,+102
gmlp_s16_224,44.487,55.513,58.667,41.333,19.42,224,0.875,bicubic,-48.993,-40.173,+145
ens_adv_inception_resnet_v2,44.407,55.593,58.153,41.847,55.84,299,0.897,bicubic,-49.693,-40.827,+67
tresnet_l,44.360,55.640,59.953,40.047,55.99,224,0.875,bilinear,-50.540,-39.077,-16
gluon_resnext101_32x4d,44.330,55.670,59.097,40.903,44.18,224,0.875,bicubic,-49.740,-39.823,+67
cspresnext50,44.180,55.820,60.463,39.537,20.57,224,0.875,bilinear,-49.560,-38.407,+107
wide_resnet50_2,44.157,55.843,59.657,40.343,68.88,224,0.875,bicubic,-50.493,-39.393,+6
crossvit_15_240,44.140,55.860,59.153,40.847,27.53,240,0.875,bicubic,-50.540,-39.917,0
resnetv2_101x1_bitm,44.113,55.887,62.063,37.937,44.54,448,1.000,bilinear,-51.217,-37.317,-59
gluon_resnet152_v1s,44.090,55.910,58.743,41.257,60.32,224,0.875,bicubic,-50.600,-40.307,-4
pit_b_224,44.080,55.920,57.990,42.010,73.76,224,0.900,bicubic,-50.710,-40.820,-15
seresnext50_32x4d,44.077,55.923,59.413,40.587,27.56,224,0.875,bicubic,-50.723,-39.717,-17
inception_resnet_v2,44.057,55.943,57.930,42.070,55.84,299,0.897,bicubic,-50.263,-40.870,+35
inception_resnet_v2,44.057,55.943,57.930,42.070,55.84,299,0.897,bicubic,-50.223,-41.020,+38
pnasnet5large,43.993,56.007,56.770,43.230,86.06,331,0.911,bicubic,-51.377,-42.360,-66
ssl_resnet50,43.903,56.097,61.940,38.060,25.56,224,0.875,bilinear,-50.417,-37.220,+34
gluon_resnext101_64x4d,43.900,56.100,58.703,41.297,83.46,224,0.875,bicubic,-50.430,-40.177,+31
pit_s_224,43.893,56.107,58.663,41.337,23.46,224,0.900,bicubic,-50.697,-40.457,+2
tf_efficientnetv2_s,43.853,56.147,58.710,41.290,21.46,384,1.000,bicubic,-51.857,-40.620,-97
cait_xxs36_224,43.823,56.177,58.773,41.227,17.30,224,1.000,bicubic,-50.117,-40.107,+67
ecaresnet101d_pruned,43.787,56.213,59.647,40.353,24.88,224,0.875,bicubic,-50.653,-39.453,+14
ssl_resnet50,43.903,56.097,61.940,38.060,25.56,224,0.875,bilinear,-50.367,-36.880,+37
gluon_resnext101_64x4d,43.900,56.100,58.703,41.297,83.46,224,0.875,bicubic,-50.390,-40.227,+34
pit_s_224,43.893,56.107,58.663,41.337,23.46,224,0.900,bicubic,-50.687,-40.407,+4
tf_efficientnetv2_s,43.853,56.147,58.710,41.290,21.46,384,1.000,bicubic,-51.857,-40.690,-96
cait_xxs36_224,43.823,56.177,58.773,41.227,17.30,224,1.000,bicubic,-50.077,-40.217,+70
ecaresnet101d_pruned,43.787,56.213,59.647,40.353,24.88,224,0.875,bicubic,-50.623,-39.343,+16
coat_lite_small,43.780,56.220,56.930,43.070,19.84,224,0.900,bicubic,-51.330,-42.100,-54
tnt_s_patch16_224,43.767,56.233,59.223,40.777,23.76,224,0.900,bicubic,-50.803,-39.957,+1
ecaresnet50d,43.703,56.297,60.380,39.620,25.58,224,0.875,bicubic,-50.507,-38.630,+35
pit_xs_distilled_224,43.683,56.317,60.680,39.320,11.00,224,0.900,bicubic,-49.547,-38.140,+144
tnt_s_patch16_224,43.767,56.233,59.223,40.777,23.76,224,0.900,bicubic,-50.803,-39.917,+1
ecaresnet50d,43.703,56.297,60.380,39.620,25.58,224,0.875,bicubic,-50.477,-38.570,+38
pit_xs_distilled_224,43.683,56.317,60.680,39.320,11.00,224,0.900,bicubic,-49.427,-37.980,+149
xcit_tiny_12_p8_224_dist,43.597,56.403,58.480,41.520,6.71,224,1.000,bicubic,-51.143,-40.700,-24
rexnet_150,43.587,56.413,60.837,39.163,9.73,224,0.875,bicubic,-50.683,-38.253,+28
crossvit_small_240,43.510,56.490,58.980,41.020,26.86,240,0.875,bicubic,-51.080,-40.110,-7
rexnet_150,43.587,56.413,60.837,39.163,9.73,224,0.875,bicubic,-50.633,-38.123,+30
crossvit_small_240,43.510,56.490,58.980,41.020,26.86,240,0.875,bicubic,-51.080,-40.110,-8
ecaresnet50t,43.420,56.580,59.327,40.673,25.57,320,0.950,bicubic,-51.690,-39.963,-60
gluon_resnet101_v1d,43.420,56.580,58.560,41.440,44.57,224,0.875,bicubic,-50.760,-40.390,+33
gluon_resnet101_v1s,43.410,56.590,58.703,41.297,44.67,224,0.875,bicubic,-50.770,-40.317,+33
cspdarknet53,43.330,56.670,59.487,40.513,27.64,256,0.887,bilinear,-50.770,-39.493,+40
gluon_resnet101_v1d,43.420,56.580,58.560,41.440,44.57,224,0.875,bicubic,-50.720,-40.390,+36
gluon_resnet101_v1s,43.410,56.590,58.703,41.297,44.67,224,0.875,bicubic,-50.760,-40.267,+34
cspdarknet53,43.330,56.670,59.487,40.513,27.64,256,0.887,bilinear,-50.730,-39.533,+43
eca_nfnet_l0,43.297,56.703,59.910,40.090,24.14,288,1.000,bicubic,-52.153,-39.480,-92
convmixer_768_32,43.263,56.737,59.270,40.730,21.11,224,0.960,bicubic,-51.167,-39.820,+3
xcit_tiny_24_p8_224,43.263,56.737,57.297,42.703,12.11,224,1.000,bicubic,-51.607,-41.893,-41
dpn68b,43.257,56.743,58.610,41.390,12.61,224,0.875,bicubic,-50.343,-40.100,+98
convmixer_768_32,43.263,56.737,59.270,40.730,21.11,224,0.960,bicubic,-51.147,-39.790,+4
xcit_tiny_24_p8_224,43.263,56.737,57.297,42.703,12.11,224,1.000,bicubic,-51.607,-41.793,-42
dpn68b,43.257,56.743,58.610,41.390,12.61,224,0.875,bicubic,-50.323,-40.080,+101
xcit_tiny_12_p8_384_dist,43.253,56.747,58.160,41.840,6.71,384,1.000,bicubic,-52.087,-41.180,-87
visformer_small,43.187,56.813,57.970,42.030,40.22,224,0.900,bicubic,-51.783,-41.240,-59
vit_small_patch32_384,43.137,56.863,59.273,40.727,22.92,384,1.000,bicubic,-51.433,-39.867,-14
cspresnet50,43.130,56.870,59.230,40.770,21.62,256,0.887,bilinear,-50.720,-39.540,+61
resnest26d,43.107,56.893,60.597,39.403,17.07,224,0.875,bilinear,-50.153,-38.243,+125
twins_pcpvt_small,43.080,56.920,58.913,41.087,24.11,224,0.900,bicubic,-51.520,-40.227,-23
dpn131,43.003,56.997,57.420,42.580,79.25,224,0.875,bicubic,-50.757,-41.430,+69
resmlp_36_224,43.003,56.997,59.417,40.583,44.69,224,0.875,bicubic,-50.667,-39.533,+81
gluon_resnet152_v1b,42.987,57.013,57.727,42.273,60.19,224,0.875,bicubic,-51.033,-41.023,+36
dpn107,42.883,57.117,57.533,42.467,86.92,224,0.875,bicubic,-51.077,-41.307,+38
tf_efficientnet_lite4,42.860,57.140,57.723,42.277,13.01,380,0.920,bilinear,-52.010,-41.367,-54
gcresnet50t,42.840,57.160,59.237,40.763,25.90,256,0.900,bicubic,-51.770,-39.753,-30
gluon_resnet152_v1c,42.830,57.170,57.807,42.193,60.21,224,0.875,bicubic,-51.050,-40.993,+46
visformer_small,43.187,56.813,57.970,42.030,40.22,224,0.900,bicubic,-51.783,-41.180,-60
vit_small_patch32_384,43.137,56.863,59.273,40.727,22.92,384,1.000,bicubic,-51.423,-39.637,-14
cspresnet50,43.130,56.870,59.230,40.770,21.62,256,0.887,bilinear,-50.670,-39.680,+64
resnest26d,43.107,56.893,60.597,39.403,17.07,224,0.875,bilinear,-50.093,-38.083,+130
twins_pcpvt_small,43.080,56.920,58.913,41.087,24.11,224,0.900,bicubic,-51.510,-40.207,-23
dpn131,43.003,56.997,57.420,42.580,79.25,224,0.875,bicubic,-50.717,-41.390,+72
resmlp_36_224,43.003,56.997,59.417,40.583,44.69,224,0.875,bicubic,-50.647,-39.353,+83
gluon_resnet152_v1b,42.987,57.013,57.727,42.273,60.19,224,0.875,bicubic,-50.963,-40.743,+39
dpn107,42.883,57.117,57.533,42.467,86.92,224,0.875,bicubic,-51.047,-41.387,+41
tf_efficientnet_lite4,42.860,57.140,57.723,42.277,13.01,380,0.920,bilinear,-52.010,-41.467,-53
gcresnet50t,42.840,57.160,59.237,40.763,25.90,256,0.900,bicubic,-51.770,-39.753,-31
gluon_resnet152_v1c,42.830,57.170,57.807,42.193,60.21,224,0.875,bicubic,-51.020,-41.123,+49
twins_svt_small,42.830,57.170,58.473,41.527,24.06,224,0.900,bicubic,-51.940,-40.607,-52
tf_efficientnet_b1_ap,42.823,57.177,58.853,41.147,7.79,240,0.882,bicubic,-50.817,-39.927,+78
levit_256,42.807,57.193,57.913,42.087,18.89,224,0.900,bicubic,-51.603,-41.147,-13
tf_efficientnet_b1_ap,42.823,57.177,58.853,41.147,7.79,240,0.882,bicubic,-50.787,-40.107,+81
levit_256,42.807,57.193,57.913,42.087,18.89,224,0.900,bicubic,-51.563,-41.137,-10
tresnet_l_448,42.780,57.220,58.937,41.063,55.99,448,0.875,bilinear,-52.610,-40.343,-105
gluon_xception65,42.730,57.270,58.867,41.133,39.92,299,0.903,bicubic,-51.310,-40.163,+24
resnet50d,42.703,57.297,58.770,41.230,25.58,224,0.875,bicubic,-51.367,-40.150,+19
gluon_seresnext50_32x4d,42.693,57.307,58.713,41.287,27.56,224,0.875,bicubic,-51.487,-40.197,+9
resnext101_32x8d,42.577,57.423,58.337,41.663,88.79,224,0.875,bilinear,-51.193,-40.613,+54
xcit_tiny_12_p16_384_dist,42.563,57.437,58.057,41.943,6.72,384,1.000,bicubic,-51.977,-41.113,-29
seresnet50,42.507,57.493,58.760,41.240,28.09,224,0.875,bicubic,-51.573,-40.190,+14
nf_resnet50,42.490,57.510,59.593,40.407,25.56,288,0.940,bicubic,-51.890,-39.477,-20
gluon_xception65,42.730,57.270,58.867,41.133,39.92,299,0.903,bicubic,-51.280,-40.163,+27
resnet50d,42.703,57.297,58.770,41.230,25.58,224,0.875,bicubic,-51.337,-40.260,+22
gluon_seresnext50_32x4d,42.693,57.307,58.713,41.287,27.56,224,0.875,bicubic,-51.447,-40.317,+12
resnext101_32x8d,42.577,57.423,58.337,41.663,88.79,224,0.875,bilinear,-51.183,-40.643,+55
xcit_tiny_12_p16_384_dist,42.563,57.437,58.057,41.943,6.72,384,1.000,bicubic,-51.937,-41.113,-27
seresnet50,42.507,57.493,58.760,41.240,28.09,224,0.875,bicubic,-51.553,-40.180,+17
nf_resnet50,42.490,57.510,59.593,40.407,25.56,288,0.940,bicubic,-51.880,-39.227,-17
resnetrs101,42.447,57.553,57.300,42.700,63.62,288,0.940,bicubic,-52.783,-41.910,-105
tf_efficientnetv2_b3,42.317,57.683,58.000,42.000,14.36,300,0.904,bicubic,-52.803,-41.190,-96
jx_nest_tiny,42.313,57.687,57.023,42.977,17.06,224,0.875,bicubic,-52.627,-42.077,-79
legacy_senet154,42.283,57.717,56.573,43.427,115.09,224,0.875,bilinear,-52.447,-42.527,-61
dpn98,42.277,57.723,56.927,43.073,61.57,224,0.875,bicubic,-51.653,-41.993,+23
tf_efficientnet_cc_b1_8e,42.273,57.727,58.527,41.473,39.72,240,0.882,bicubic,-51.307,-40.163,+72
xcit_tiny_24_p16_224,42.273,57.727,56.780,43.220,12.12,224,1.000,bicubic,-51.577,-42.120,+31
convmixer_1024_20_ks9_p14,42.270,57.730,59.693,40.307,24.38,224,0.960,bicubic,-50.080,-38.727,+164
deit_small_patch16_224,42.257,57.743,58.027,41.973,22.05,224,0.900,bicubic,-51.733,-40.933,+14
tf_efficientnet_b2,42.197,57.803,58.203,41.797,9.11,260,0.890,bicubic,-52.003,-40.827,-9
dpn98,42.277,57.723,56.927,43.073,61.57,224,0.875,bicubic,-51.613,-41.823,+27
tf_efficientnet_cc_b1_8e,42.273,57.727,58.527,41.473,39.72,240,0.882,bicubic,-51.277,-40.183,+75
xcit_tiny_24_p16_224,42.273,57.727,56.780,43.220,12.12,224,1.000,bicubic,-51.547,-42.140,+36
convmixer_1024_20_ks9_p14,42.270,57.730,59.693,40.307,24.38,224,0.960,bicubic,-49.980,-38.557,+169
deit_small_patch16_224,42.257,57.743,58.027,41.973,22.05,224,0.900,bicubic,-51.683,-40.853,+17
tf_efficientnet_b2,42.197,57.803,58.203,41.797,9.11,260,0.890,bicubic,-51.983,-40.707,-6
cait_xxs24_384,42.177,57.823,57.513,42.487,12.03,384,1.000,bicubic,-52.763,-41.617,-88
gluon_resnext50_32x4d,42.100,57.900,57.690,42.310,25.03,224,0.875,bicubic,-51.570,-41.010,+51
ecaresnet50d_pruned,41.993,58.007,58.323,41.677,19.94,224,0.875,bicubic,-51.827,-40.677,+29
efficientnet_b2,41.937,58.063,58.300,41.700,9.11,288,1.000,bicubic,-52.433,-40.750,-31
xcit_tiny_12_p16_224_dist,41.883,58.117,57.213,42.787,6.72,224,1.000,bicubic,-51.457,-41.537,+86
gluon_resnext50_32x4d,42.100,57.900,57.690,42.310,25.03,224,0.875,bicubic,-51.540,-41.090,+56
ecaresnet50d_pruned,41.993,58.007,58.323,41.677,19.94,224,0.875,bicubic,-51.797,-40.577,+33
efficientnet_b2,41.937,58.063,58.300,41.700,9.11,288,1.000,bicubic,-52.403,-40.790,-28
xcit_tiny_12_p16_224_dist,41.883,58.117,57.213,42.787,6.72,224,1.000,bicubic,-51.377,-41.537,+91
gluon_senet154,41.700,58.300,56.480,43.520,115.09,224,0.875,bicubic,-53.000,-42.490,-71
dla102x2,41.677,58.323,58.033,41.967,41.28,224,0.875,bilinear,-52.333,-40.997,+5
inception_v4,41.647,58.353,55.367,44.633,42.68,299,0.875,bicubic,-52.723,-43.453,-34
hrnet_w64,41.617,58.383,57.173,42.827,128.06,224,0.875,bilinear,-52.233,-41.697,+18
haloregnetz_b,41.590,58.410,57.073,42.927,11.68,224,0.940,bicubic,-52.910,-41.887,-49
tf_efficientnet_cc_b0_8e,41.533,58.467,57.393,42.607,24.01,224,0.875,bicubic,-51.317,-41.067,+117
dla102x2,41.677,58.323,58.033,41.967,41.28,224,0.875,bilinear,-52.273,-40.797,+8
inception_v4,41.647,58.353,55.367,44.633,42.68,299,0.875,bicubic,-52.683,-43.513,-31
hrnet_w64,41.617,58.383,57.173,42.827,128.06,224,0.875,bilinear,-52.203,-41.827,+22
haloregnetz_b,41.590,58.410,57.073,42.927,11.68,224,0.940,bicubic,-52.850,-42.027,-46
tf_efficientnet_cc_b0_8e,41.533,58.467,57.393,42.607,24.01,224,0.875,bicubic,-51.237,-41.157,+122
efficientnet_el,41.503,58.497,58.317,41.683,10.59,300,0.904,bicubic,-53.167,-40.813,-72
efficientnet_em,41.477,58.523,58.873,41.127,6.90,240,0.882,bicubic,-52.273,-40.047,+31
resnetv2_50,41.447,58.553,56.750,43.250,25.55,224,0.950,bicubic,-52.843,-42.180,-32
swin_tiny_patch4_window7_224,41.403,58.597,57.333,42.667,28.29,224,0.900,bicubic,-53.237,-41.787,-69
cait_xxs24_224,41.387,58.613,57.523,42.477,11.96,224,1.000,bicubic,-52.103,-41.247,+61
resnext50_32x4d,41.373,58.627,56.940,43.060,25.03,224,0.875,bicubic,-52.477,-41.990,+12
tv_resnet152,41.320,58.680,57.587,42.413,60.19,224,0.875,bilinear,-51.940,-41.163,+79
gernet_s,41.317,58.683,58.880,41.120,8.17,224,0.875,bilinear,-51.123,-39.610,+137
xception71,41.300,58.700,55.940,44.060,42.34,299,0.903,bicubic,-52.600,-43.010,+2
gcresnext50ts,41.270,58.730,57.090,42.910,15.67,256,0.900,bicubic,-53.140,-41.900,-53
dpn92,41.263,58.737,56.313,43.687,37.67,224,0.875,bicubic,-52.917,-42.617,-30
adv_inception_v3,41.220,58.780,56.357,43.643,23.83,299,0.875,bicubic,-51.770,-42.123,+92
resnetblur50,41.073,58.927,57.080,42.920,25.56,224,0.875,bicubic,-52.637,-41.720,+25
nf_regnet_b1,41.053,58.947,58.157,41.843,10.22,288,0.900,bicubic,-52.837,-40.593,-2
gluon_resnet50_v1d,41.017,58.983,57.147,42.853,25.58,224,0.875,bicubic,-52.533,-41.563,+46
ese_vovnet39b,40.883,59.117,57.023,42.977,24.57,224,0.875,bicubic,-52.967,-41.797,+3
gluon_inception_v3,40.880,59.120,55.670,44.330,23.83,299,0.875,bicubic,-52.710,-43.170,+37
resnet34d,40.853,59.147,56.527,43.473,21.82,224,0.875,bicubic,-51.787,-41.913,+114
regnety_320,40.837,59.163,56.173,43.827,145.05,224,0.875,bicubic,-53.663,-42.997,-68
levit_192,40.800,59.200,56.663,43.337,10.95,224,0.900,bicubic,-52.910,-42.127,+17
xception,40.793,59.207,56.507,43.493,22.86,299,0.897,bicubic,-52.857,-42.263,+26
gluon_resnet101_v1b,40.703,59.297,56.193,43.807,44.55,224,0.875,bicubic,-53.067,-42.527,+7
skresnext50_32x4d,40.690,59.310,56.017,43.983,27.48,224,0.875,bicubic,-53.260,-42.453,-19
repvgg_b1,40.683,59.317,57.830,42.170,57.42,224,0.875,bilinear,-52.727,-40.950,+53
hrnet_w40,40.660,59.340,56.860,43.140,57.56,224,0.875,bilinear,-53.050,-41.940,+11
resmlp_24_224,40.660,59.340,56.597,43.403,30.02,224,0.875,bicubic,-52.770,-42.213,+47
tf_efficientnet_lite3,40.613,59.387,56.573,43.427,8.20,300,0.904,bilinear,-53.497,-42.387,-37
regnetx_320,40.533,59.467,55.667,44.333,107.81,224,0.875,bicubic,-53.677,-43.383,-49
xcit_tiny_12_p8_224,40.533,59.467,55.583,44.417,6.71,224,1.000,bicubic,-53.837,-43.487,-65
repvgg_b2,40.523,59.477,57.790,42.210,89.02,224,0.875,bilinear,-53.047,-41.280,+28
efficientnet_em,41.477,58.523,58.873,41.127,6.90,240,0.882,bicubic,-52.233,-39.917,+34
resnetv2_50,41.447,58.553,56.750,43.250,25.55,224,0.950,bicubic,-52.813,-42.030,-29
swin_tiny_patch4_window7_224,41.403,58.597,57.333,42.667,28.29,224,0.900,bicubic,-53.237,-41.787,-70
cait_xxs24_224,41.387,58.613,57.523,42.477,11.96,224,1.000,bicubic,-52.073,-41.327,+64
resnext50_32x4d,41.373,58.627,56.940,43.060,25.03,224,0.875,bicubic,-52.447,-41.990,+15
tv_resnet152,41.320,58.680,57.587,42.413,60.19,224,0.875,bilinear,-51.860,-41.083,+84
gernet_s,41.317,58.683,58.880,41.120,8.17,224,0.875,bilinear,-51.033,-39.540,+142
xception71,41.300,58.700,55.940,44.060,42.34,299,0.903,bicubic,-52.590,-42.950,+3
gcresnext50ts,41.270,58.730,57.090,42.910,15.67,256,0.900,bicubic,-53.110,-41.970,-50
dpn92,41.263,58.737,56.313,43.687,37.67,224,0.875,bicubic,-52.877,-42.477,-25
adv_inception_v3,41.220,58.780,56.357,43.643,23.83,299,0.875,bicubic,-51.700,-42.353,+97
resnetblur50,41.073,58.927,57.080,42.920,25.56,224,0.875,bicubic,-52.597,-41.620,+28
nf_regnet_b1,41.053,58.947,58.157,41.843,10.22,288,0.900,bicubic,-52.797,-40.743,+2
gluon_resnet50_v1d,41.017,58.983,57.147,42.853,25.58,224,0.875,bicubic,-52.483,-41.533,+49
ese_vovnet39b,40.883,59.117,57.023,42.977,24.57,224,0.875,bicubic,-52.967,-41.747,+3
gluon_inception_v3,40.880,59.120,55.670,44.330,23.83,299,0.875,bicubic,-52.690,-43.080,+41
resnet34d,40.853,59.147,56.527,43.473,21.82,224,0.875,bicubic,-51.707,-42.023,+119
regnety_320,40.837,59.163,56.173,43.827,145.05,224,0.875,bicubic,-53.623,-42.827,-67
levit_192,40.800,59.200,56.663,43.337,10.95,224,0.900,bicubic,-52.890,-42.057,+20
xception,40.793,59.207,56.507,43.493,22.86,299,0.897,bicubic,-52.827,-42.263,+28
gluon_resnet101_v1b,40.703,59.297,56.193,43.807,44.55,224,0.875,bicubic,-53.047,-42.727,+10
skresnext50_32x4d,40.690,59.310,56.017,43.983,27.48,224,0.875,bicubic,-53.240,-42.913,-16
repvgg_b1,40.683,59.317,57.830,42.170,57.42,224,0.875,bilinear,-52.607,-40.920,+57
hrnet_w40,40.660,59.340,56.860,43.140,57.56,224,0.875,bilinear,-53.040,-41.950,+14
resmlp_24_224,40.660,59.340,56.597,43.403,30.02,224,0.875,bicubic,-52.740,-42.163,+51
tf_efficientnet_lite3,40.613,59.387,56.573,43.427,8.20,300,0.904,bilinear,-53.447,-42.447,-34
regnetx_320,40.533,59.467,55.667,44.333,107.81,224,0.875,bicubic,-53.647,-43.353,-46
xcit_tiny_12_p8_224,40.533,59.467,55.583,44.417,6.71,224,1.000,bicubic,-53.787,-43.217,-62
repvgg_b2,40.523,59.477,57.790,42.210,89.02,224,0.875,bilinear,-52.997,-40.840,+31
tresnet_m_448,40.520,59.480,56.673,43.327,31.39,448,0.875,bilinear,-54.150,-42.497,-100
pit_xs_224,40.513,59.487,56.543,43.457,10.62,224,0.900,bicubic,-52.387,-42.247,+81
dla169,40.507,59.493,57.320,42.680,53.39,224,0.875,bilinear,-53.273,-41.510,-6
wide_resnet101_2,40.477,59.523,55.863,44.137,126.89,224,0.875,bilinear,-53.243,-42.947,+1
efficientnet_b2_pruned,40.457,59.543,56.603,43.397,8.31,260,0.890,bicubic,-53.343,-42.307,-11
resnet50,40.397,59.603,54.667,45.333,25.56,224,0.950,bicubic,-53.553,-44.163,-31
skresnet34,40.373,59.627,56.793,43.207,22.28,224,0.875,bicubic,-52.187,-41.717,+102
tf_efficientnet_b0_ap,40.357,59.643,56.823,43.177,5.29,224,0.875,bicubic,-52.243,-41.607,+96
regnetx_160,40.350,59.650,56.090,43.910,54.28,224,0.875,bicubic,-53.550,-42.990,-30
legacy_seresnext101_32x4d,40.323,59.677,54.843,45.157,48.96,224,0.875,bilinear,-53.847,-44.127,-55
xception65,40.320,59.680,55.263,44.737,39.92,299,0.903,bicubic,-53.420,-43.607,-7
pit_xs_224,40.513,59.487,56.543,43.457,10.62,224,0.900,bicubic,-52.327,-42.077,+85
dla169,40.507,59.493,57.320,42.680,53.39,224,0.875,bilinear,-53.253,-41.530,-3
wide_resnet101_2,40.477,59.523,55.863,44.137,126.89,224,0.875,bilinear,-53.233,-42.937,+4
efficientnet_b2_pruned,40.457,59.543,56.603,43.397,8.31,260,0.890,bicubic,-53.313,-42.117,-7
resnet50,40.397,59.603,54.667,45.333,25.56,224,0.950,bicubic,-53.503,-44.413,-28
skresnet34,40.373,59.627,56.793,43.207,22.28,224,0.875,bicubic,-52.067,-41.697,+107
tf_efficientnet_b0_ap,40.357,59.643,56.823,43.177,5.29,224,0.875,bicubic,-52.193,-41.727,+101
regnetx_160,40.350,59.650,56.090,43.910,54.28,224,0.875,bicubic,-53.520,-42.800,-25
legacy_seresnext101_32x4d,40.323,59.677,54.843,45.157,48.96,224,0.875,bilinear,-53.797,-44.097,-52
xception65,40.320,59.680,55.263,44.737,39.92,299,0.903,bicubic,-53.390,-43.537,-4
coat_mini,40.310,59.690,55.153,44.847,10.34,224,0.900,bicubic,-54.450,-43.797,-124
densenet201,40.297,59.703,56.770,43.230,20.01,224,0.875,bicubic,-52.393,-41.890,+83
efficientnet_el_pruned,40.293,59.707,56.750,43.250,10.59,300,0.904,bicubic,-53.767,-42.270,-50
coat_lite_mini,40.280,59.720,55.670,44.330,11.01,224,0.900,bicubic,-53.210,-43.110,+22
eca_resnet33ts,40.193,59.807,56.963,43.037,19.68,256,0.900,bicubic,-53.677,-41.927,-31
hrnet_w48,40.160,59.840,56.597,43.403,77.47,224,0.875,bilinear,-53.870,-42.433,-49
resnext50d_32x4d,40.150,59.850,55.593,44.407,25.05,224,0.875,bicubic,-53.650,-43.137,-23
vit_base_patch16_sam_224,40.133,59.867,55.530,44.470,86.57,224,0.900,bicubic,-53.757,-43.360,-36
legacy_seresnet152,40.053,59.947,55.887,44.113,66.82,224,0.875,bilinear,-53.407,-42.963,+20
tf_efficientnet_b1,40.043,59.957,56.213,43.787,7.79,240,0.882,bicubic,-53.667,-42.587,-12
hrnet_w30,40.013,59.987,57.123,42.877,37.71,224,0.875,bilinear,-53.397,-41.707,+23
densenet201,40.297,59.703,56.770,43.230,20.01,224,0.875,bicubic,-52.313,-41.740,+89
efficientnet_el_pruned,40.293,59.707,56.750,43.250,10.59,300,0.904,bicubic,-53.727,-42.000,-45
coat_lite_mini,40.280,59.720,55.670,44.330,11.01,224,0.900,bicubic,-53.160,-43.210,+25
eca_resnet33ts,40.193,59.807,56.963,43.037,19.68,256,0.900,bicubic,-53.657,-41.857,-28
hrnet_w48,40.160,59.840,56.597,43.403,77.47,224,0.875,bilinear,-53.800,-42.243,-45
resnext50d_32x4d,40.150,59.850,55.593,44.407,25.05,224,0.875,bicubic,-53.620,-43.247,-21
vit_base_patch16_sam_224,40.133,59.867,55.530,44.470,86.57,224,0.900,bicubic,-53.717,-43.340,-34
halonet50ts,40.113,59.887,54.453,45.547,22.73,256,0.940,bicubic,-54.267,-44.607,-285
legacy_seresnet152,40.053,59.947,55.887,44.113,66.82,224,0.875,bilinear,-53.377,-42.953,+23
tf_efficientnet_b1,40.043,59.957,56.213,43.787,7.79,240,0.882,bicubic,-53.627,-42.737,-9
hrnet_w30,40.013,59.987,57.123,42.877,37.71,224,0.875,bilinear,-53.327,-41.627,+27
regnetz_b,39.990,60.010,55.657,44.343,9.72,288,0.940,bicubic,-54.700,-43.503,-126
halonet50ts,39.967,60.033,54.103,45.897,22.73,256,0.940,bicubic,-54.673,-44.797,-120
regnetx_080,39.967,60.033,56.057,43.943,39.57,224,0.875,bicubic,-53.823,-42.843,-29
gluon_resnet101_v1c,39.953,60.047,55.253,44.747,44.57,224,0.875,bicubic,-53.707,-43.507,-11
resmlp_12_distilled_224,39.880,60.120,57.473,42.527,15.35,224,0.875,bicubic,-52.990,-41.157,+59
seresnet33ts,39.813,60.187,56.503,43.497,19.78,256,0.900,bicubic,-54.447,-42.277,-83
tf_efficientnetv2_b0,39.800,60.200,56.297,43.703,7.14,224,0.875,bicubic,-53.260,-42.403,+37
res2net50_26w_8s,39.747,60.253,54.947,45.053,48.40,224,0.875,bilinear,-53.683,-43.723,+12
vit_small_patch32_224,39.747,60.253,55.283,44.717,22.88,224,0.900,bicubic,-52.403,-43.227,+100
res2net101_26w_4s,39.723,60.277,54.613,45.387,45.21,224,0.875,bilinear,-53.797,-44.017,0
regnetx_120,39.707,60.293,55.693,44.307,46.11,224,0.875,bicubic,-54.583,-43.507,-93
hrnet_w44,39.660,60.340,55.313,44.687,67.06,224,0.875,bilinear,-53.960,-43.637,-15
xception41,39.660,60.340,54.977,45.023,26.97,299,0.903,bicubic,-53.820,-43.863,+3
sehalonet33ts,39.640,60.360,53.967,46.033,13.69,256,0.940,bicubic,-54.890,-44.813,-117
resmlp_big_24_224,39.610,60.390,54.767,45.233,129.14,224,0.875,bicubic,-54.660,-44.053,-94
tf_efficientnetv2_b1,39.607,60.393,55.490,44.510,8.14,240,0.882,bicubic,-54.093,-43.320,-28
dla102x,39.593,60.407,56.337,43.663,26.31,224,0.875,bilinear,-53.917,-42.513,-6
densenet161,39.590,60.410,56.180,43.820,28.68,224,0.875,bicubic,-53.290,-42.630,+44
mixnet_xl,39.553,60.447,55.827,44.173,11.90,224,0.875,bicubic,-54.667,-42.983,-95
hrnet_w32,39.523,60.477,56.267,43.733,41.23,224,0.875,bilinear,-53.427,-42.573,+36
gcresnet33ts,39.507,60.493,55.863,44.137,19.88,256,0.900,bicubic,-54.313,-43.067,-51
rexnet_130,39.477,60.523,56.633,43.367,7.56,224,0.875,bicubic,-54.213,-42.087,-33
xcit_tiny_12_p16_224,39.477,60.523,55.023,44.977,6.72,224,1.000,bicubic,-52.983,-43.607,+69
levit_128,39.453,60.547,55.460,44.540,9.21,224,0.900,bicubic,-53.587,-43.230,+22
resnetv2_50x1_bitm,39.407,60.593,57.873,42.127,25.55,448,1.000,bilinear,-55.353,-41.307,-158
regnety_064,39.390,60.610,55.817,44.183,30.58,224,0.875,bicubic,-54.750,-42.973,-91
regnety_120,39.377,60.623,55.347,44.653,51.82,224,0.875,bicubic,-54.683,-43.673,-84
tf_efficientnet_el,39.353,60.647,55.443,44.557,10.59,300,0.904,bicubic,-54.997,-43.647,-115
tf_inception_v3,39.353,60.647,54.373,45.627,23.83,299,0.875,bicubic,-53.857,-44.117,+9
densenetblur121d,39.310,60.690,56.650,43.350,8.00,224,0.875,bicubic,-53.090,-41.820,+68
gluon_resnet50_v1s,39.283,60.717,55.100,44.900,25.68,224,0.875,bicubic,-54.307,-43.730,-28
tv_resnet101,39.273,60.727,55.833,44.167,44.55,224,0.875,bilinear,-53.607,-42.827,+31
tf_efficientnetv2_b2,39.190,60.810,54.620,45.380,10.10,260,0.890,bicubic,-54.870,-44.320,-89
densenet169,39.177,60.823,55.850,44.150,14.15,224,0.875,bicubic,-53.113,-42.740,+68
legacy_seresnet101,39.123,60.877,55.100,44.900,49.33,224,0.875,bilinear,-54.167,-43.650,-5
repvgg_b1g4,39.000,61.000,56.433,43.567,39.97,224,0.875,bilinear,-54.040,-42.387,+11
regnety_080,38.973,61.027,55.193,44.807,39.18,224,0.875,bicubic,-54.927,-43.797,-79
dpn68,38.967,61.033,54.977,45.023,12.61,224,0.875,bicubic,-53.293,-43.623,+65
efficientnet_b1_pruned,38.967,61.033,55.607,44.393,6.33,240,0.882,bicubic,-53.993,-42.913,+15
inception_v3,38.953,61.047,53.850,46.150,23.83,299,0.875,bicubic,-53.947,-44.470,+20
crossvit_9_dagger_240,38.947,61.053,54.913,45.087,8.78,240,0.875,bicubic,-53.803,-43.597,+31
legacy_seresnext50_32x4d,38.897,61.103,54.637,45.363,27.56,224,0.875,bilinear,-54.513,-44.163,-18
resnet33ts,38.890,61.110,55.550,44.450,19.68,256,0.900,bicubic,-54.730,-43.220,-45
dla102,38.883,61.117,55.333,44.667,33.27,224,0.875,bilinear,-54.407,-43.447,-15
regnety_040,38.833,61.167,55.600,44.400,20.65,224,0.875,bicubic,-54.777,-43.040,-46
regnetx_040,38.803,61.197,55.493,44.507,22.12,224,0.875,bicubic,-54.867,-43.457,-55
resnet32ts,38.767,61.233,55.847,44.153,17.96,256,0.900,bicubic,-54.803,-42.903,-40
regnetx_032,38.760,61.240,55.160,44.840,15.30,224,0.875,bicubic,-54.510,-43.580,-16
densenet121,38.753,61.247,56.250,43.750,7.98,224,0.875,bicubic,-53.187,-42.030,+68
res2net50_14w_8s,38.720,61.280,54.197,45.803,25.06,224,0.875,bilinear,-54.300,-44.513,-1
dla60_res2net,38.687,61.313,54.613,45.387,20.85,224,0.875,bilinear,-54.693,-44.217,-24
res2net50_26w_6s,38.660,61.340,53.810,46.190,37.05,224,0.875,bilinear,-54.920,-44.930,-48
selecsls60,38.623,61.377,55.693,44.307,30.67,224,0.875,bicubic,-54.377,-43.137,-2
dla60x,38.617,61.383,55.500,44.500,17.35,224,0.875,bilinear,-54.593,-43.220,-17
selecsls60b,38.573,61.427,55.327,44.673,32.77,224,0.875,bicubic,-54.907,-43.433,-38
tf_efficientnet_b0,38.550,61.450,56.083,43.917,5.29,224,0.875,bicubic,-53.850,-42.337,+41
dla60_res2next,38.530,61.470,55.003,44.997,17.03,224,0.875,bilinear,-55.030,-43.797,-49
hardcorenas_f,38.507,61.493,55.743,44.257,8.20,224,0.875,bilinear,-54.473,-42.877,-5
repvgg_a2,38.507,61.493,55.827,44.173,28.21,224,0.875,bilinear,-54.153,-42.703,+20
regnetx_064,38.493,61.507,55.027,44.973,26.21,224,0.875,bicubic,-55.157,-44.023,-66
gluon_resnet50_v1b,38.457,61.543,54.897,45.103,25.56,224,0.875,bicubic,-54.093,-43.653,+27
resmlp_12_224,38.453,61.547,56.387,43.613,15.35,224,0.875,bicubic,-53.677,-42.183,+48
tf_efficientnet_cc_b0_4e,38.427,61.573,55.200,44.800,13.31,224,0.875,bicubic,-54.413,-43.240,+4
hrnet_w18,38.380,61.620,55.750,44.250,21.30,224,0.875,bilinear,-54.370,-42.900,+9
mixnet_l,38.233,61.767,54.857,45.143,7.33,224,0.875,bicubic,-55.057,-43.853,-34
hardcorenas_e,38.130,61.870,55.193,44.807,8.07,224,0.875,bilinear,-54.830,-43.377,-11
efficientnet_b1,38.107,61.893,54.090,45.910,7.79,256,1.000,bicubic,-54.913,-44.610,-17
coat_lite_tiny,38.080,61.920,53.467,46.533,5.72,224,0.900,bicubic,-54.750,-45.173,0
eca_halonext26ts,38.067,61.933,54.167,45.833,10.76,256,0.940,bicubic,-55.073,-44.523,-28
gmixer_24_224,37.977,62.023,52.117,47.883,24.72,224,0.875,bicubic,-54.693,-46.143,+7
resnetrs50,37.907,62.093,53.320,46.680,35.69,224,0.910,bicubic,-56.123,-45.510,-124
hardcorenas_c,37.887,62.113,55.720,44.280,5.52,224,0.875,bilinear,-54.443,-42.620,+28
gluon_resnet50_v1c,37.867,62.133,54.150,45.850,25.58,224,0.875,bicubic,-55.053,-44.560,-15
efficientnet_es,37.837,62.163,54.987,45.013,5.44,224,0.875,bicubic,-55.103,-43.703,-17
res2net50_26w_4s,37.820,62.180,53.113,46.887,25.70,224,0.875,bilinear,-55.360,-45.557,-35
resnest14d,37.790,62.210,56.570,43.430,10.61,224,0.875,bilinear,-53.360,-41.780,+68
tv_resnext50_32x4d,37.783,62.217,54.153,45.847,25.03,224,0.875,bilinear,-55.127,-44.577,-18
resnet26t,37.753,62.247,55.300,44.700,16.01,256,0.940,bicubic,-54.927,-43.300,-2
ecaresnet26t,37.597,62.403,54.353,45.647,16.01,320,0.950,bicubic,-56.333,-44.577,-123
hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.647,+3
res2next50,37.537,62.463,52.883,47.117,24.67,224,0.875,bilinear,-55.573,-45.777,-39
resnet34,37.497,62.503,54.327,45.673,21.80,224,0.875,bilinear,-53.693,-43.903,+60
lambda_resnet26t,37.370,62.630,53.550,46.450,10.96,256,0.940,bicubic,-56.030,-45.210,-57
pit_ti_distilled_224,37.320,62.680,55.183,44.817,5.10,224,0.900,bicubic,-53.580,-43.047,+68
hardcorenas_b,37.280,62.720,55.040,44.960,5.18,224,0.875,bilinear,-54.690,-43.360,+31
mobilenetv3_large_100_miil,37.247,62.753,53.560,46.440,5.48,224,0.875,bilinear,-55.003,-44.690,+19
regnety_016,37.143,62.857,54.147,45.853,11.20,224,0.875,bicubic,-55.887,-44.543,-39
res2net50_48w_2s,37.143,62.857,53.410,46.590,25.29,224,0.875,bilinear,-55.657,-45.060,-19
lambda_resnet26rpt_256,37.113,62.887,53.843,46.157,10.99,256,0.940,bicubic,-56.327,-45.037,-70
dla60,37.110,62.890,54.297,45.703,22.04,224,0.875,bilinear,-55.580,-44.333,-15
bat_resnext26ts,37.090,62.910,53.750,46.250,10.73,256,0.900,bicubic,-56.010,-44.970,-48
rexnet_100,37.060,62.940,54.070,45.930,4.80,224,0.875,bicubic,-55.780,-44.550,-26
tf_mixnet_l,37.040,62.960,52.710,47.290,7.33,224,0.875,bicubic,-56.010,-45.830,-48
legacy_seresnet50,36.933,63.067,53.517,46.483,28.09,224,0.875,bilinear,-55.737,-45.143,-16
tf_efficientnet_lite2,36.890,63.110,53.367,46.633,6.09,260,0.890,bicubic,-55.680,-45.183,-10
halonet26t,36.783,63.217,52.267,47.733,12.48,256,0.950,bicubic,-56.827,-46.693,-96
regnetx_016,36.767,63.233,53.293,46.707,9.19,224,0.875,bicubic,-55.793,-45.257,-11
tv_densenet121,36.747,63.253,54.000,46.000,7.98,224,0.875,bicubic,-54.653,-44.250,+36
mobilenetv2_120d,36.717,63.283,53.967,46.033,5.83,224,0.875,bicubic,-55.893,-44.543,-18
hardcorenas_a,36.707,63.293,54.923,45.077,5.26,224,0.875,bilinear,-54.903,-43.247,+26
tf_efficientnet_lite1,36.667,63.333,53.687,46.313,5.42,240,0.882,bicubic,-55.653,-44.803,0
efficientnet_b0,36.603,63.397,53.490,46.510,5.29,224,0.875,bicubic,-55.867,-45.190,-12
levit_128s,36.593,63.407,53.083,46.917,7.78,224,0.900,bicubic,-54.907,-45.317,+26
vit_base_patch32_sam_224,36.593,63.407,53.087,46.913,88.22,224,0.900,bicubic,-53.277,-44.513,+65
xcit_nano_12_p8_224_dist,36.503,63.497,52.780,47.220,3.05,224,1.000,bicubic,-55.907,-45.730,-9
tf_efficientnet_em,36.450,63.550,52.860,47.140,6.90,240,0.882,bicubic,-56.750,-45.820,-67
skresnet18,36.343,63.657,54.267,45.733,11.96,224,0.875,bicubic,-53.827,-43.513,+59
repvgg_b0,36.317,63.683,54.113,45.887,15.82,224,0.875,bilinear,-55.353,-44.337,+16
xcit_nano_12_p16_384_dist,36.153,63.847,53.217,46.783,3.05,384,1.000,bicubic,-55.947,-45.303,+4
legacy_seresnet34,36.147,63.853,52.547,47.453,21.96,224,0.875,bilinear,-55.333,-45.783,+21
tv_resnet50,36.143,63.857,52.873,47.127,25.56,224,0.875,bilinear,-55.967,-45.547,0
coat_tiny,36.100,63.900,51.073,48.927,5.50,224,0.900,bicubic,-57.400,-47.607,-99
deit_tiny_distilled_patch16_224,36.093,63.907,54.273,45.727,5.91,224,0.900,bicubic,-54.997,-43.907,+35
tv_resnet34,36.057,63.943,53.530,46.470,21.80,224,0.875,bilinear,-54.253,-44.350,+49
tf_efficientnet_lite0,36.020,63.980,53.520,46.480,4.65,224,0.875,bicubic,-55.260,-44.570,+21
mobilenetv2_140,35.980,64.020,53.920,46.080,6.11,224,0.875,bicubic,-56.050,-44.330,-2
selecsls42b,35.830,64.170,52.537,47.463,32.46,224,0.875,bicubic,-56.650,-45.903,-28
seresnext26ts,35.807,64.193,53.990,46.010,10.39,256,0.900,bicubic,-56.983,-44.610,-48
gluon_resnet34_v1b,35.750,64.250,52.290,47.710,21.80,224,0.875,bicubic,-55.340,-45.920,+30
xcit_nano_12_p8_384_dist,35.730,64.270,52.297,47.703,3.05,384,1.000,bicubic,-57.520,-46.553,-85
mixnet_m,35.677,64.323,52.447,47.553,5.01,224,0.875,bicubic,-56.583,-45.923,-17
efficientnet_lite0,35.653,64.347,53.693,46.307,4.65,224,0.875,bicubic,-55.597,-44.557,+17
dla34,35.647,64.353,52.817,47.183,15.74,224,0.875,bilinear,-55.603,-45.363,+15
ssl_resnet18,35.630,64.370,53.813,46.187,11.69,224,0.875,bilinear,-55.070,-44.217,+32
mobilenetv3_rw,35.620,64.380,53.740,46.260,5.48,224,0.875,bicubic,-55.930,-44.530,+3
efficientnet_es_pruned,35.373,64.627,52.853,47.147,5.44,224,0.875,bicubic,-56.337,-45.547,-4
mobilenetv2_110d,35.277,64.723,52.823,47.177,4.52,224,0.875,bicubic,-56.043,-45.357,+8
hrnet_w18_small_v2,35.227,64.773,52.500,47.500,15.60,224,0.875,bilinear,-55.943,-45.850,+15
tf_mixnet_m,35.217,64.783,50.977,49.023,5.01,224,0.875,bicubic,-56.953,-47.443,-21
resnet18d,35.120,64.880,52.883,47.117,11.71,224,0.875,bicubic,-54.870,-44.957,+37
xcit_nano_12_p16_224_dist,35.103,64.897,52.500,47.500,3.05,224,1.000,bicubic,-55.087,-45.260,+33
convit_tiny,35.103,64.897,51.850,48.150,5.71,224,0.875,bicubic,-55.447,-46.360,+27
resnext26ts,35.097,64.903,53.447,46.553,10.30,256,0.900,bicubic,-57.113,-44.833,-26
gcresnext26ts,34.973,65.027,51.613,48.387,10.48,256,0.900,bicubic,-57.497,-46.887,-43
eca_resnext26ts,34.970,65.030,52.323,47.677,10.30,256,0.900,bicubic,-57.450,-46.287,-40
regnety_008,34.883,65.117,51.863,48.137,6.26,224,0.875,bicubic,-57.007,-46.557,-17
ese_vovnet19b_dw,34.830,65.170,51.997,48.003,6.54,224,0.875,bicubic,-57.190,-46.523,-22
crossvit_9_240,34.680,65.320,51.793,48.207,8.55,240,0.875,bicubic,-56.390,-46.517,+12
pit_ti_224,34.637,65.363,52.127,47.873,4.85,224,0.900,bicubic,-55.803,-45.893,+23
mobilenetv3_large_100,34.570,65.430,52.917,47.083,5.48,224,0.875,bicubic,-56.910,-45.283,-10
seresnext26t_32x4d,34.560,65.440,51.480,48.520,16.81,224,0.875,bicubic,-58.210,-47.070,-70
seresnext26d_32x4d,34.527,65.473,51.570,48.430,16.81,224,0.875,bicubic,-57.903,-46.970,-48
resnet26d,34.333,65.667,51.857,48.143,16.01,224,0.875,bicubic,-57.917,-46.613,-37
mixer_b16_224,34.327,65.673,48.050,51.950,59.88,224,0.875,bicubic,-56.803,-49.360,+1
fbnetc_100,34.320,65.680,51.240,48.760,5.57,224,0.875,bilinear,-56.940,-46.580,-8
tf_efficientnet_es,34.273,65.727,51.467,48.533,5.44,224,0.875,bicubic,-57.827,-46.963,-34
regnety_006,34.243,65.757,51.297,48.703,6.06,224,0.875,bicubic,-57.337,-47.133,-20
tf_mobilenetv3_large_100,33.977,66.023,51.520,48.480,5.48,224,0.875,bilinear,-57.433,-46.730,-15
mnasnet_100,33.847,66.153,51.247,48.753,4.38,224,0.875,bicubic,-57.353,-46.793,-9
regnetx_008,33.733,66.267,50.590,49.410,7.26,224,0.875,bicubic,-57.457,-47.780,-9
xcit_nano_12_p8_224,33.610,66.390,50.230,49.770,3.05,224,1.000,bicubic,-57.490,-48.010,-5
resnet26,33.593,66.407,51.017,48.983,16.00,224,0.875,bicubic,-57.867,-47.253,-20
vit_tiny_r_s16_p8_384,33.593,66.407,50.650,49.350,6.36,384,1.000,bicubic,-58.127,-47.780,-32
mixnet_s,33.587,66.413,51.030,48.970,4.13,224,0.875,bicubic,-58.193,-47.270,-34
semnasnet_100,33.550,66.450,50.837,49.163,3.89,224,0.875,bicubic,-58.110,-47.423,-30
vit_tiny_patch16_384,33.547,66.453,51.003,48.997,5.79,384,1.000,bicubic,-59.883,-47.837,-134
spnasnet_100,33.513,66.487,51.303,48.697,4.42,224,0.875,bilinear,-57.097,-46.647,0
crossvit_tiny_240,33.380,66.620,49.917,50.083,7.01,240,0.875,bicubic,-57.150,-48.033,+1
vgg19_bn,33.313,66.687,50.877,49.123,143.68,224,0.875,bilinear,-57.677,-47.243,-8
regnetx_006,33.207,66.793,50.300,49.700,6.20,224,0.875,bicubic,-57.543,-47.800,-6
ghostnet_100,33.180,66.820,51.143,48.857,5.18,224,0.875,bilinear,-57.260,-46.697,0
xcit_nano_12_p16_224,33.060,66.940,50.070,49.930,3.05,224,1.000,bicubic,-55.900,-47.340,+17
resnet18,33.040,66.960,51.127,48.873,11.69,224,0.875,bilinear,-55.120,-45.993,+20
legacy_seresnext26_32x4d,32.747,67.253,49.210,50.790,16.79,224,0.875,bicubic,-59.843,-49.210,-80
hrnet_w18_small,32.720,67.280,50.673,49.327,13.19,224,0.875,bilinear,-57.180,-47.227,+3
deit_tiny_patch16_224,32.703,67.297,50.323,49.677,5.72,224,0.900,bicubic,-56.897,-47.637,+6
legacy_seresnet18,32.637,67.363,50.360,49.640,11.78,224,0.875,bicubic,-56.613,-47.330,+9
regnetx_004,32.577,67.423,49.390,50.610,5.16,224,0.875,bicubic,-56.873,-48.390,+5
mobilenetv2_100,32.570,67.430,50.867,49.133,3.50,224,0.875,bicubic,-57.270,-46.973,+1
regnety_004,32.407,67.593,49.500,50.500,4.34,224,0.875,bicubic,-58.343,-48.580,-15
gluon_resnet18_v1b,32.393,67.607,49.710,50.290,11.69,224,0.875,bicubic,-56.277,-47.400,+9
tf_mixnet_s,32.223,67.777,48.610,51.390,4.13,224,0.875,bicubic,-59.467,-49.630,-49
vit_tiny_patch16_224,32.147,67.853,49.103,50.897,5.72,224,0.900,bicubic,-59.783,-49.227,-55
tf_mobilenetv3_large_075,31.947,68.053,49.147,50.853,3.99,224,0.875,bilinear,-58.363,-48.823,-10
tf_mobilenetv3_large_minimal_100,31.603,68.397,49.407,50.593,3.92,224,0.875,bilinear,-57.557,-47.913,+3
vit_tiny_r_s16_p8_224,30.850,69.150,47.673,52.327,6.34,224,0.900,bicubic,-58.550,-50.017,-2
vgg16_bn,30.363,69.637,47.267,52.733,138.37,224,0.875,bilinear,-60.157,-50.723,-17
regnety_002,29.683,70.317,46.887,53.113,3.16,224,0.875,bicubic,-58.527,-50.533,+4
vgg13_bn,28.970,71.030,46.827,53.173,133.05,224,0.875,bilinear,-60.240,-50.713,-2
regnetx_002,28.887,71.113,45.587,54.413,2.68,224,0.875,bicubic,-58.473,-51.403,+5
vgg19,28.687,71.313,45.257,54.743,143.67,224,0.875,bilinear,-61.003,-52.293,-10
dla60x_c,28.520,71.480,46.260,53.740,1.32,224,0.875,bilinear,-58.560,-50.880,+6
vgg11_bn,28.380,71.620,46.507,53.493,132.87,224,0.875,bilinear,-60.010,-50.773,-2
vgg16,27.990,72.010,44.743,55.257,138.36,224,0.875,bilinear,-61.390,-52.777,-9
tf_mobilenetv3_small_100,27.350,72.650,44.490,55.510,2.54,224,0.875,bilinear,-58.640,-51.920,+5
mixer_l16_224,26.797,73.203,37.860,62.140,208.20,224,0.875,bicubic,-60.163,-56.170,+3
eca_botnext26ts_256,26.743,73.257,41.953,58.047,10.59,256,0.950,bicubic,-64.107,-55.797,-34
vgg11,26.610,73.390,43.510,56.490,132.86,224,0.875,bilinear,-60.720,-53.600,-2
vgg13,26.317,73.683,43.463,56.537,133.05,224,0.875,bilinear,-61.233,-53.657,-5
dla46x_c,26.283,73.717,43.907,56.093,1.07,224,0.875,bilinear,-59.187,-52.543,+1
tf_mobilenetv3_small_075,26.273,73.727,43.710,56.290,2.04,224,0.875,bilinear,-58.257,-52.180,+2
dla46_c,25.493,74.507,43.953,56.047,1.30,224,0.875,bilinear,-59.217,-52.257,0
tf_mobilenetv3_small_minimal_100,25.107,74.893,42.987,57.013,2.04,224,0.875,bilinear,-57.573,-52.023,+1
botnet26t_256,22.097,77.903,37.240,62.760,12.49,256,0.950,bicubic,-65.143,-59.510,-7
regnetx_080,39.967,60.033,56.057,43.943,39.57,224,0.875,bicubic,-53.803,-42.893,-25
gluon_resnet101_v1c,39.953,60.047,55.253,44.747,44.57,224,0.875,bicubic,-53.667,-43.697,-7
resmlp_12_distilled_224,39.880,60.120,57.473,42.527,15.35,224,0.875,bicubic,-52.910,-41.127,+65
seresnet33ts,39.813,60.187,56.503,43.497,19.78,256,0.900,bicubic,-54.397,-42.547,-79
tf_efficientnetv2_b0,39.800,60.200,56.297,43.703,7.14,224,0.875,bicubic,-53.220,-42.403,+43
res2net50_26w_8s,39.747,60.253,54.947,45.053,48.40,224,0.875,bilinear,-53.663,-43.833,+17
vit_small_patch32_224,39.747,60.253,55.283,44.717,22.88,224,0.900,bicubic,-52.273,-43.237,+106
lambda_resnet50ts,39.723,60.277,54.367,45.633,21.54,256,0.950,bicubic,-54.827,-44.553,-300
res2net101_26w_4s,39.723,60.277,54.613,45.387,45.21,224,0.875,bilinear,-53.767,-44.157,+4
regnetx_120,39.707,60.293,55.693,44.307,46.11,224,0.875,bicubic,-54.563,-43.397,-89
hrnet_w44,39.660,60.340,55.313,44.687,67.06,224,0.875,bilinear,-53.940,-43.397,-11
xception41,39.660,60.340,54.977,45.023,26.97,299,0.903,bicubic,-53.770,-43.693,+7
sehalonet33ts,39.640,60.360,53.967,46.033,13.69,256,0.940,bicubic,-54.850,-45.053,-114
resmlp_big_24_224,39.610,60.390,54.767,45.233,129.14,224,0.875,bicubic,-54.600,-44.243,-89
tf_efficientnetv2_b1,39.607,60.393,55.490,44.510,8.14,240,0.882,bicubic,-54.063,-43.460,-24
dla102x,39.593,60.407,56.337,43.663,26.31,224,0.875,bilinear,-53.897,-42.443,-2
densenet161,39.590,60.410,56.180,43.820,28.68,224,0.875,bicubic,-53.240,-42.460,+50
mixnet_xl,39.553,60.447,55.827,44.173,11.90,224,0.875,bicubic,-54.647,-43.203,-91
hrnet_w32,39.523,60.477,56.267,43.733,41.23,224,0.875,bilinear,-53.357,-42.543,+42
lamhalobotnet50ts_256,39.517,60.483,53.860,46.140,22.57,256,0.950,bicubic,-55.083,-45.280,-309
gcresnet33ts,39.507,60.493,55.863,44.137,19.88,256,0.900,bicubic,-54.293,-42.867,-48
xcit_tiny_12_p16_224,39.477,60.523,55.023,44.977,6.72,224,1.000,bicubic,-52.923,-43.447,+75
rexnet_130,39.477,60.523,56.633,43.367,7.56,224,0.875,bicubic,-54.183,-42.127,-29
levit_128,39.453,60.547,55.460,44.540,9.21,224,0.900,bicubic,-53.527,-43.160,+29
resnetv2_50x1_bitm,39.407,60.593,57.873,42.127,25.55,448,1.000,bilinear,-55.353,-41.307,-157
regnety_064,39.390,60.610,55.817,44.183,30.58,224,0.875,bicubic,-54.690,-43.133,-86
regnety_120,39.377,60.623,55.347,44.653,51.82,224,0.875,bicubic,-54.653,-43.683,-81
tf_efficientnet_el,39.353,60.647,55.443,44.557,10.59,300,0.904,bicubic,-54.967,-43.717,-111
tf_inception_v3,39.353,60.647,54.373,45.627,23.83,299,0.875,bicubic,-53.747,-44.347,+14
halo2botnet50ts_256,39.313,60.687,53.643,46.357,22.64,256,0.950,bicubic,-55.217,-45.137,-299
densenetblur121d,39.310,60.690,56.650,43.350,8.00,224,0.875,bicubic,-52.950,-41.950,+73
gluon_resnet50_v1s,39.283,60.717,55.100,44.900,25.68,224,0.875,bicubic,-54.287,-43.970,-25
tv_resnet101,39.273,60.727,55.833,44.167,44.55,224,0.875,bilinear,-53.527,-42.637,+37
tf_efficientnetv2_b2,39.190,60.810,54.620,45.380,10.10,260,0.890,bicubic,-54.840,-44.210,-86
densenet169,39.177,60.823,55.850,44.150,14.15,224,0.875,bicubic,-52.993,-42.570,+74
legacy_seresnet101,39.123,60.877,55.100,44.900,49.33,224,0.875,bilinear,-54.107,-43.720,+1
repvgg_b1g4,39.000,61.000,56.433,43.567,39.97,224,0.875,bilinear,-53.990,-42.047,+16
regnety_080,38.973,61.027,55.193,44.807,39.18,224,0.875,bicubic,-54.907,-43.607,-75
dpn68,38.967,61.033,54.977,45.023,12.61,224,0.875,bicubic,-53.163,-43.593,+72
efficientnet_b1_pruned,38.967,61.033,55.607,44.393,6.33,240,0.882,bicubic,-53.933,-43.183,+22
inception_v3,38.953,61.047,53.850,46.150,23.83,299,0.875,bicubic,-53.887,-44.590,+27
crossvit_9_dagger_240,38.947,61.053,54.913,45.087,8.78,240,0.875,bicubic,-53.713,-43.617,+38
legacy_seresnext50_32x4d,38.897,61.103,54.637,45.363,27.56,224,0.875,bilinear,-54.393,-44.143,-13
resnet33ts,38.890,61.110,55.550,44.450,19.68,256,0.900,bicubic,-54.700,-43.290,-41
dla102,38.883,61.117,55.333,44.667,33.27,224,0.875,bilinear,-54.327,-43.387,-7
regnety_040,38.833,61.167,55.600,44.400,20.65,224,0.875,bicubic,-54.757,-43.230,-42
regnetx_040,38.803,61.197,55.493,44.507,22.12,224,0.875,bicubic,-54.847,-43.557,-52
resnet32ts,38.767,61.233,55.847,44.153,17.96,256,0.900,bicubic,-54.743,-43.003,-36
regnetx_032,38.760,61.240,55.160,44.840,15.30,224,0.875,bicubic,-54.450,-43.330,-10
densenet121,38.753,61.247,56.250,43.750,7.98,224,0.875,bicubic,-52.937,-41.990,+74
res2net50_14w_8s,38.720,61.280,54.197,45.803,25.06,224,0.875,bilinear,-54.230,-44.643,+6
dla60_res2net,38.687,61.313,54.613,45.387,20.85,224,0.875,bilinear,-54.583,-44.127,-19
res2net50_26w_6s,38.660,61.340,53.810,46.190,37.05,224,0.875,bilinear,-54.900,-44.990,-44
selecsls60,38.623,61.377,55.693,44.307,30.67,224,0.875,bicubic,-54.317,-42.997,+4
dla60x,38.617,61.383,55.500,44.500,17.35,224,0.875,bilinear,-54.443,-43.200,-10
selecsls60b,38.573,61.427,55.327,44.673,32.77,224,0.875,bicubic,-54.857,-43.483,-34
tf_efficientnet_b0,38.550,61.450,56.083,43.917,5.29,224,0.875,bicubic,-53.710,-42.287,+48
dla60_res2next,38.530,61.470,55.003,44.997,17.03,224,0.875,bilinear,-54.980,-43.777,-45
repvgg_a2,38.507,61.493,55.827,44.173,28.21,224,0.875,bilinear,-54.063,-42.723,+26
hardcorenas_f,38.507,61.493,55.743,44.257,8.20,224,0.875,bilinear,-54.403,-42.987,+1
regnetx_064,38.493,61.507,55.027,44.973,26.21,224,0.875,bicubic,-55.117,-43.613,-61
gluon_resnet50_v1b,38.457,61.543,54.897,45.103,25.56,224,0.875,bicubic,-53.973,-43.643,+33
resmlp_12_224,38.453,61.547,56.387,43.613,15.35,224,0.875,bicubic,-53.517,-42.013,+54
tf_efficientnet_cc_b0_4e,38.427,61.573,55.200,44.800,13.31,224,0.875,bicubic,-54.323,-43.450,+10
hrnet_w18,38.380,61.620,55.750,44.250,21.30,224,0.875,bilinear,-54.290,-42.910,+14
mixnet_l,38.233,61.767,54.857,45.143,7.33,224,0.875,bicubic,-55.017,-43.993,-30
hardcorenas_e,38.130,61.870,55.193,44.807,8.07,224,0.875,bilinear,-54.770,-43.127,-6
efficientnet_b1,38.107,61.893,54.090,45.910,7.79,256,1.000,bicubic,-54.853,-44.480,-12
coat_lite_tiny,38.080,61.920,53.467,46.533,5.72,224,0.900,bicubic,-54.610,-45.193,+6
eca_halonext26ts,38.067,61.933,54.167,45.833,10.76,256,0.940,bicubic,-54.973,-44.653,-22
gmixer_24_224,37.977,62.023,52.117,47.883,24.72,224,0.875,bicubic,-54.623,-46.253,+13
resnetrs50,37.907,62.093,53.320,46.680,35.69,224,0.910,bicubic,-56.083,-45.640,-121
hardcorenas_c,37.887,62.113,55.720,44.280,5.52,224,0.875,bilinear,-54.363,-42.750,+34
gluon_resnet50_v1c,37.867,62.133,54.150,45.850,25.58,224,0.875,bicubic,-55.003,-44.480,-9
efficientnet_es,37.837,62.163,54.987,45.013,5.44,224,0.875,bicubic,-55.043,-43.673,-11
res2net50_26w_4s,37.820,62.180,53.113,46.887,25.70,224,0.875,bilinear,-55.220,-45.577,-29
resnest14d,37.790,62.210,56.570,43.430,10.61,224,0.875,bilinear,-53.280,-41.740,+74
tv_resnext50_32x4d,37.783,62.217,54.153,45.847,25.03,224,0.875,bilinear,-55.067,-44.307,-12
resnet26t,37.753,62.247,55.300,44.700,16.01,256,0.940,bicubic,-54.847,-43.130,+4
ecaresnet26t,37.597,62.403,54.353,45.647,16.01,320,0.950,bicubic,-56.303,-44.597,-120
hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-54.930,-43.717,+9
res2next50,37.537,62.463,52.883,47.117,24.67,224,0.875,bilinear,-55.493,-45.807,-33
resnet34,37.497,62.503,54.327,45.673,21.80,224,0.875,bilinear,-53.593,-43.943,+65
lambda_resnet26t,37.370,62.630,53.550,46.450,10.96,256,0.940,bicubic,-55.920,-45.160,-52
pit_ti_distilled_224,37.320,62.680,55.183,44.817,5.10,224,0.900,bicubic,-53.210,-42.767,+74
hardcorenas_b,37.280,62.720,55.040,44.960,5.18,224,0.875,bilinear,-54.430,-43.360,+37
mobilenetv3_large_100_miil,37.247,62.753,53.560,46.440,5.48,224,0.875,bilinear,-54.853,-44.870,+26
regnety_016,37.143,62.857,54.147,45.853,11.20,224,0.875,bicubic,-55.817,-44.373,-33
res2net50_48w_2s,37.143,62.857,53.410,46.590,25.29,224,0.875,bilinear,-55.547,-45.220,-13
lambda_resnet26rpt_256,37.113,62.887,53.843,46.157,10.99,256,0.940,bicubic,-56.297,-44.987,-66
dla60,37.110,62.890,54.297,45.703,22.04,224,0.875,bilinear,-55.530,-44.143,-10
bat_resnext26ts,37.090,62.910,53.750,46.250,10.73,256,0.900,bicubic,-55.930,-44.960,-42
rexnet_100,37.060,62.940,54.070,45.930,4.80,224,0.875,bicubic,-55.690,-44.440,-20
tf_mixnet_l,37.040,62.960,52.710,47.290,7.33,224,0.875,bicubic,-55.960,-46.120,-42
botnet26t_256,36.963,63.037,53.070,46.930,12.49,256,0.950,bicubic,-56.447,-45.730,-173
legacy_seresnet50,36.933,63.067,53.517,46.483,28.09,224,0.875,bilinear,-55.657,-44.903,-10
tf_efficientnet_lite2,36.890,63.110,53.367,46.633,6.09,260,0.890,bicubic,-55.580,-45.133,-4
halonet26t,36.783,63.217,52.267,47.733,12.48,256,0.950,bicubic,-56.797,-46.473,-92
regnetx_016,36.767,63.233,53.293,46.707,9.19,224,0.875,bicubic,-55.693,-45.337,-5
tv_densenet121,36.747,63.253,54.000,46.000,7.98,224,0.875,bicubic,-54.453,-44.040,+42
mobilenetv2_120d,36.717,63.283,53.967,46.033,5.83,224,0.875,bicubic,-55.843,-44.543,-12
hardcorenas_a,36.707,63.293,54.923,45.077,5.26,224,0.875,bilinear,-54.753,-43.347,+32
eca_botnext26ts_256,36.673,63.327,52.493,47.507,10.59,256,0.950,bicubic,-56.587,-46.347,-165
tf_efficientnet_lite1,36.667,63.333,53.687,46.313,5.42,240,0.882,bicubic,-55.543,-44.593,+6
efficientnet_b0,36.603,63.397,53.490,46.510,5.29,224,0.875,bicubic,-55.797,-44.930,-5
vit_base_patch32_sam_224,36.593,63.407,53.087,46.913,88.22,224,0.900,bicubic,-52.787,-44.433,+70
levit_128s,36.593,63.407,53.083,46.917,7.78,224,0.900,bicubic,-54.727,-45.097,+32
xcit_nano_12_p8_224_dist,36.503,63.497,52.780,47.220,3.05,224,1.000,bicubic,-55.787,-45.810,-3
tf_efficientnet_em,36.450,63.550,52.860,47.140,6.90,240,0.882,bicubic,-56.600,-45.680,-61
skresnet18,36.343,63.657,54.267,45.733,11.96,224,0.875,bicubic,-53.257,-43.693,+64
repvgg_b0,36.317,63.683,54.113,45.887,15.82,224,0.875,bilinear,-55.163,-44.087,+22
xcit_nano_12_p16_384_dist,36.153,63.847,53.217,46.783,3.05,384,1.000,bicubic,-55.737,-45.203,+10
legacy_seresnet34,36.147,63.853,52.547,47.453,21.96,224,0.875,bilinear,-55.133,-45.543,+26
tv_resnet50,36.143,63.857,52.873,47.127,25.56,224,0.875,bilinear,-55.797,-45.407,+6
coat_tiny,36.100,63.900,51.073,48.927,5.50,224,0.900,bicubic,-57.380,-47.687,-95
deit_tiny_distilled_patch16_224,36.093,63.907,54.273,45.727,5.91,224,0.900,bicubic,-54.607,-43.757,+42
tv_resnet34,36.057,63.943,53.530,46.470,21.80,224,0.875,bilinear,-53.783,-44.310,+55
tf_efficientnet_lite0,36.020,63.980,53.520,46.480,4.65,224,0.875,bicubic,-55.170,-44.710,+27
mobilenetv2_140,35.980,64.020,53.920,46.080,6.11,224,0.875,bicubic,-55.800,-44.380,+4
selecsls42b,35.830,64.170,52.537,47.463,32.46,224,0.875,bicubic,-56.590,-46.073,-22
seresnext26ts,35.807,64.193,53.990,46.010,10.39,256,0.900,bicubic,-56.873,-44.610,-42
gluon_resnet34_v1b,35.750,64.250,52.290,47.710,21.80,224,0.875,bicubic,-55.000,-45.790,+35
xcit_nano_12_p8_384_dist,35.730,64.270,52.297,47.703,3.05,384,1.000,bicubic,-57.410,-46.393,-79
mixnet_m,35.677,64.323,52.447,47.553,5.01,224,0.875,bicubic,-56.473,-46.063,-12
efficientnet_lite0,35.653,64.347,53.693,46.307,4.65,224,0.875,bicubic,-55.477,-43.717,+23
dla34,35.647,64.353,52.817,47.183,15.74,224,0.875,bilinear,-55.503,-45.533,+21
ssl_resnet18,35.630,64.370,53.813,46.187,11.69,224,0.875,bilinear,-54.810,-44.207,+37
mobilenetv3_rw,35.620,64.380,53.740,46.260,5.48,224,0.875,bicubic,-55.780,-44.510,+9
efficientnet_es_pruned,35.373,64.627,52.853,47.147,5.44,224,0.875,bicubic,-56.177,-45.417,+2
mobilenetv2_110d,35.277,64.723,52.823,47.177,4.52,224,0.875,bicubic,-55.913,-45.547,+14
hrnet_w18_small_v2,35.227,64.773,52.500,47.500,15.60,224,0.875,bilinear,-55.863,-45.710,+21
tf_mixnet_m,35.217,64.783,50.977,49.023,5.01,224,0.875,bicubic,-56.813,-47.273,-15
resnet18d,35.120,64.880,52.883,47.117,11.71,224,0.875,bicubic,-54.330,-44.897,+42
convit_tiny,35.103,64.897,51.850,48.150,5.71,224,0.875,bicubic,-55.207,-46.120,+32
xcit_nano_12_p16_224_dist,35.103,64.897,52.500,47.500,3.05,224,1.000,bicubic,-54.587,-45.050,+38
resnext26ts,35.097,64.903,53.447,46.553,10.30,256,0.900,bicubic,-57.003,-45.073,-20
gcresnext26ts,34.973,65.027,51.613,48.387,10.48,256,0.900,bicubic,-57.437,-46.897,-38
eca_resnext26ts,34.970,65.030,52.323,47.677,10.30,256,0.900,bicubic,-57.350,-46.167,-34
regnety_008,34.883,65.117,51.863,48.137,6.26,224,0.875,bicubic,-56.777,-46.397,-11
ese_vovnet19b_dw,34.830,65.170,51.997,48.003,6.54,224,0.875,bicubic,-56.890,-46.433,-16
crossvit_9_240,34.680,65.320,51.793,48.207,8.55,240,0.875,bicubic,-55.930,-46.157,+18
pit_ti_224,34.637,65.363,52.127,47.873,4.85,224,0.900,bicubic,-55.353,-45.713,+27
mobilenetv3_large_100,34.570,65.430,52.917,47.083,5.48,224,0.875,bicubic,-56.690,-44.903,-3
seresnext26t_32x4d,34.560,65.440,51.480,48.520,16.81,224,0.875,bicubic,-58.110,-46.780,-64
seresnext26d_32x4d,34.527,65.473,51.570,48.430,16.81,224,0.875,bicubic,-57.803,-46.770,-42
resnet26d,34.333,65.667,51.857,48.143,16.01,224,0.875,bicubic,-57.777,-46.563,-32
mixer_b16_224,34.327,65.673,48.050,51.950,59.88,224,0.875,bicubic,-56.663,-50.070,+7
fbnetc_100,34.320,65.680,51.240,48.760,5.57,224,0.875,bilinear,-56.850,-47.110,-2
tf_efficientnet_es,34.273,65.727,51.467,48.533,5.44,224,0.875,bicubic,-57.657,-46.863,-28
regnety_006,34.243,65.757,51.297,48.703,6.06,224,0.875,bicubic,-57.167,-46.953,-14
tf_mobilenetv3_large_100,33.977,66.023,51.520,48.480,5.48,224,0.875,bilinear,-57.273,-46.730,-9
mnasnet_100,33.847,66.153,51.247,48.753,4.38,224,0.875,bicubic,-57.253,-46.993,-3
regnetx_008,33.733,66.267,50.590,49.410,7.26,224,0.875,bicubic,-57.357,-47.590,-2
xcit_nano_12_p8_224,33.610,66.390,50.230,49.770,3.05,224,1.000,bicubic,-57.290,-48.000,+1
vit_tiny_r_s16_p8_384,33.593,66.407,50.650,49.350,6.36,384,1.000,bicubic,-57.987,-47.780,-26
resnet26,33.593,66.407,51.017,48.983,16.00,224,0.875,bicubic,-57.657,-47.163,-14
mixnet_s,33.587,66.413,51.030,48.970,4.13,224,0.875,bicubic,-58.023,-47.140,-28
semnasnet_100,33.550,66.450,50.837,49.163,3.89,224,0.875,bicubic,-57.930,-47.493,-24
vit_tiny_patch16_384,33.547,66.453,51.003,48.997,5.79,384,1.000,bicubic,-59.833,-47.827,-129
spnasnet_100,33.513,66.487,51.303,48.697,4.42,224,0.875,bilinear,-56.797,-46.577,+5
crossvit_tiny_240,33.380,66.620,49.917,50.083,7.01,240,0.875,bicubic,-56.810,-47.843,+6
vgg19_bn,33.313,66.687,50.877,49.123,143.68,224,0.875,bilinear,-57.237,-47.333,-2
regnetx_006,33.207,66.793,50.300,49.700,6.20,224,0.875,bicubic,-57.313,-47.690,-1
ghostnet_100,33.180,66.820,51.143,48.857,5.18,224,0.875,bilinear,-56.720,-46.757,+6
xcit_nano_12_p16_224,33.060,66.940,50.070,49.930,3.05,224,1.000,bicubic,-54.300,-46.920,+22
resnet18,33.040,66.960,51.127,48.873,11.69,224,0.875,bilinear,-52.950,-45.283,+25
legacy_seresnext26_32x4d,32.747,67.253,49.210,50.790,16.79,224,0.875,bicubic,-59.723,-49.470,-74
hrnet_w18_small,32.720,67.280,50.673,49.327,13.19,224,0.875,bilinear,-56.680,-47.017,+8
deit_tiny_patch16_224,32.703,67.297,50.323,49.677,5.72,224,0.900,bicubic,-56.457,-46.997,+11
legacy_seresnet18,32.637,67.363,50.360,49.640,11.78,224,0.875,bicubic,-55.573,-47.060,+14
regnetx_004,32.577,67.423,49.390,50.610,5.16,224,0.875,bicubic,-56.383,-48.020,+10
mobilenetv2_100,32.570,67.430,50.867,49.133,3.50,224,0.875,bicubic,-56.680,-46.823,+6
regnety_004,32.407,67.593,49.500,50.500,4.34,224,0.875,bicubic,-58.033,-48.340,-10
gluon_resnet18_v1b,32.393,67.607,49.710,50.290,11.69,224,0.875,bicubic,-54.937,-47.400,+14
tf_mixnet_s,32.223,67.777,48.610,51.390,4.13,224,0.875,bicubic,-59.277,-49.790,-43
vit_tiny_patch16_224,32.147,67.853,49.103,50.897,5.72,224,0.900,bicubic,-59.523,-49.347,-49
tf_mobilenetv3_large_075,31.947,68.053,49.147,50.853,3.99,224,0.875,bilinear,-57.923,-48.453,-6
tf_mobilenetv3_large_minimal_100,31.603,68.397,49.407,50.593,3.92,224,0.875,bilinear,-55.947,-47.713,+8
vit_tiny_r_s16_p8_224,30.850,69.150,47.673,52.327,6.34,224,0.900,bicubic,-57.820,-49.437,+3
vgg16_bn,30.363,69.637,47.267,52.733,138.37,224,0.875,bilinear,-59.807,-50.513,-12
regnety_002,29.683,70.317,46.887,53.113,3.16,224,0.875,bicubic,-57.277,-47.143,+9
vgg13_bn,28.970,71.030,46.827,53.173,133.05,224,0.875,bilinear,-59.190,-50.293,+3
regnetx_002,28.887,71.113,45.587,54.413,2.68,224,0.875,bicubic,-55.823,-50.623,+10
vgg19,28.687,71.313,45.257,54.743,143.67,224,0.875,bilinear,-60.523,-52.283,-5
dla60x_c,28.520,71.480,46.260,53.740,1.32,224,0.875,bilinear,-54.160,-48.750,+10
vgg11_bn,28.380,71.620,46.507,53.493,132.87,224,0.875,bilinear,-58.700,-50.633,+3
vgg16,27.990,72.010,44.743,55.257,138.36,224,0.875,bilinear,-60.400,-52.537,-4
tf_mobilenetv3_small_100,27.350,72.650,44.490,55.510,2.54,224,0.875,bilinear,-67.210,-54.160,+9
mixer_l16_224,26.797,73.203,37.860,62.140,208.20,224,0.875,bicubic,-67.813,-60.750,+7
vgg11,26.610,73.390,43.510,56.490,132.86,224,0.875,bilinear,-57.920,-52.380,+4
vgg13,26.317,73.683,43.463,56.537,133.05,224,0.875,bilinear,-59.153,-52.987,+1
dla46x_c,26.283,73.717,43.907,56.093,1.07,224,0.875,bilinear,-68.267,-54.853,+6
tf_mobilenetv3_small_075,26.273,73.727,43.710,56.290,2.04,224,0.875,bilinear,-67.167,-54.950,+7
dla46_c,25.493,74.507,43.953,56.047,1.30,224,0.875,bilinear,-68.927,-54.807,+5
tf_mobilenetv3_small_minimal_100,25.107,74.893,42.987,57.013,2.04,224,0.875,bilinear,-68.253,-55.703,+6

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation top1_diff top5_diff rank_diff
3 ig_resnext101_32x32d 79.510 20.490 89.230 10.770 468.53 224 0.875 bilinear -17.270 -10.300 +26
4 ig_resnext101_32x16d 78.823 21.177 88.457 11.543 194.03 224 0.875 bilinear -17.607 -11.083 +52
5 tf_efficientnet_l2_ns_475 76.370 23.630 88.540 11.460 480.31 475 0.936 bicubic -21.380 -11.280 0
6 swsl_resnext101_32x16d 76.230 23.770 87.750 12.250 194.03 224 0.875 bilinear -20.050 -11.750 -11.770 +63 +64
7 ig_resnext101_32x8d 75.890 24.110 86.243 13.757 88.79 224 0.875 bilinear -20.060 -13.147 +89
8 swsl_resnext101_32x8d 75.583 24.417 87.063 12.937 88.79 224 0.875 bilinear -20.647 -12.527 +67
9 tf_efficientnet_l2_ns 74.623 25.377 87.497 12.503 480.31 800 0.960 bicubic -23.147 -12.313 -6
11 beit_large_patch16_512 73.030 26.970 84.943 15.057 305.67 512 1.000 bicubic -24.740 -14.947 -7
12 swsl_resnext101_32x4d 72.703 27.297 85.197 14.803 44.18 224 0.875 bilinear -23.347 -14.343 +76
13 beit_large_patch16_224 71.030 28.970 83.300 16.700 304.43 224 0.900 bicubic -26.440 -16.390 -7
14 swsl_resnext50_32x4d 69.097 30.903 82.873 17.127 25.03 224 0.875 bilinear -26.493 -16.567 -16.447 +105 +106
15 swsl_resnet50 68.370 31.630 83.380 16.620 25.56 224 0.875 bilinear -26.850 -16.020 +134
16 vit_large_patch16_384 67.107 32.893 78.723 21.277 304.72 384 1.000 bicubic -30.313 -21.057 -9
17 tf_efficientnet_b7_ns 67.043 32.957 81.090 18.910 66.35 600 0.949 bicubic -30.167 -18.610 -8
42 vit_base_r50_s16_384 54.340 45.660 69.510 30.490 98.95 384 1.000 bicubic -42.130 -30.150 +9
43 resnetv2_152x4_bitm 54.220 45.780 70.290 29.710 936.53 480 1.000 bilinear -42.660 -29.370 -21
44 xcit_large_24_p16_224_dist 54.217 45.783 68.950 31.050 189.10 224 1.000 bicubic -42.093 -30.550 +21
45 vit_small_r26_s32_384 54.097 45.903 68.793 31.207 36.47 384 1.000 bicubic -41.963 -30.757 -30.357 +41 +42
46 tf_efficientnet_b5_ap 53.923 46.077 69.180 30.820 30.39 456 0.934 bicubic -42.157 -30.200 -30.360 +36 +38
47 xcit_medium_24_p8_224_dist 53.650 46.350 68.327 31.673 84.32 224 1.000 bicubic -42.850 -31.173 +1
48 tf_efficientnet_b6_ap 53.560 46.440 68.580 31.420 43.04 528 0.942 bicubic -42.800 -30.970 +11
49 cait_s36_384 53.507 46.493 67.990 32.010 68.37 384 1.000 bicubic -43.123 -31.600 -9
50 tf_efficientnet_b2_ns 53.503 46.497 70.393 29.607 9.11 260 0.890 bicubic -42.027 -28.947 +76
51 vit_base_patch32_384 53.340 46.660 68.133 31.867 88.30 384 1.000 bicubic -42.570 -31.047 -31.307 +48 +47
52 tf_efficientnet_b7_ap 53.320 46.680 68.900 31.100 66.35 600 0.949 bicubic -43.030 -30.700 +9
53 xcit_medium_24_p8_384_dist 53.297 46.703 68.067 31.933 84.32 384 1.000 bicubic -43.483 -31.553 -23
54 tf_efficientnetv2_s_in21ft1k 53.253 46.747 69.057 30.943 21.46 384 1.000 bicubic -43.207 -30.573 -2
61 xcit_small_24_p8_384_dist 52.283 47.717 66.753 33.247 47.63 384 1.000 bicubic -44.547 -32.877 -36
62 tf_efficientnetv2_l 52.277 47.723 67.197 32.803 118.52 480 1.000 bicubic -44.373 -32.463 -24
63 dm_nfnet_f6 52.250 47.750 66.963 33.037 438.36 576 0.956 bicubic -44.660 -32.757 -42
64 swsl_resnet18 52.243 47.757 70.503 29.497 11.69 224 0.875 bilinear -38.847 -38.507 -27.767 -27.597 +408 +413
65 xcit_medium_24_p16_224_dist 52.210 47.790 66.883 33.117 84.40 224 1.000 bicubic -44.050 -32.517 +7
66 deit_base_distilled_patch16_384 52.180 47.820 67.693 32.307 87.63 384 1.000 bicubic -44.310 -31.897 -17
67 xcit_small_24_p8_224_dist 52.133 47.867 66.717 33.283 47.63 224 1.000 bicubic -44.417 -32.843 -21
73 cait_s24_384 51.727 48.273 66.330 33.670 47.06 384 1.000 bicubic -44.853 -33.220 -31
74 ecaresnet269d 51.590 48.410 66.087 33.913 102.09 352 1.000 bicubic -44.870 -33.483 -20
75 vit_base_patch16_224_miil 51.557 48.443 65.253 34.747 86.54 224 0.875 bilinear -44.483 -34.097 +14
76 pit_b_distilled_224 51.163 48.837 66.773 33.227 74.79 224 0.900 bicubic -44.917 -32.767 -32.607 +8 +6
77 xcit_small_12_p8_384_dist 51.040 48.960 65.710 34.290 26.21 384 1.000 bicubic -45.440 -33.770 -27
78 dm_nfnet_f4 50.810 49.190 65.430 34.570 316.07 512 0.951 bicubic -45.970 -34.190 -50
79 tf_efficientnet_b1_ns 50.767 49.233 67.963 32.037 7.79 240 0.882 bicubic -44.113 -31.287 +105
95 tf_efficientnet_b5 49.503 50.497 65.597 34.403 30.39 456 0.934 bicubic -46.477 -33.853 -3
96 xcit_small_12_p16_224_dist 49.443 50.557 63.893 36.107 26.25 224 1.000 bicubic -46.307 -35.397 +13
97 resnet200d 49.427 50.573 64.303 35.697 64.69 320 1.000 bicubic -46.683 -35.157 -17
98 vit_base_patch32_224 49.383 50.617 64.450 35.550 88.22 224 0.900 bicubic -44.997 -44.967 -34.610 -34.640 +136 +139
99 resnest101e 49.377 50.623 65.527 34.473 48.28 256 0.875 bilinear -46.203 -33.743 +22
100 resnet152d 49.257 50.743 64.427 35.573 60.21 320 1.000 bicubic -46.593 -35.003 +4
101 seresnet152d 49.217 50.783 64.277 35.723 66.84 320 1.000 bicubic -47.113 -35.233 -38
102 resnetv2_152x2_bit_teacher 49.190 50.810 65.430 34.570 236.34 224 0.875 bicubic -46.540 -34.000 +8
103 ssl_resnext101_32x8d 49.153 50.847 65.503 34.497 88.79 224 0.875 bilinear -46.167 -33.807 +41
104 xcit_large_24_p8_224 49.143 50.857 62.727 37.273 188.93 224 1.000 bicubic -46.917 -36.423 -36.823 -17 -18
105 resmlp_big_24_distilled_224 49.047 50.953 65.463 34.537 129.14 224 0.875 bicubic -46.823 -33.977 -33.627 -4 -3
106 repvgg_b3 49.023 50.977 64.877 35.123 123.09 224 0.875 bilinear -45.537 -45.527 -34.033 -34.283 +112 +113
107 resnetrs420 48.817 51.183 63.453 36.547 191.89 416 1.000 bicubic -47.583 -36.087 -50
108 efficientnetv2_rw_s 48.673 51.327 63.863 36.137 23.94 384 1.000 bicubic -47.027 -35.517 +8
109 regnetz_d 48.633 51.367 65.220 34.780 27.58 320 0.950 bicubic -47.227 -34.220 -6
111 ecaresnet101d 48.473 51.527 64.090 35.910 44.57 224 0.875 bicubic -46.687 -35.140 +43
112 vit_small_r26_s32_224 48.417 51.583 63.927 36.073 36.43 224 0.900 bicubic -46.703 -35.293 +47
113 vit_large_patch32_384 48.353 51.647 61.907 38.093 306.63 384 1.000 bicubic -46.897 -37.413 +33
114 repvgg_b3g4 48.270 51.730 64.820 35.180 83.83 224 0.875 bilinear -46.220 -46.160 -34.200 -34.290 +111 +113
115 convit_base 48.243 51.757 63.003 36.997 86.54 224 0.875 bicubic -46.857 -36.127 +48
116 dm_nfnet_f2 48.203 51.797 63.200 36.800 193.78 352 0.920 bicubic -48.247 -36.340 -61
117 resnetrs350 47.963 52.037 62.577 37.423 163.96 384 1.000 bicubic -48.277 -36.893 -43
118 twins_svt_large 47.907 52.093 62.860 37.140 99.27 224 0.900 bicubic -47.813 -36.510 -36.630 -5 -6
119 mixer_b16_224_miil 47.827 52.173 63.363 36.637 59.88 224 0.875 bilinear -47.063 -35.717 +64
120 repvgg_b2g4 47.773 52.227 64.427 35.573 61.76 224 0.875 bilinear -46.047 -46.007 -34.493 -34.403 +176 +179
121 resnetv2_50x3_bitm 47.757 52.243 65.667 34.333 217.32 448 1.000 bilinear -48.533 -33.913 -53
122 eca_nfnet_l1 47.610 52.390 62.650 37.350 41.41 320 1.000 bicubic -48.310 -36.850 -25
123 pit_s_distilled_224 47.603 52.397 63.543 36.457 24.04 224 0.900 bicubic -47.147 -35.637 +70
124 resnest50d_4s2x40d 47.503 52.497 63.863 36.137 30.42 224 0.875 bicubic -47.207 -35.267 +72
125 efficientnet_b3_pruned 47.467 52.533 62.850 37.150 9.86 300 0.904 bicubic -47.113 -47.103 -36.220 -36.330 +90
126 crossvit_18_dagger_408 47.353 52.647 60.900 39.100 44.61 408 1.000 bicubic -48.757 -38.570 -47
127 xcit_small_24_p8_224 47.340 52.660 61.097 38.903 47.63 224 1.000 bicubic -48.570 -38.343 -38.083 -29 -28
128 tresnet_m 47.297 52.703 62.087 37.913 31.39 224 0.875 bilinear -48.103 -37.063 +10
129 ssl_resnext101_32x4d 47.167 52.833 63.390 36.610 44.18 224 0.875 bilinear -47.973 -35.920 +27
130 tf_efficientnet_b6 47.150 52.850 63.057 36.943 43.04 528 0.942 bicubic -49.130 -36.463 -36.443 -60 -61
131 resnetrs270 47.147 52.853 62.057 37.943 129.86 352 1.000 bicubic -48.923 -37.423 -46
132 xcit_small_12_p8_224 47.057 52.943 60.570 39.430 26.21 224 1.000 bicubic -48.363 -38.630 -38.860 +3 +2
133 tf_efficientnet_b4 47.027 52.973 62.907 37.093 19.34 380 0.922 bicubic -48.563 -36.413 -36.533 -13 -14
134 resnet101d 46.907 53.093 62.357 37.643 44.57 320 1.000 bicubic -48.843 -37.083 -26
135 xcit_large_24_p16_224 46.877 53.123 60.770 39.230 189.10 224 1.000 bicubic -48.073 -38.060 +39
136 resnetrs200 46.867 53.133 62.480 37.520 93.21 320 1.000 bicubic -49.133 -36.960 -45
137 gluon_seresnext101_64x4d 46.677 53.323 61.363 38.637 88.23 224 0.875 bicubic -47.983 -37.607 +68
138 twins_pcpvt_large 46.557 53.443 62.170 37.830 60.99 224 0.900 bicubic -49.163 -37.320 -37.120 -26 -27
139 dm_nfnet_f1 46.457 53.543 61.450 38.550 132.63 320 0.910 bicubic -49.913 -38.030 -81
140 xcit_medium_24_p8_224 46.427 53.573 59.607 40.393 84.32 224 1.000 bicubic -49.443 -39.483 -39.833 -38 -39
141 crossvit_15_dagger_408 46.367 53.633 60.537 39.463 28.50 408 1.000 bicubic -49.453 -38.763 -36
142 tresnet_xl 46.277 53.723 61.907 38.093 78.44 224 0.875 bilinear -48.803 -37.313 -37.343 +22 +23
143 xcit_tiny_24_p8_224_dist 46.250 53.750 60.627 39.373 12.11 224 1.000 bicubic -49.210 -38.723 -38.743 -11 -12
144 xcit_tiny_24_p8_384_dist 46.233 53.767 60.660 39.340 12.11 384 1.000 bicubic -50.017 -38.780 -71
145 gernet_m 46.157 53.843 62.720 37.280 21.14 224 0.875 bilinear -48.393 -48.383 -36.200 -36.450 +74 +75
146 deit_small_distilled_patch16_224 46.150 53.850 62.447 37.553 22.44 224 0.900 bicubic -48.440 -36.483 +68 +67
147 resnest50d_1s4x24d 46.133 53.867 62.483 37.517 25.68 224 0.875 bicubic -48.247 -48.237 -36.577 -36.587 +86 +89
148 regnety_160 46.123 53.877 61.803 38.197 83.59 288 1.000 bicubic -49.777 -37.757 -48
149 crossvit_base_240 46.087 53.913 60.247 39.753 105.03 240 0.875 bicubic -48.973 -38.733 +18
150 tf_efficientnet_b0_ns 46.047 53.953 63.280 36.720 5.29 224 0.875 bicubic -47.713 -47.663 -35.700 -35.520 +155 +158
151 vit_small_patch16_224 46.027 53.973 61.850 38.150 22.05 224 0.900 bicubic -48.873 -37.180 -37.430 +30 +31
152 resnet51q 46.017 53.983 60.917 39.083 35.70 288 1.000 bilinear -49.173 -38.363 -1
153 jx_nest_base 45.973 54.027 60.113 39.887 67.72 224 0.875 bicubic -49.557 -39.187 -28
154 crossvit_18_240 45.923 54.077 60.380 39.620 43.27 240 0.875 bicubic -49.127 -38.740 +14
155 resnest50d 45.900 54.100 62.673 37.327 27.48 224 0.875 bilinear -48.720 -36.357 +54 +53
156 twins_pcpvt_base 45.890 54.110 61.357 38.643 43.83 224 0.900 bicubic -49.580 -38.023 -26
157 regnety_032 45.887 54.113 61.520 38.480 19.44 288 1.000 bicubic -49.583 -37.800 -28
158 twins_svt_base 45.863 54.137 60.903 39.097 56.07 224 0.900 bicubic -49.707 -38.327 -36
161 gc_efficientnetv2_rw_t 45.703 54.297 60.197 39.803 13.68 288 1.000 bicubic -49.577 -39.023 -16
162 regnetz_c 45.667 54.333 62.437 37.563 13.46 320 0.940 bicubic -49.743 -36.873 -26
163 convmixer_1536_20 45.647 54.353 61.740 38.260 51.63 224 0.960 bicubic -49.303 -37.430 +10
164 efficientnetv2_rw_t 45.593 54.407 60.160 39.840 13.65 288 1.000 bicubic -49.487 -39.090 -39.060 +1 0
165 crossvit_15_dagger_240 45.580 54.420 60.053 39.947 28.21 240 0.875 bicubic -49.390 -39.097 -39.157 +5 +6
166 xcit_tiny_24_p16_384_dist 45.563 54.437 60.473 39.527 12.12 384 1.000 bicubic -49.897 -38.897 -38.877 -35 -34
167 xcit_medium_24_p16_224 45.560 54.440 58.993 41.007 84.40 224 1.000 bicubic -49.570 -39.937 -10
168 dm_nfnet_f0 45.543 54.457 61.013 38.987 71.49 256 0.900 bicubic -50.167 -38.387 -38.317 -53 -54
169 gluon_seresnext101_32x4d 45.517 54.483 61.147 38.853 48.96 224 0.875 bicubic -48.913 -48.863 -37.963 -37.923 +59 +62
170 xcit_small_24_p16_224 45.493 54.507 58.910 41.090 47.67 224 1.000 bicubic -49.577 -40.150 -4
171 gluon_resnet152_v1d 45.433 54.567 60.093 39.907 60.21 224 0.875 bicubic -49.027 -48.997 -38.907 -38.997 +55 +57
172 xcit_small_12_p16_224 45.433 54.567 59.407 40.593 26.25 224 1.000 bicubic -49.377 -39.653 +15
173 nfnet_l0 45.367 54.633 62.073 37.927 35.07 288 1.000 bicubic -50.053 -37.357 -37.127 -39 -38
174 ssl_resnext50_32x4d 45.363 54.637 61.973 38.027 25.03 224 0.875 bilinear -49.337 -37.267 +24
175 resnetv2_50x1_bit_distilled 45.330 54.670 62.290 37.710 25.55 224 0.875 bicubic -50.060 -37.140 -36
176 jx_nest_small 45.317 54.683 59.017 40.983 38.35 224 0.875 bicubic -50.223 -40.213 -52
178 convit_small 45.227 54.773 60.530 39.470 27.78 224 0.875 bicubic -49.693 -38.590 0
179 nasnetalarge 45.197 54.803 57.960 42.040 88.75 331 0.911 bicubic -49.973 -41.170 -26
180 tresnet_xl_448 45.163 54.837 61.440 38.560 78.44 448 0.875 bilinear -50.357 -37.900 -53
181 swin_small_patch4_window7_224 45.133 54.867 60.270 39.730 49.61 224 0.900 bicubic -50.587 -39.020 -39.100 -70 -68
182 tf_efficientnet_b3 45.100 54.900 60.677 39.323 12.23 300 0.904 bicubic -49.810 -38.423 -2
183 rexnet_200 45.067 54.933 62.223 37.777 16.37 224 0.875 bicubic -49.603 -36.867 +20
184 resnetrs152 44.990 55.010 59.683 40.317 86.62 320 1.000 bicubic -50.970 -39.697 -90
185 ecaresnetlight 44.907 55.093 60.763 39.237 30.16 224 0.875 bicubic -49.233 -49.203 -38.267 -38.197 +76 +77
186 deit_base_patch16_224 44.893 55.107 59.203 40.797 86.57 224 0.900 bicubic -50.127 -39.767 -17
187 resnetv2_101 44.817 55.183 58.843 41.157 44.54 224 0.950 bicubic -50.113 -40.267 -10
188 resmlp_24_distilled_224 44.787 55.213 61.517 38.483 30.02 224 0.875 bicubic -49.553 -49.503 -37.573 -37.683 +51 +54
189 cait_xxs36_384 44.750 55.250 59.410 40.590 17.37 384 1.000 bicubic -50.490 -39.920 -42
190 tf_efficientnet_b2_ap 44.743 55.257 60.693 39.307 9.11 260 0.890 bicubic -49.537 -49.477 -38.257 -38.117 +55 +58
191 resmlp_36_distilled_224 44.720 55.280 61.110 38.890 44.69 224 0.875 bicubic -49.830 -49.780 -38.050 -37.850 +29 +31
192 gernet_l 44.697 55.303 59.007 40.993 31.08 256 0.875 bilinear -50.223 -40.193 -13
193 xcit_tiny_24_p16_224_dist 44.690 55.310 59.397 40.603 12.12 224 1.000 bicubic -49.530 -49.490 -39.563 -39.533 +57 +60
194 deit_base_patch16_384 44.660 55.340 59.570 40.430 86.86 384 1.000 bicubic -51.000 -39.670 -77
195 gmlp_s16_224 44.487 55.513 58.667 41.333 19.42 224 0.875 bicubic -49.023 -48.993 -40.113 -40.173 +142 +145
196 ens_adv_inception_resnet_v2 44.407 55.593 58.153 41.847 55.84 299 0.897 bicubic -49.733 -49.693 -40.797 -40.827 +63 +67
197 tresnet_l 44.360 55.640 59.953 40.047 55.99 224 0.875 bilinear -50.540 -39.327 -39.077 -15 -16
198 gluon_resnext101_32x4d 44.330 55.670 59.097 40.903 44.18 224 0.875 bicubic -49.790 -49.740 -39.843 -39.823 +64 +67
199 cspresnext50 44.180 55.820 60.463 39.537 20.57 224 0.875 bilinear -49.590 -49.560 -38.377 -38.407 +102 +107
200 wide_resnet50_2 44.157 55.843 59.657 40.343 68.88 224 0.875 bicubic -50.493 -39.393 +6
201 crossvit_15_240 44.140 55.860 59.153 40.847 27.53 240 0.875 bicubic -50.540 -39.917 0
202 resnetv2_101x1_bitm 44.113 55.887 62.063 37.937 44.54 448 1.000 bilinear -51.217 -37.317 -59
203 gluon_resnet152_v1s 44.090 55.910 58.743 41.257 60.32 224 0.875 bicubic -50.600 -40.307 -4
204 pit_b_224 44.080 55.920 57.990 42.010 73.76 224 0.900 bicubic -50.710 -40.820 -15
205 seresnext50_32x4d 44.077 55.923 59.413 40.587 27.56 224 0.875 bicubic -50.723 -39.717 -17
206 inception_resnet_v2 44.057 55.943 57.930 42.070 55.84 299 0.897 bicubic -50.263 -50.223 -40.870 -41.020 +35 +38
207 pnasnet5large 43.993 56.007 56.770 43.230 86.06 331 0.911 bicubic -51.377 -42.360 -66
208 ssl_resnet50 43.903 56.097 61.940 38.060 25.56 224 0.875 bilinear -50.417 -50.367 -37.220 -36.880 +34 +37
209 gluon_resnext101_64x4d 43.900 56.100 58.703 41.297 83.46 224 0.875 bicubic -50.430 -50.390 -40.177 -40.227 +31 +34
210 pit_s_224 43.893 56.107 58.663 41.337 23.46 224 0.900 bicubic -50.697 -50.687 -40.457 -40.407 +2 +4
211 tf_efficientnetv2_s 43.853 56.147 58.710 41.290 21.46 384 1.000 bicubic -51.857 -40.620 -40.690 -97 -96
212 cait_xxs36_224 43.823 56.177 58.773 41.227 17.30 224 1.000 bicubic -50.117 -50.077 -40.107 -40.217 +67 +70
213 ecaresnet101d_pruned 43.787 56.213 59.647 40.353 24.88 224 0.875 bicubic -50.653 -50.623 -39.453 -39.343 +14 +16
214 coat_lite_small 43.780 56.220 56.930 43.070 19.84 224 0.900 bicubic -51.330 -42.100 -54
215 tnt_s_patch16_224 43.767 56.233 59.223 40.777 23.76 224 0.900 bicubic -50.803 -39.957 -39.917 +1
216 ecaresnet50d 43.703 56.297 60.380 39.620 25.58 224 0.875 bicubic -50.507 -50.477 -38.630 -38.570 +35 +38
217 pit_xs_distilled_224 43.683 56.317 60.680 39.320 11.00 224 0.900 bicubic -49.547 -49.427 -38.140 -37.980 +144 +149
218 xcit_tiny_12_p8_224_dist 43.597 56.403 58.480 41.520 6.71 224 1.000 bicubic -51.143 -40.700 -24
219 rexnet_150 43.587 56.413 60.837 39.163 9.73 224 0.875 bicubic -50.683 -50.633 -38.253 -38.123 +28 +30
220 crossvit_small_240 43.510 56.490 58.980 41.020 26.86 240 0.875 bicubic -51.080 -40.110 -7 -8
221 ecaresnet50t 43.420 56.580 59.327 40.673 25.57 320 0.950 bicubic -51.690 -39.963 -60
222 gluon_resnet101_v1d 43.420 56.580 58.560 41.440 44.57 224 0.875 bicubic -50.760 -50.720 -40.390 +33 +36
223 gluon_resnet101_v1s 43.410 56.590 58.703 41.297 44.67 224 0.875 bicubic -50.770 -50.760 -40.317 -40.267 +33 +34
224 cspdarknet53 43.330 56.670 59.487 40.513 27.64 256 0.887 bilinear -50.770 -50.730 -39.493 -39.533 +40 +43
225 eca_nfnet_l0 43.297 56.703 59.910 40.090 24.14 288 1.000 bicubic -52.153 -39.480 -92
226 convmixer_768_32 43.263 56.737 59.270 40.730 21.11 224 0.960 bicubic -51.167 -51.147 -39.820 -39.790 +3 +4
227 xcit_tiny_24_p8_224 43.263 56.737 57.297 42.703 12.11 224 1.000 bicubic -51.607 -41.893 -41.793 -41 -42
228 dpn68b 43.257 56.743 58.610 41.390 12.61 224 0.875 bicubic -50.343 -50.323 -40.100 -40.080 +98 +101
229 xcit_tiny_12_p8_384_dist 43.253 56.747 58.160 41.840 6.71 384 1.000 bicubic -52.087 -41.180 -87
230 visformer_small 43.187 56.813 57.970 42.030 40.22 224 0.900 bicubic -51.783 -41.240 -41.180 -59 -60
231 vit_small_patch32_384 43.137 56.863 59.273 40.727 22.92 384 1.000 bicubic -51.433 -51.423 -39.867 -39.637 -14
232 cspresnet50 43.130 56.870 59.230 40.770 21.62 256 0.887 bilinear -50.720 -50.670 -39.540 -39.680 +61 +64
233 resnest26d 43.107 56.893 60.597 39.403 17.07 224 0.875 bilinear -50.153 -50.093 -38.243 -38.083 +125 +130
234 twins_pcpvt_small 43.080 56.920 58.913 41.087 24.11 224 0.900 bicubic -51.520 -51.510 -40.227 -40.207 -23
235 dpn131 43.003 56.997 57.420 42.580 79.25 224 0.875 bicubic -50.757 -50.717 -41.430 -41.390 +69 +72
236 resmlp_36_224 43.003 56.997 59.417 40.583 44.69 224 0.875 bicubic -50.667 -50.647 -39.533 -39.353 +81 +83
237 gluon_resnet152_v1b 42.987 57.013 57.727 42.273 60.19 224 0.875 bicubic -51.033 -50.963 -41.023 -40.743 +36 +39
238 dpn107 42.883 57.117 57.533 42.467 86.92 224 0.875 bicubic -51.077 -51.047 -41.307 -41.387 +38 +41
239 tf_efficientnet_lite4 42.860 57.140 57.723 42.277 13.01 380 0.920 bilinear -52.010 -41.367 -41.467 -54 -53
240 gcresnet50t 42.840 57.160 59.237 40.763 25.90 256 0.900 bicubic -51.770 -39.753 -30 -31
241 gluon_resnet152_v1c 42.830 57.170 57.807 42.193 60.21 224 0.875 bicubic -51.050 -51.020 -40.993 -41.123 +46 +49
242 twins_svt_small 42.830 57.170 58.473 41.527 24.06 224 0.900 bicubic -51.940 -40.607 -52
243 tf_efficientnet_b1_ap 42.823 57.177 58.853 41.147 7.79 240 0.882 bicubic -50.817 -50.787 -39.927 -40.107 +78 +81
244 levit_256 42.807 57.193 57.913 42.087 18.89 224 0.900 bicubic -51.603 -51.563 -41.147 -41.137 -13 -10
245 tresnet_l_448 42.780 57.220 58.937 41.063 55.99 448 0.875 bilinear -52.610 -40.343 -105
246 gluon_xception65 42.730 57.270 58.867 41.133 39.92 299 0.903 bicubic -51.310 -51.280 -40.163 +24 +27
247 resnet50d 42.703 57.297 58.770 41.230 25.58 224 0.875 bicubic -51.367 -51.337 -40.150 -40.260 +19 +22
248 gluon_seresnext50_32x4d 42.693 57.307 58.713 41.287 27.56 224 0.875 bicubic -51.487 -51.447 -40.197 -40.317 +9 +12
249 resnext101_32x8d 42.577 57.423 58.337 41.663 88.79 224 0.875 bilinear -51.193 -51.183 -40.613 -40.643 +54 +55
250 xcit_tiny_12_p16_384_dist 42.563 57.437 58.057 41.943 6.72 384 1.000 bicubic -51.977 -51.937 -41.113 -29 -27
251 seresnet50 42.507 57.493 58.760 41.240 28.09 224 0.875 bicubic -51.573 -51.553 -40.190 -40.180 +14 +17
252 nf_resnet50 42.490 57.510 59.593 40.407 25.56 288 0.940 bicubic -51.890 -51.880 -39.477 -39.227 -20 -17
253 resnetrs101 42.447 57.553 57.300 42.700 63.62 288 0.940 bicubic -52.783 -41.910 -105
254 tf_efficientnetv2_b3 42.317 57.683 58.000 42.000 14.36 300 0.904 bicubic -52.803 -41.190 -96
255 jx_nest_tiny 42.313 57.687 57.023 42.977 17.06 224 0.875 bicubic -52.627 -42.077 -79
256 legacy_senet154 42.283 57.717 56.573 43.427 115.09 224 0.875 bilinear -52.447 -42.527 -61
257 dpn98 42.277 57.723 56.927 43.073 61.57 224 0.875 bicubic -51.653 -51.613 -41.993 -41.823 +23 +27
258 tf_efficientnet_cc_b1_8e 42.273 57.727 58.527 41.473 39.72 240 0.882 bicubic -51.307 -51.277 -40.163 -40.183 +72 +75
259 xcit_tiny_24_p16_224 42.273 57.727 56.780 43.220 12.12 224 1.000 bicubic -51.577 -51.547 -42.120 -42.140 +31 +36
260 convmixer_1024_20_ks9_p14 42.270 57.730 59.693 40.307 24.38 224 0.960 bicubic -50.080 -49.980 -38.727 -38.557 +164 +169
261 deit_small_patch16_224 42.257 57.743 58.027 41.973 22.05 224 0.900 bicubic -51.733 -51.683 -40.933 -40.853 +14 +17
262 tf_efficientnet_b2 42.197 57.803 58.203 41.797 9.11 260 0.890 bicubic -52.003 -51.983 -40.827 -40.707 -9 -6
263 cait_xxs24_384 42.177 57.823 57.513 42.487 12.03 384 1.000 bicubic -52.763 -41.617 -88
264 gluon_resnext50_32x4d 42.100 57.900 57.690 42.310 25.03 224 0.875 bicubic -51.570 -51.540 -41.010 -41.090 +51 +56
265 ecaresnet50d_pruned 41.993 58.007 58.323 41.677 19.94 224 0.875 bicubic -51.827 -51.797 -40.677 -40.577 +29 +33
266 efficientnet_b2 41.937 58.063 58.300 41.700 9.11 288 1.000 bicubic -52.433 -52.403 -40.750 -40.790 -31 -28
267 xcit_tiny_12_p16_224_dist 41.883 58.117 57.213 42.787 6.72 224 1.000 bicubic -51.457 -51.377 -41.537 +86 +91
268 gluon_senet154 41.700 58.300 56.480 43.520 115.09 224 0.875 bicubic -53.000 -42.490 -71
269 dla102x2 41.677 58.323 58.033 41.967 41.28 224 0.875 bilinear -52.333 -52.273 -40.997 -40.797 +5 +8
270 inception_v4 41.647 58.353 55.367 44.633 42.68 299 0.875 bicubic -52.723 -52.683 -43.453 -43.513 -34 -31
271 hrnet_w64 41.617 58.383 57.173 42.827 128.06 224 0.875 bilinear -52.233 -52.203 -41.697 -41.827 +18 +22
272 haloregnetz_b 41.590 58.410 57.073 42.927 11.68 224 0.940 bicubic -52.910 -52.850 -41.887 -42.027 -49 -46
273 tf_efficientnet_cc_b0_8e 41.533 58.467 57.393 42.607 24.01 224 0.875 bicubic -51.317 -51.237 -41.067 -41.157 +117 +122
274 efficientnet_el 41.503 58.497 58.317 41.683 10.59 300 0.904 bicubic -53.167 -40.813 -72
275 efficientnet_em 41.477 58.523 58.873 41.127 6.90 240 0.882 bicubic -52.273 -52.233 -40.047 -39.917 +31 +34
276 resnetv2_50 41.447 58.553 56.750 43.250 25.55 224 0.950 bicubic -52.843 -52.813 -42.180 -42.030 -32 -29
277 swin_tiny_patch4_window7_224 41.403 58.597 57.333 42.667 28.29 224 0.900 bicubic -53.237 -41.787 -69 -70
278 cait_xxs24_224 41.387 58.613 57.523 42.477 11.96 224 1.000 bicubic -52.103 -52.073 -41.247 -41.327 +61 +64
279 resnext50_32x4d 41.373 58.627 56.940 43.060 25.03 224 0.875 bicubic -52.477 -52.447 -41.990 +12 +15
280 tv_resnet152 41.320 58.680 57.587 42.413 60.19 224 0.875 bilinear -51.940 -51.860 -41.163 -41.083 +79 +84
281 gernet_s 41.317 58.683 58.880 41.120 8.17 224 0.875 bilinear -51.123 -51.033 -39.610 -39.540 +137 +142
282 xception71 41.300 58.700 55.940 44.060 42.34 299 0.903 bicubic -52.600 -52.590 -43.010 -42.950 +2 +3
283 gcresnext50ts 41.270 58.730 57.090 42.910 15.67 256 0.900 bicubic -53.140 -53.110 -41.900 -41.970 -53 -50
284 dpn92 41.263 58.737 56.313 43.687 37.67 224 0.875 bicubic -52.917 -52.877 -42.617 -42.477 -30 -25
285 adv_inception_v3 41.220 58.780 56.357 43.643 23.83 299 0.875 bicubic -51.770 -51.700 -42.123 -42.353 +92 +97
286 resnetblur50 41.073 58.927 57.080 42.920 25.56 224 0.875 bicubic -52.637 -52.597 -41.720 -41.620 +25 +28
287 nf_regnet_b1 41.053 58.947 58.157 41.843 10.22 288 0.900 bicubic -52.837 -52.797 -40.593 -40.743 -2 +2
288 gluon_resnet50_v1d 41.017 58.983 57.147 42.853 25.58 224 0.875 bicubic -52.533 -52.483 -41.563 -41.533 +46 +49
289 ese_vovnet39b 40.883 59.117 57.023 42.977 24.57 224 0.875 bicubic -52.967 -41.797 -41.747 +3
290 gluon_inception_v3 40.880 59.120 55.670 44.330 23.83 299 0.875 bicubic -52.710 -52.690 -43.170 -43.080 +37 +41
291 resnet34d 40.853 59.147 56.527 43.473 21.82 224 0.875 bicubic -51.787 -51.707 -41.913 -42.023 +114 +119
292 regnety_320 40.837 59.163 56.173 43.827 145.05 224 0.875 bicubic -53.663 -53.623 -42.997 -42.827 -68 -67
293 levit_192 40.800 59.200 56.663 43.337 10.95 224 0.900 bicubic -52.910 -52.890 -42.127 -42.057 +17 +20
294 xception 40.793 59.207 56.507 43.493 22.86 299 0.897 bicubic -52.857 -52.827 -42.263 +26 +28
295 gluon_resnet101_v1b 40.703 59.297 56.193 43.807 44.55 224 0.875 bicubic -53.067 -53.047 -42.527 -42.727 +7 +10
296 skresnext50_32x4d 40.690 59.310 56.017 43.983 27.48 224 0.875 bicubic -53.260 -53.240 -42.453 -42.913 -19 -16
297 repvgg_b1 40.683 59.317 57.830 42.170 57.42 224 0.875 bilinear -52.727 -52.607 -40.950 -40.920 +53 +57
298 hrnet_w40 40.660 59.340 56.860 43.140 57.56 224 0.875 bilinear -53.050 -53.040 -41.940 -41.950 +11 +14
299 resmlp_24_224 40.660 59.340 56.597 43.403 30.02 224 0.875 bicubic -52.770 -52.740 -42.213 -42.163 +47 +51
300 tf_efficientnet_lite3 40.613 59.387 56.573 43.427 8.20 300 0.904 bilinear -53.497 -53.447 -42.387 -42.447 -37 -34
301 regnetx_320 40.533 59.467 55.667 44.333 107.81 224 0.875 bicubic -53.677 -53.647 -43.383 -43.353 -49 -46
302 xcit_tiny_12_p8_224 40.533 59.467 55.583 44.417 6.71 224 1.000 bicubic -53.837 -53.787 -43.487 -43.217 -65 -62
303 repvgg_b2 40.523 59.477 57.790 42.210 89.02 224 0.875 bilinear -53.047 -52.997 -41.280 -40.840 +28 +31
304 tresnet_m_448 40.520 59.480 56.673 43.327 31.39 448 0.875 bilinear -54.150 -42.497 -100
305 pit_xs_224 40.513 59.487 56.543 43.457 10.62 224 0.900 bicubic -52.387 -52.327 -42.247 -42.077 +81 +85
306 dla169 40.507 59.493 57.320 42.680 53.39 224 0.875 bilinear -53.273 -53.253 -41.510 -41.530 -6 -3
307 wide_resnet101_2 40.477 59.523 55.863 44.137 126.89 224 0.875 bilinear -53.243 -53.233 -42.947 -42.937 +1 +4
308 efficientnet_b2_pruned 40.457 59.543 56.603 43.397 8.31 260 0.890 bicubic -53.343 -53.313 -42.307 -42.117 -11 -7
309 resnet50 40.397 59.603 54.667 45.333 25.56 224 0.950 bicubic -53.553 -53.503 -44.163 -44.413 -31 -28
310 skresnet34 40.373 59.627 56.793 43.207 22.28 224 0.875 bicubic -52.187 -52.067 -41.717 -41.697 +102 +107
311 tf_efficientnet_b0_ap 40.357 59.643 56.823 43.177 5.29 224 0.875 bicubic -52.243 -52.193 -41.607 -41.727 +96 +101
312 regnetx_160 40.350 59.650 56.090 43.910 54.28 224 0.875 bicubic -53.550 -53.520 -42.990 -42.800 -30 -25
313 legacy_seresnext101_32x4d 40.323 59.677 54.843 45.157 48.96 224 0.875 bilinear -53.847 -53.797 -44.127 -44.097 -55 -52
314 xception65 40.320 59.680 55.263 44.737 39.92 299 0.903 bicubic -53.420 -53.390 -43.607 -43.537 -7 -4
315 coat_mini 40.310 59.690 55.153 44.847 10.34 224 0.900 bicubic -54.450 -43.797 -124
316 densenet201 40.297 59.703 56.770 43.230 20.01 224 0.875 bicubic -52.393 -52.313 -41.890 -41.740 +83 +89
317 efficientnet_el_pruned 40.293 59.707 56.750 43.250 10.59 300 0.904 bicubic -53.767 -53.727 -42.270 -42.000 -50 -45
318 coat_lite_mini 40.280 59.720 55.670 44.330 11.01 224 0.900 bicubic -53.210 -53.160 -43.110 -43.210 +22 +25
319 eca_resnet33ts 40.193 59.807 56.963 43.037 19.68 256 0.900 bicubic -53.677 -53.657 -41.927 -41.857 -31 -28
320 hrnet_w48 40.160 59.840 56.597 43.403 77.47 224 0.875 bilinear -53.870 -53.800 -42.433 -42.243 -49 -45
321 resnext50d_32x4d 40.150 59.850 55.593 44.407 25.05 224 0.875 bicubic -53.650 -53.620 -43.137 -43.247 -23 -21
322 vit_base_patch16_sam_224 40.133 59.867 55.530 44.470 86.57 224 0.900 bicubic -53.757 -53.717 -43.360 -43.340 -36 -34
323 legacy_seresnet152 halonet50ts 40.053 40.113 59.947 59.887 55.887 54.453 44.113 45.547 66.82 22.73 224 256 0.875 0.940 bilinear bicubic -53.407 -54.267 -42.963 -44.607 +20 -285
324 tf_efficientnet_b1 legacy_seresnet152 40.043 40.053 59.957 59.947 56.213 55.887 43.787 44.113 7.79 66.82 240 224 0.882 0.875 bicubic bilinear -53.667 -53.377 -42.587 -42.953 -12 +23
325 hrnet_w30 tf_efficientnet_b1 40.013 40.043 59.987 59.957 57.123 56.213 42.877 43.787 37.71 7.79 224 240 0.875 0.882 bilinear bicubic -53.397 -53.627 -41.707 -42.737 +23 -9
326 hrnet_w30 40.013 59.987 57.123 42.877 37.71 224 0.875 bilinear -53.327 -41.627 +27
327 regnetz_b 39.990 60.010 55.657 44.343 9.72 288 0.940 bicubic -54.700 -43.503 -126
328 halonet50ts regnetx_080 39.967 60.033 54.103 56.057 45.897 43.943 22.73 39.57 256 224 0.940 0.875 bicubic -54.673 -53.803 -44.797 -42.893 -120 -25
329 regnetx_080 gluon_resnet101_v1c 39.967 39.953 60.033 60.047 56.057 55.253 43.943 44.747 39.57 44.57 224 0.875 bicubic -53.823 -53.667 -42.843 -43.697 -29 -7
330 gluon_resnet101_v1c resmlp_12_distilled_224 39.953 39.880 60.047 60.120 55.253 57.473 44.747 42.527 44.57 15.35 224 0.875 bicubic -53.707 -52.910 -43.507 -41.127 -11 +65
331 resmlp_12_distilled_224 seresnet33ts 39.880 39.813 60.120 60.187 57.473 56.503 42.527 43.497 15.35 19.78 224 256 0.875 0.900 bicubic -52.990 -54.397 -41.157 -42.547 +59 -79
332 seresnet33ts tf_efficientnetv2_b0 39.813 39.800 60.187 60.200 56.503 56.297 43.497 43.703 19.78 7.14 256 224 0.900 0.875 bicubic -54.447 -53.220 -42.277 -42.403 -83 +43
333 tf_efficientnetv2_b0 res2net50_26w_8s 39.800 39.747 60.200 60.253 56.297 54.947 43.703 45.053 7.14 48.40 224 0.875 bicubic bilinear -53.260 -53.663 -42.403 -43.833 +37 +17
334 res2net50_26w_8s vit_small_patch32_224 39.747 60.253 54.947 55.283 45.053 44.717 48.40 22.88 224 0.875 0.900 bilinear bicubic -53.683 -52.273 -43.723 -43.237 +12 +106
335 vit_small_patch32_224 lambda_resnet50ts 39.747 39.723 60.253 60.277 55.283 54.367 44.717 45.633 22.88 21.54 224 256 0.900 0.950 bicubic -52.403 -54.827 -43.227 -44.553 +100 -300
336 res2net101_26w_4s 39.723 60.277 54.613 45.387 45.21 224 0.875 bilinear -53.797 -53.767 -44.017 -44.157 0 +4
337 regnetx_120 39.707 60.293 55.693 44.307 46.11 224 0.875 bicubic -54.583 -54.563 -43.507 -43.397 -93 -89
338 hrnet_w44 39.660 60.340 55.313 44.687 67.06 224 0.875 bilinear -53.960 -53.940 -43.637 -43.397 -15 -11
339 xception41 39.660 60.340 54.977 45.023 26.97 299 0.903 bicubic -53.820 -53.770 -43.863 -43.693 +3 +7
340 sehalonet33ts 39.640 60.360 53.967 46.033 13.69 256 0.940 bicubic -54.890 -54.850 -44.813 -45.053 -117 -114
341 resmlp_big_24_224 39.610 60.390 54.767 45.233 129.14 224 0.875 bicubic -54.660 -54.600 -44.053 -44.243 -94 -89
342 tf_efficientnetv2_b1 39.607 60.393 55.490 44.510 8.14 240 0.882 bicubic -54.093 -54.063 -43.320 -43.460 -28 -24
343 dla102x 39.593 60.407 56.337 43.663 26.31 224 0.875 bilinear -53.917 -53.897 -42.513 -42.443 -6 -2
344 densenet161 39.590 60.410 56.180 43.820 28.68 224 0.875 bicubic -53.290 -53.240 -42.630 -42.460 +44 +50
345 mixnet_xl 39.553 60.447 55.827 44.173 11.90 224 0.875 bicubic -54.667 -54.647 -42.983 -43.203 -95 -91
346 hrnet_w32 39.523 60.477 56.267 43.733 41.23 224 0.875 bilinear -53.427 -53.357 -42.573 -42.543 +36 +42
347 gcresnet33ts lamhalobotnet50ts_256 39.507 39.517 60.493 60.483 55.863 53.860 44.137 46.140 19.88 22.57 256 0.900 0.950 bicubic -54.313 -55.083 -43.067 -45.280 -51 -309
348 rexnet_130 gcresnet33ts 39.477 39.507 60.523 60.493 56.633 55.863 43.367 44.137 7.56 19.88 224 256 0.875 0.900 bicubic -54.213 -54.293 -42.087 -42.867 -33 -48
349 xcit_tiny_12_p16_224 39.477 60.523 55.023 44.977 6.72 224 1.000 bicubic -52.983 -52.923 -43.607 -43.447 +69 +75
350 levit_128 rexnet_130 39.453 39.477 60.547 60.523 55.460 56.633 44.540 43.367 9.21 7.56 224 0.900 0.875 bicubic -53.587 -54.183 -43.230 -42.127 +22 -29
351 resnetv2_50x1_bitm levit_128 39.407 39.453 60.593 60.547 57.873 55.460 42.127 44.540 25.55 9.21 448 224 1.000 0.900 bilinear bicubic -55.353 -53.527 -41.307 -43.160 -158 +29
352 regnety_064 resnetv2_50x1_bitm 39.390 39.407 60.610 60.593 55.817 57.873 44.183 42.127 30.58 25.55 224 448 0.875 1.000 bicubic bilinear -54.750 -55.353 -42.973 -41.307 -91 -157
353 regnety_120 regnety_064 39.377 39.390 60.623 60.610 55.347 55.817 44.653 44.183 51.82 30.58 224 0.875 bicubic -54.683 -54.690 -43.673 -43.133 -84 -86
354 tf_efficientnet_el regnety_120 39.353 39.377 60.647 60.623 55.443 55.347 44.557 44.653 10.59 51.82 300 224 0.904 0.875 bicubic -54.997 -54.653 -43.647 -43.683 -115 -81
355 tf_inception_v3 tf_efficientnet_el 39.353 60.647 54.373 55.443 45.627 44.557 23.83 10.59 299 300 0.875 0.904 bicubic -53.857 -54.967 -44.117 -43.717 +9 -111
356 densenetblur121d tf_inception_v3 39.310 39.353 60.690 60.647 56.650 54.373 43.350 45.627 8.00 23.83 224 299 0.875 bicubic -53.090 -53.747 -41.820 -44.347 +68 +14
357 gluon_resnet50_v1s halo2botnet50ts_256 39.283 39.313 60.717 60.687 55.100 53.643 44.900 46.357 25.68 22.64 224 256 0.875 0.950 bicubic -54.307 -55.217 -43.730 -45.137 -28 -299
358 tv_resnet101 densenetblur121d 39.273 39.310 60.727 60.690 55.833 56.650 44.167 43.350 44.55 8.00 224 0.875 bilinear bicubic -53.607 -52.950 -42.827 -41.950 +31 +73
359 tf_efficientnetv2_b2 gluon_resnet50_v1s 39.190 39.283 60.810 60.717 54.620 55.100 45.380 44.900 10.10 25.68 260 224 0.890 0.875 bicubic -54.870 -54.287 -44.320 -43.970 -89 -25
360 densenet169 tv_resnet101 39.177 39.273 60.823 60.727 55.850 55.833 44.150 44.167 14.15 44.55 224 0.875 bicubic bilinear -53.113 -53.527 -42.740 -42.637 +68 +37
361 legacy_seresnet101 tf_efficientnetv2_b2 39.123 39.190 60.877 60.810 55.100 54.620 44.900 45.380 49.33 10.10 224 260 0.875 0.890 bilinear bicubic -54.167 -54.840 -43.650 -44.210 -5 -86
362 repvgg_b1g4 densenet169 39.000 39.177 61.000 60.823 56.433 55.850 43.567 44.150 39.97 14.15 224 0.875 bilinear bicubic -54.040 -52.993 -42.387 -42.570 +11 +74
363 regnety_080 legacy_seresnet101 38.973 39.123 61.027 60.877 55.193 55.100 44.807 44.900 39.18 49.33 224 0.875 bicubic bilinear -54.927 -54.107 -43.797 -43.720 -79 +1
364 dpn68 repvgg_b1g4 38.967 39.000 61.033 61.000 54.977 56.433 45.023 43.567 12.61 39.97 224 0.875 bicubic bilinear -53.293 -53.990 -43.623 -42.047 +65 +16
365 efficientnet_b1_pruned regnety_080 38.967 38.973 61.033 61.027 55.607 55.193 44.393 44.807 6.33 39.18 240 224 0.882 0.875 bicubic -53.993 -54.907 -42.913 -43.607 +15 -75
366 inception_v3 dpn68 38.953 38.967 61.047 61.033 53.850 54.977 46.150 45.023 23.83 12.61 299 224 0.875 bicubic -53.947 -53.163 -44.470 -43.593 +20 +72
367 crossvit_9_dagger_240 efficientnet_b1_pruned 38.947 38.967 61.053 61.033 54.913 55.607 45.087 44.393 8.78 6.33 240 0.875 0.882 bicubic -53.803 -53.933 -43.597 -43.183 +31 +22
368 legacy_seresnext50_32x4d inception_v3 38.897 38.953 61.103 61.047 54.637 53.850 45.363 46.150 27.56 23.83 224 299 0.875 bilinear bicubic -54.513 -53.887 -44.163 -44.590 -18 +27
369 resnet33ts crossvit_9_dagger_240 38.890 38.947 61.110 61.053 55.550 54.913 44.450 45.087 19.68 8.78 256 240 0.900 0.875 bicubic -54.730 -53.713 -43.220 -43.617 -45 +38
370 dla102 legacy_seresnext50_32x4d 38.883 38.897 61.117 61.103 55.333 54.637 44.667 45.363 33.27 27.56 224 0.875 bilinear -54.407 -54.393 -43.447 -44.143 -15 -13
371 regnety_040 resnet33ts 38.833 38.890 61.167 61.110 55.600 55.550 44.400 44.450 20.65 19.68 224 256 0.875 0.900 bicubic -54.777 -54.700 -43.040 -43.290 -46 -41
372 regnetx_040 dla102 38.803 38.883 61.197 61.117 55.493 55.333 44.507 44.667 22.12 33.27 224 0.875 bicubic bilinear -54.867 -54.327 -43.457 -43.387 -55 -7
373 resnet32ts regnety_040 38.767 38.833 61.233 61.167 55.847 55.600 44.153 44.400 17.96 20.65 256 224 0.900 0.875 bicubic -54.803 -54.757 -42.903 -43.230 -40 -42
374 regnetx_032 regnetx_040 38.760 38.803 61.240 61.197 55.160 55.493 44.840 44.507 15.30 22.12 224 0.875 bicubic -54.510 -54.847 -43.580 -43.557 -16 -52
375 densenet121 resnet32ts 38.753 38.767 61.247 61.233 56.250 55.847 43.750 44.153 7.98 17.96 224 256 0.875 0.900 bicubic -53.187 -54.743 -42.030 -43.003 +68 -36
376 res2net50_14w_8s regnetx_032 38.720 38.760 61.280 61.240 54.197 55.160 45.803 44.840 25.06 15.30 224 0.875 bilinear bicubic -54.300 -54.450 -44.513 -43.330 -1 -10
377 dla60_res2net densenet121 38.687 38.753 61.313 61.247 54.613 56.250 45.387 43.750 20.85 7.98 224 0.875 bilinear bicubic -54.693 -52.937 -44.217 -41.990 -24 +74
378 res2net50_26w_6s res2net50_14w_8s 38.660 38.720 61.340 61.280 53.810 54.197 46.190 45.803 37.05 25.06 224 0.875 bilinear -54.920 -54.230 -44.930 -44.643 -48 +6
379 selecsls60 dla60_res2net 38.623 38.687 61.377 61.313 55.693 54.613 44.307 45.387 30.67 20.85 224 0.875 bicubic bilinear -54.377 -54.583 -43.137 -44.127 -2 -19
380 dla60x res2net50_26w_6s 38.617 38.660 61.383 61.340 55.500 53.810 44.500 46.190 17.35 37.05 224 0.875 bilinear -54.593 -54.900 -43.220 -44.990 -17 -44
381 selecsls60b selecsls60 38.573 38.623 61.427 61.377 55.327 55.693 44.673 44.307 32.77 30.67 224 0.875 bicubic -54.907 -54.317 -43.433 -42.997 -38 +4
382 tf_efficientnet_b0 dla60x 38.550 38.617 61.450 61.383 56.083 55.500 43.917 44.500 5.29 17.35 224 0.875 bicubic bilinear -53.850 -54.443 -42.337 -43.200 +41 -10
383 dla60_res2next selecsls60b 38.530 38.573 61.470 61.427 55.003 55.327 44.997 44.673 17.03 32.77 224 0.875 bilinear bicubic -55.030 -54.857 -43.797 -43.483 -49 -34
384 hardcorenas_f tf_efficientnet_b0 38.507 38.550 61.493 61.450 55.743 56.083 44.257 43.917 8.20 5.29 224 0.875 bilinear bicubic -54.473 -53.710 -42.877 -42.287 -5 +48
385 repvgg_a2 dla60_res2next 38.507 38.530 61.493 61.470 55.827 55.003 44.173 44.997 28.21 17.03 224 0.875 bilinear -54.153 -54.980 -42.703 -43.777 +20 -45
386 regnetx_064 repvgg_a2 38.493 38.507 61.507 61.493 55.027 55.827 44.973 44.173 26.21 28.21 224 0.875 bicubic bilinear -55.157 -54.063 -44.023 -42.723 -66 +26
387 gluon_resnet50_v1b hardcorenas_f 38.457 38.507 61.543 61.493 54.897 55.743 45.103 44.257 25.56 8.20 224 0.875 bicubic bilinear -54.093 -54.403 -43.653 -42.987 +27 +1
388 resmlp_12_224 regnetx_064 38.453 38.493 61.547 61.507 56.387 55.027 43.613 44.973 15.35 26.21 224 0.875 bicubic -53.677 -55.117 -42.183 -43.613 +48 -61
389 tf_efficientnet_cc_b0_4e gluon_resnet50_v1b 38.427 38.457 61.573 61.543 55.200 54.897 44.800 45.103 13.31 25.56 224 0.875 bicubic -54.413 -53.973 -43.240 -43.643 +4 +33
390 hrnet_w18 resmlp_12_224 38.380 38.453 61.620 61.547 55.750 56.387 44.250 43.613 21.30 15.35 224 0.875 bilinear bicubic -54.370 -53.517 -42.900 -42.013 +9 +54
391 mixnet_l tf_efficientnet_cc_b0_4e 38.233 38.427 61.767 61.573 54.857 55.200 45.143 44.800 7.33 13.31 224 0.875 bicubic -55.057 -54.323 -43.853 -43.450 -34 +10
392 hardcorenas_e hrnet_w18 38.130 38.380 61.870 61.620 55.193 55.750 44.807 44.250 8.07 21.30 224 0.875 bilinear -54.830 -54.290 -43.377 -42.910 -11 +14
393 efficientnet_b1 mixnet_l 38.107 38.233 61.893 61.767 54.090 54.857 45.910 45.143 7.79 7.33 256 224 1.000 0.875 bicubic -54.913 -55.017 -44.610 -43.993 -17 -30
394 coat_lite_tiny hardcorenas_e 38.080 38.130 61.920 61.870 53.467 55.193 46.533 44.807 5.72 8.07 224 0.900 0.875 bicubic bilinear -54.750 -54.770 -45.173 -43.127 0 -6
395 eca_halonext26ts efficientnet_b1 38.067 38.107 61.933 61.893 54.167 54.090 45.833 45.910 10.76 7.79 256 0.940 1.000 bicubic -55.073 -54.853 -44.523 -44.480 -28 -12
396 gmixer_24_224 coat_lite_tiny 37.977 38.080 62.023 61.920 52.117 53.467 47.883 46.533 24.72 5.72 224 0.875 0.900 bicubic -54.693 -54.610 -46.143 -45.193 +7 +6
397 resnetrs50 eca_halonext26ts 37.907 38.067 62.093 61.933 53.320 54.167 46.680 45.833 35.69 10.76 224 256 0.910 0.940 bicubic -56.123 -54.973 -45.510 -44.653 -124 -22
398 hardcorenas_c gmixer_24_224 37.887 37.977 62.113 62.023 55.720 52.117 44.280 47.883 5.52 24.72 224 0.875 bilinear bicubic -54.443 -54.623 -42.620 -46.253 +28 +13
399 gluon_resnet50_v1c resnetrs50 37.867 37.907 62.133 62.093 54.150 53.320 45.850 46.680 25.58 35.69 224 0.875 0.910 bicubic -55.053 -56.083 -44.560 -45.640 -15 -121
400 efficientnet_es hardcorenas_c 37.837 37.887 62.163 62.113 54.987 55.720 45.013 44.280 5.44 5.52 224 0.875 bicubic bilinear -55.103 -54.363 -43.703 -42.750 -17 +34
401 res2net50_26w_4s gluon_resnet50_v1c 37.820 37.867 62.180 62.133 53.113 54.150 46.887 45.850 25.70 25.58 224 0.875 bilinear bicubic -55.360 -55.003 -45.557 -44.480 -35 -9
402 resnest14d efficientnet_es 37.790 37.837 62.210 62.163 56.570 54.987 43.430 45.013 10.61 5.44 224 0.875 bilinear bicubic -53.360 -55.043 -41.780 -43.673 +68 -11
403 tv_resnext50_32x4d res2net50_26w_4s 37.783 37.820 62.217 62.180 54.153 53.113 45.847 46.887 25.03 25.70 224 0.875 bilinear -55.127 -55.220 -44.577 -45.577 -18 -29
404 resnet26t resnest14d 37.753 37.790 62.247 62.210 55.300 56.570 44.700 43.430 16.01 10.61 256 224 0.940 0.875 bicubic bilinear -54.927 -53.280 -43.300 -41.740 -2 +74
405 ecaresnet26t tv_resnext50_32x4d 37.597 37.783 62.403 62.217 54.353 54.153 45.647 45.847 16.01 25.03 320 224 0.950 0.875 bicubic bilinear -56.333 -55.067 -44.577 -44.307 -123 -12
406 hardcorenas_d resnet26t 37.550 37.753 62.450 62.247 54.723 55.300 45.277 44.700 7.50 16.01 224 256 0.875 0.940 bilinear bicubic -55.050 -54.847 -43.647 -43.130 +3 +4
407 res2next50 ecaresnet26t 37.537 37.597 62.463 62.403 52.883 54.353 47.117 45.647 24.67 16.01 224 320 0.875 0.950 bilinear bicubic -55.573 -56.303 -45.777 -44.597 -39 -120
408 resnet34 hardcorenas_d 37.497 37.550 62.503 62.450 54.327 54.723 45.673 45.277 21.80 7.50 224 0.875 bilinear -53.693 -54.930 -43.903 -43.717 +60 +9
409 lambda_resnet26t res2next50 37.370 37.537 62.630 62.463 53.550 52.883 46.450 47.117 10.96 24.67 256 224 0.940 0.875 bicubic bilinear -56.030 -55.493 -45.210 -45.807 -57 -33
410 pit_ti_distilled_224 resnet34 37.320 37.497 62.680 62.503 55.183 54.327 44.817 45.673 5.10 21.80 224 0.900 0.875 bicubic bilinear -53.580 -53.593 -43.047 -43.943 +68 +65
411 hardcorenas_b lambda_resnet26t 37.280 37.370 62.720 62.630 55.040 53.550 44.960 46.450 5.18 10.96 224 256 0.875 0.940 bilinear bicubic -54.690 -55.920 -43.360 -45.160 +31 -52
412 mobilenetv3_large_100_miil pit_ti_distilled_224 37.247 37.320 62.753 62.680 53.560 55.183 46.440 44.817 5.48 5.10 224 0.875 0.900 bilinear bicubic -55.003 -53.210 -44.690 -42.767 +19 +74
413 regnety_016 hardcorenas_b 37.143 37.280 62.857 62.720 54.147 55.040 45.853 44.960 11.20 5.18 224 0.875 bicubic bilinear -55.887 -54.430 -44.543 -43.360 -39 +37
414 res2net50_48w_2s mobilenetv3_large_100_miil 37.143 37.247 62.857 62.753 53.410 53.560 46.590 46.440 25.29 5.48 224 0.875 bilinear -55.657 -54.853 -45.060 -44.870 -19 +26
415 lambda_resnet26rpt_256 regnety_016 37.113 37.143 62.887 62.857 53.843 54.147 46.157 45.853 10.99 11.20 256 224 0.940 0.875 bicubic -56.327 -55.817 -45.037 -44.373 -70 -33
416 dla60 res2net50_48w_2s 37.110 37.143 62.890 62.857 54.297 53.410 45.703 46.590 22.04 25.29 224 0.875 bilinear -55.580 -55.547 -44.333 -45.220 -15 -13
417 bat_resnext26ts lambda_resnet26rpt_256 37.090 37.113 62.910 62.887 53.750 53.843 46.250 46.157 10.73 10.99 256 0.900 0.940 bicubic -56.010 -56.297 -44.970 -44.987 -48 -66
418 rexnet_100 dla60 37.060 37.110 62.940 62.890 54.070 54.297 45.930 45.703 4.80 22.04 224 0.875 bicubic bilinear -55.780 -55.530 -44.550 -44.143 -26 -10
419 tf_mixnet_l bat_resnext26ts 37.040 37.090 62.960 62.910 52.710 53.750 47.290 46.250 7.33 10.73 224 256 0.875 0.900 bicubic -56.010 -55.930 -45.830 -44.960 -48 -42
420 legacy_seresnet50 rexnet_100 36.933 37.060 63.067 62.940 53.517 54.070 46.483 45.930 28.09 4.80 224 0.875 bilinear bicubic -55.737 -55.690 -45.143 -44.440 -16 -20
421 tf_efficientnet_lite2 tf_mixnet_l 36.890 37.040 63.110 62.960 53.367 52.710 46.633 47.290 6.09 7.33 260 224 0.890 0.875 bicubic -55.680 -55.960 -45.183 -46.120 -10 -42
422 halonet26t botnet26t_256 36.783 36.963 63.217 63.037 52.267 53.070 47.733 46.930 12.48 12.49 256 0.950 bicubic -56.827 -56.447 -46.693 -45.730 -96 -173
423 regnetx_016 legacy_seresnet50 36.767 36.933 63.233 63.067 53.293 53.517 46.707 46.483 9.19 28.09 224 0.875 bicubic bilinear -55.793 -55.657 -45.257 -44.903 -11 -10
424 tv_densenet121 tf_efficientnet_lite2 36.747 36.890 63.253 63.110 54.000 53.367 46.000 46.633 7.98 6.09 224 260 0.875 0.890 bicubic -54.653 -55.580 -44.250 -45.133 +36 -4
425 mobilenetv2_120d halonet26t 36.717 36.783 63.283 63.217 53.967 52.267 46.033 47.733 5.83 12.48 224 256 0.875 0.950 bicubic -55.893 -56.797 -44.543 -46.473 -18 -92
426 hardcorenas_a regnetx_016 36.707 36.767 63.293 63.233 54.923 53.293 45.077 46.707 5.26 9.19 224 0.875 bilinear bicubic -54.903 -55.693 -43.247 -45.337 +26 -5
427 tf_efficientnet_lite1 tv_densenet121 36.667 36.747 63.333 63.253 53.687 54.000 46.313 46.000 5.42 7.98 240 224 0.882 0.875 bicubic -55.653 -54.453 -44.803 -44.040 0 +42
428 efficientnet_b0 mobilenetv2_120d 36.603 36.717 63.397 63.283 53.490 53.967 46.510 46.033 5.29 5.83 224 0.875 bicubic -55.867 -55.843 -45.190 -44.543 -12
429 levit_128s hardcorenas_a 36.593 36.707 63.407 63.293 53.083 54.923 46.917 45.077 7.78 5.26 224 0.900 0.875 bicubic bilinear -54.907 -54.753 -45.317 -43.347 +26 +32
430 vit_base_patch32_sam_224 eca_botnext26ts_256 36.593 36.673 63.407 63.327 53.087 52.493 46.913 47.507 88.22 10.59 224 256 0.900 0.950 bicubic -53.277 -56.587 -44.513 -46.347 +65 -165
431 xcit_nano_12_p8_224_dist tf_efficientnet_lite1 36.503 36.667 63.497 63.333 52.780 53.687 47.220 46.313 3.05 5.42 224 240 1.000 0.882 bicubic -55.907 -55.543 -45.730 -44.593 -9 +6
432 tf_efficientnet_em efficientnet_b0 36.450 36.603 63.550 63.397 52.860 53.490 47.140 46.510 6.90 5.29 240 224 0.882 0.875 bicubic -56.750 -55.797 -45.820 -44.930 -67 -5
433 skresnet18 vit_base_patch32_sam_224 36.343 36.593 63.657 63.407 54.267 53.087 45.733 46.913 11.96 88.22 224 0.875 0.900 bicubic -53.827 -52.787 -43.513 -44.433 +59 +70
434 repvgg_b0 levit_128s 36.317 36.593 63.683 63.407 54.113 53.083 45.887 46.917 15.82 7.78 224 0.875 0.900 bilinear bicubic -55.353 -54.727 -44.337 -45.097 +16 +32
435 xcit_nano_12_p16_384_dist xcit_nano_12_p8_224_dist 36.153 36.503 63.847 63.497 53.217 52.780 46.783 47.220 3.05 384 224 1.000 bicubic -55.947 -55.787 -45.303 -45.810 +4 -3
436 legacy_seresnet34 tf_efficientnet_em 36.147 36.450 63.853 63.550 52.547 52.860 47.453 47.140 21.96 6.90 224 240 0.875 0.882 bilinear bicubic -55.333 -56.600 -45.783 -45.680 +21 -61
437 tv_resnet50 skresnet18 36.143 36.343 63.857 63.657 52.873 54.267 47.127 45.733 25.56 11.96 224 0.875 bilinear bicubic -55.967 -53.257 -45.547 -43.693 0 +64
438 coat_tiny repvgg_b0 36.100 36.317 63.900 63.683 51.073 54.113 48.927 45.887 5.50 15.82 224 0.900 0.875 bicubic bilinear -57.400 -55.163 -47.607 -44.087 -99 +22
439 deit_tiny_distilled_patch16_224 xcit_nano_12_p16_384_dist 36.093 36.153 63.907 63.847 54.273 53.217 45.727 46.783 5.91 3.05 224 384 0.900 1.000 bicubic -54.997 -55.737 -43.907 -45.203 +35 +10
440 tv_resnet34 legacy_seresnet34 36.057 36.147 63.943 63.853 53.530 52.547 46.470 47.453 21.80 21.96 224 0.875 bilinear -54.253 -55.133 -44.350 -45.543 +49 +26
441 tf_efficientnet_lite0 tv_resnet50 36.020 36.143 63.980 63.857 53.520 52.873 46.480 47.127 4.65 25.56 224 0.875 bicubic bilinear -55.260 -55.797 -44.570 -45.407 +21 +6
442 mobilenetv2_140 coat_tiny 35.980 36.100 64.020 63.900 53.920 51.073 46.080 48.927 6.11 5.50 224 0.875 0.900 bicubic -56.050 -57.380 -44.330 -47.687 -2 -95
443 selecsls42b deit_tiny_distilled_patch16_224 35.830 36.093 64.170 63.907 52.537 54.273 47.463 45.727 32.46 5.91 224 0.875 0.900 bicubic -56.650 -54.607 -45.903 -43.757 -28 +42
444 seresnext26ts tv_resnet34 35.807 36.057 64.193 63.943 53.990 53.530 46.010 46.470 10.39 21.80 256 224 0.900 0.875 bicubic bilinear -56.983 -53.783 -44.610 -44.310 -48 +55
445 gluon_resnet34_v1b tf_efficientnet_lite0 35.750 36.020 64.250 63.980 52.290 53.520 47.710 46.480 21.80 4.65 224 0.875 bicubic -55.340 -55.170 -45.920 -44.710 +30 +27
446 xcit_nano_12_p8_384_dist mobilenetv2_140 35.730 35.980 64.270 64.020 52.297 53.920 47.703 46.080 3.05 6.11 384 224 1.000 0.875 bicubic -57.520 -55.800 -46.553 -44.380 -85 +4
447 mixnet_m selecsls42b 35.677 35.830 64.323 64.170 52.447 52.537 47.553 47.463 5.01 32.46 224 0.875 bicubic -56.583 -56.590 -45.923 -46.073 -17 -22
448 efficientnet_lite0 seresnext26ts 35.653 35.807 64.347 64.193 53.693 53.990 46.307 46.010 4.65 10.39 224 256 0.875 0.900 bicubic -55.597 -56.873 -44.557 -44.610 +17 -42
449 dla34 gluon_resnet34_v1b 35.647 35.750 64.353 64.250 52.817 52.290 47.183 47.710 15.74 21.80 224 0.875 bilinear bicubic -55.603 -55.000 -45.363 -45.790 +15 +35
450 ssl_resnet18 xcit_nano_12_p8_384_dist 35.630 35.730 64.370 64.270 53.813 52.297 46.187 47.703 11.69 3.05 224 384 0.875 1.000 bilinear bicubic -55.070 -57.410 -44.217 -46.393 +32 -79
451 mobilenetv3_rw mixnet_m 35.620 35.677 64.380 64.323 53.740 52.447 46.260 47.553 5.48 5.01 224 0.875 bicubic -55.930 -56.473 -44.530 -46.063 +3 -12
452 efficientnet_es_pruned efficientnet_lite0 35.373 35.653 64.627 64.347 52.853 53.693 47.147 46.307 5.44 4.65 224 0.875 bicubic -56.337 -55.477 -45.547 -43.717 -4 +23
453 mobilenetv2_110d dla34 35.277 35.647 64.723 64.353 52.823 52.817 47.177 47.183 4.52 15.74 224 0.875 bicubic bilinear -56.043 -55.503 -45.357 -45.533 +8 +21
454 hrnet_w18_small_v2 ssl_resnet18 35.227 35.630 64.773 64.370 52.500 53.813 47.500 46.187 15.60 11.69 224 0.875 bilinear -55.943 -54.810 -45.850 -44.207 +15 +37
455 tf_mixnet_m mobilenetv3_rw 35.217 35.620 64.783 64.380 50.977 53.740 49.023 46.260 5.01 5.48 224 0.875 bicubic -56.953 -55.780 -47.443 -44.510 -21 +9
456 resnet18d efficientnet_es_pruned 35.120 35.373 64.880 64.627 52.883 52.853 47.117 47.147 11.71 5.44 224 0.875 bicubic -54.870 -56.177 -44.957 -45.417 +37 +2
457 xcit_nano_12_p16_224_dist mobilenetv2_110d 35.103 35.277 64.897 64.723 52.500 52.823 47.500 47.177 3.05 4.52 224 1.000 0.875 bicubic -55.087 -55.913 -45.260 -45.547 +33 +14
458 convit_tiny hrnet_w18_small_v2 35.103 35.227 64.897 64.773 51.850 52.500 48.150 47.500 5.71 15.60 224 0.875 bicubic bilinear -55.447 -55.863 -46.360 -45.710 +27 +21
459 resnext26ts tf_mixnet_m 35.097 35.217 64.903 64.783 53.447 50.977 46.553 49.023 10.30 5.01 256 224 0.900 0.875 bicubic -57.113 -56.813 -44.833 -47.273 -26 -15
460 gcresnext26ts resnet18d 34.973 35.120 65.027 64.880 51.613 52.883 48.387 47.117 10.48 11.71 256 224 0.900 0.875 bicubic -57.497 -54.330 -46.887 -44.897 -43 +42
461 eca_resnext26ts convit_tiny 34.970 35.103 65.030 64.897 52.323 51.850 47.677 48.150 10.30 5.71 256 224 0.900 0.875 bicubic -57.450 -55.207 -46.287 -46.120 -40 +32
462 regnety_008 xcit_nano_12_p16_224_dist 34.883 35.103 65.117 64.897 51.863 52.500 48.137 47.500 6.26 3.05 224 0.875 1.000 bicubic -57.007 -54.587 -46.557 -45.050 -17 +38
463 ese_vovnet19b_dw resnext26ts 34.830 35.097 65.170 64.903 51.997 53.447 48.003 46.553 6.54 10.30 224 256 0.875 0.900 bicubic -57.190 -57.003 -46.523 -45.073 -22 -20
464 crossvit_9_240 gcresnext26ts 34.680 34.973 65.320 65.027 51.793 51.613 48.207 48.387 8.55 10.48 240 256 0.875 0.900 bicubic -56.390 -57.437 -46.517 -46.897 +12 -38
465 pit_ti_224 eca_resnext26ts 34.637 34.970 65.363 65.030 52.127 52.323 47.873 47.677 4.85 10.30 224 256 0.900 bicubic -55.803 -57.350 -45.893 -46.167 +23 -34
466 mobilenetv3_large_100 regnety_008 34.570 34.883 65.430 65.117 52.917 51.863 47.083 48.137 5.48 6.26 224 0.875 bicubic -56.910 -56.777 -45.283 -46.397 -10 -11
467 seresnext26t_32x4d ese_vovnet19b_dw 34.560 34.830 65.440 65.170 51.480 51.997 48.520 48.003 16.81 6.54 224 0.875 bicubic -58.210 -56.890 -47.070 -46.433 -70 -16
468 seresnext26d_32x4d crossvit_9_240 34.527 34.680 65.473 65.320 51.570 51.793 48.430 48.207 16.81 8.55 224 240 0.875 bicubic -57.903 -55.930 -46.970 -46.157 -48 +18
469 resnet26d pit_ti_224 34.333 34.637 65.667 65.363 51.857 52.127 48.143 47.873 16.01 4.85 224 0.875 0.900 bicubic -57.917 -55.353 -46.613 -45.713 -37 +27
470 mixer_b16_224 mobilenetv3_large_100 34.327 34.570 65.673 65.430 48.050 52.917 51.950 47.083 59.88 5.48 224 0.875 bicubic -56.803 -56.690 -49.360 -44.903 +1 -3
471 fbnetc_100 seresnext26t_32x4d 34.320 34.560 65.680 65.440 51.240 51.480 48.760 48.520 5.57 16.81 224 0.875 bilinear bicubic -56.940 -58.110 -46.580 -46.780 -8 -64
472 tf_efficientnet_es seresnext26d_32x4d 34.273 34.527 65.727 65.473 51.467 51.570 48.533 48.430 5.44 16.81 224 0.875 bicubic -57.827 -57.803 -46.963 -46.770 -34 -42
473 regnety_006 resnet26d 34.243 34.333 65.757 65.667 51.297 51.857 48.703 48.143 6.06 16.01 224 0.875 bicubic -57.337 -57.777 -47.133 -46.563 -20 -32
474 tf_mobilenetv3_large_100 mixer_b16_224 33.977 34.327 66.023 65.673 51.520 48.050 48.480 51.950 5.48 59.88 224 0.875 bilinear bicubic -57.433 -56.663 -46.730 -50.070 -15 +7
475 mnasnet_100 fbnetc_100 33.847 34.320 66.153 65.680 51.247 51.240 48.753 48.760 4.38 5.57 224 0.875 bicubic bilinear -57.353 -56.850 -46.793 -47.110 -9 -2
476 regnetx_008 tf_efficientnet_es 33.733 34.273 66.267 65.727 50.590 51.467 49.410 48.533 7.26 5.44 224 0.875 bicubic -57.457 -57.657 -47.780 -46.863 -9 -28
477 xcit_nano_12_p8_224 regnety_006 33.610 34.243 66.390 65.757 50.230 51.297 49.770 48.703 3.05 6.06 224 1.000 0.875 bicubic -57.490 -57.167 -48.010 -46.953 -5 -14
478 resnet26 tf_mobilenetv3_large_100 33.593 33.977 66.407 66.023 51.017 51.520 48.983 48.480 16.00 5.48 224 0.875 bicubic bilinear -57.867 -57.273 -47.253 -46.730 -20 -9
479 vit_tiny_r_s16_p8_384 mnasnet_100 33.593 33.847 66.407 66.153 50.650 51.247 49.350 48.753 6.36 4.38 384 224 1.000 0.875 bicubic -58.127 -57.253 -47.780 -46.993 -32 -3
480 mixnet_s regnetx_008 33.587 33.733 66.413 66.267 51.030 50.590 48.970 49.410 4.13 7.26 224 0.875 bicubic -58.193 -57.357 -47.270 -47.590 -34 -2
481 semnasnet_100 xcit_nano_12_p8_224 33.550 33.610 66.450 66.390 50.837 50.230 49.163 49.770 3.89 3.05 224 0.875 1.000 bicubic -58.110 -57.290 -47.423 -48.000 -30 +1
482 vit_tiny_patch16_384 vit_tiny_r_s16_p8_384 33.547 33.593 66.453 66.407 51.003 50.650 48.997 49.350 5.79 6.36 384 1.000 bicubic -59.883 -57.987 -47.837 -47.780 -134 -26
483 spnasnet_100 resnet26 33.513 33.593 66.487 66.407 51.303 51.017 48.697 48.983 4.42 16.00 224 0.875 bilinear bicubic -57.097 -57.657 -46.647 -47.163 0 -14
484 crossvit_tiny_240 mixnet_s 33.380 33.587 66.620 66.413 49.917 51.030 50.083 48.970 7.01 4.13 240 224 0.875 bicubic -57.150 -58.023 -48.033 -47.140 +1 -28
485 vgg19_bn semnasnet_100 33.313 33.550 66.687 66.450 50.877 50.837 49.123 49.163 143.68 3.89 224 0.875 bilinear bicubic -57.677 -57.930 -47.243 -47.493 -8 -24
486 regnetx_006 vit_tiny_patch16_384 33.207 33.547 66.793 66.453 50.300 51.003 49.700 48.997 6.20 5.79 224 384 0.875 1.000 bicubic -57.543 -59.833 -47.800 -47.827 -6 -129
487 ghostnet_100 spnasnet_100 33.180 33.513 66.820 66.487 51.143 51.303 48.857 48.697 5.18 4.42 224 0.875 bilinear -57.260 -56.797 -46.697 -46.577 0 +5
488 xcit_nano_12_p16_224 crossvit_tiny_240 33.060 33.380 66.940 66.620 50.070 49.917 49.930 50.083 3.05 7.01 224 240 1.000 0.875 bicubic -55.900 -56.810 -47.340 -47.843 +17 +6
489 resnet18 vgg19_bn 33.040 33.313 66.960 66.687 51.127 50.877 48.873 49.123 11.69 143.68 224 0.875 bilinear -55.120 -57.237 -45.993 -47.333 +20 -2
490 legacy_seresnext26_32x4d regnetx_006 32.747 33.207 67.253 66.793 49.210 50.300 50.790 49.700 16.79 6.20 224 0.875 bicubic -59.843 -57.313 -49.210 -47.690 -80 -1
491 hrnet_w18_small ghostnet_100 32.720 33.180 67.280 66.820 50.673 51.143 49.327 48.857 13.19 5.18 224 0.875 bilinear -57.180 -56.720 -47.227 -46.757 +3 +6
492 deit_tiny_patch16_224 xcit_nano_12_p16_224 32.703 33.060 67.297 66.940 50.323 50.070 49.677 49.930 5.72 3.05 224 0.900 1.000 bicubic -56.897 -54.300 -47.637 -46.920 +6 +22
493 legacy_seresnet18 resnet18 32.637 33.040 67.363 66.960 50.360 51.127 49.640 48.873 11.78 11.69 224 0.875 bicubic bilinear -56.613 -52.950 -47.330 -45.283 +9 +25
494 regnetx_004 legacy_seresnext26_32x4d 32.577 32.747 67.423 67.253 49.390 49.210 50.610 50.790 5.16 16.79 224 0.875 bicubic -56.873 -59.723 -48.390 -49.470 +5 -74
495 mobilenetv2_100 hrnet_w18_small 32.570 32.720 67.430 67.280 50.867 50.673 49.133 49.327 3.50 13.19 224 0.875 bicubic bilinear -57.270 -56.680 -46.973 -47.017 +1 +8
496 regnety_004 deit_tiny_patch16_224 32.407 32.703 67.593 67.297 49.500 50.323 50.500 49.677 4.34 5.72 224 0.875 0.900 bicubic -58.343 -56.457 -48.580 -46.997 -15 +11
497 gluon_resnet18_v1b legacy_seresnet18 32.393 32.637 67.607 67.363 49.710 50.360 50.290 49.640 11.69 11.78 224 0.875 bicubic -56.277 -55.573 -47.400 -47.060 +9 +14
498 tf_mixnet_s regnetx_004 32.223 32.577 67.777 67.423 48.610 49.390 51.390 50.610 4.13 5.16 224 0.875 bicubic -59.467 -56.383 -49.630 -48.020 -49 +10
499 vit_tiny_patch16_224 mobilenetv2_100 32.147 32.570 67.853 67.430 49.103 50.867 50.897 49.133 5.72 3.50 224 0.900 0.875 bicubic -59.783 -56.680 -49.227 -46.823 -55 +6
500 tf_mobilenetv3_large_075 regnety_004 31.947 32.407 68.053 67.593 49.147 49.500 50.853 50.500 3.99 4.34 224 0.875 bilinear bicubic -58.363 -58.033 -48.823 -48.340 -10
501 tf_mobilenetv3_large_minimal_100 gluon_resnet18_v1b 31.603 32.393 68.397 67.607 49.407 49.710 50.593 50.290 3.92 11.69 224 0.875 bilinear bicubic -57.557 -54.937 -47.913 -47.400 +3 +14
502 vit_tiny_r_s16_p8_224 tf_mixnet_s 30.850 32.223 69.150 67.777 47.673 48.610 52.327 51.390 6.34 4.13 224 0.900 0.875 bicubic -58.550 -59.277 -50.017 -49.790 -2 -43
503 vgg16_bn vit_tiny_patch16_224 30.363 32.147 69.637 67.853 47.267 49.103 52.733 50.897 138.37 5.72 224 0.875 0.900 bilinear bicubic -60.157 -59.523 -50.723 -49.347 -17 -49
504 regnety_002 tf_mobilenetv3_large_075 29.683 31.947 70.317 68.053 46.887 49.147 53.113 50.853 3.16 3.99 224 0.875 bicubic bilinear -58.527 -57.923 -50.533 -48.453 +4 -6
505 vgg13_bn tf_mobilenetv3_large_minimal_100 28.970 31.603 71.030 68.397 46.827 49.407 53.173 50.593 133.05 3.92 224 0.875 bilinear -60.240 -55.947 -50.713 -47.713 -2 +8
506 regnetx_002 vit_tiny_r_s16_p8_224 28.887 30.850 71.113 69.150 45.587 47.673 54.413 52.327 2.68 6.34 224 0.875 0.900 bicubic -58.473 -57.820 -51.403 -49.437 +5 +3
507 vgg19 vgg16_bn 28.687 30.363 71.313 69.637 45.257 47.267 54.743 52.733 143.67 138.37 224 0.875 bilinear -61.003 -59.807 -52.293 -50.513 -10 -12
508 dla60x_c regnety_002 28.520 29.683 71.480 70.317 46.260 46.887 53.740 53.113 1.32 3.16 224 0.875 bilinear bicubic -58.560 -57.277 -50.880 -47.143 +6 +9
509 vgg11_bn vgg13_bn 28.380 28.970 71.620 71.030 46.507 46.827 53.493 53.173 132.87 133.05 224 0.875 bilinear -60.010 -59.190 -50.773 -50.293 -2 +3
510 vgg16 regnetx_002 27.990 28.887 72.010 71.113 44.743 45.587 55.257 54.413 138.36 2.68 224 0.875 bilinear bicubic -61.390 -55.823 -52.777 -50.623 -9 +10
511 tf_mobilenetv3_small_100 vgg19 27.350 28.687 72.650 71.313 44.490 45.257 55.510 54.743 2.54 143.67 224 0.875 bilinear -58.640 -60.523 -51.920 -52.283 +5 -5
512 mixer_l16_224 dla60x_c 26.797 28.520 73.203 71.480 37.860 46.260 62.140 53.740 208.20 1.32 224 0.875 bicubic bilinear -60.163 -54.160 -56.170 -48.750 +3 +10
513 eca_botnext26ts_256 vgg11_bn 26.743 28.380 73.257 71.620 41.953 46.507 58.047 53.493 10.59 132.87 256 224 0.950 0.875 bicubic bilinear -64.107 -58.700 -55.797 -50.633 -34 +3
514 vgg11 vgg16 26.610 27.990 73.390 72.010 43.510 44.743 56.490 55.257 132.86 138.36 224 0.875 bilinear -60.720 -60.400 -53.600 -52.537 -2 -4
515 vgg13 tf_mobilenetv3_small_100 26.317 27.350 73.683 72.650 43.463 44.490 56.537 55.510 133.05 2.54 224 0.875 bilinear -61.233 -67.210 -53.657 -54.160 -5 +9
516 dla46x_c mixer_l16_224 26.283 26.797 73.717 73.203 43.907 37.860 56.093 62.140 1.07 208.20 224 0.875 bilinear bicubic -59.187 -67.813 -52.543 -60.750 +1 +7
517 tf_mobilenetv3_small_075 vgg11 26.273 26.610 73.727 73.390 43.710 43.510 56.290 56.490 2.04 132.86 224 0.875 bilinear -58.257 -57.920 -52.180 -52.380 +2 +4
518 dla46_c vgg13 25.493 26.317 74.507 73.683 43.953 43.463 56.047 56.537 1.30 133.05 224 0.875 bilinear -59.217 -59.153 -52.257 -52.987 0 +1
519 tf_mobilenetv3_small_minimal_100 dla46x_c 25.107 26.283 74.893 73.717 42.987 43.907 57.013 56.093 2.04 1.07 224 0.875 bilinear -57.573 -68.267 -52.023 -54.853 +1 +6
520 botnet26t_256 tf_mobilenetv3_small_075 22.097 26.273 77.903 73.727 37.240 43.710 62.760 56.290 12.49 2.04 256 224 0.950 0.875 bicubic bilinear -65.143 -67.167 -59.510 -54.950 -7 +7
521 dla46_c 25.493 74.507 43.953 56.047 1.30 224 0.875 bilinear -68.927 -54.807 +5
522 tf_mobilenetv3_small_minimal_100 25.107 74.893 42.987 57.013 2.04 224 0.875 bilinear -68.253 -55.703 +6

707
results/results-imagenet-real.csv
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@ -15,13 +15,13 @@ dm_nfnet_f6,90.025,9.975,98.542,1.458,438.36,576,0.956,bicubic,+3.895,+0.802,+4
tf_efficientnetv2_l_in21ft1k,89.999,10.001,98.621,1.379,118.52,480,1.000,bicubic,+3.707,+0.637,+1
vit_base_patch16_384,89.965,10.035,98.680,1.319,86.86,384,1.000,bicubic,+3.965,+0.674,+5
xcit_large_24_p8_384_dist,89.893,10.107,98.373,1.627,188.93,384,1.000,bicubic,+3.897,+0.685,+5
cait_s36_384,89.837,10.163,98.427,1.573,68.37,384,1.000,bicubic,+4.383,+0.944,+14
cait_s36_384,89.837,10.163,98.427,1.573,68.37,384,1.000,bicubic,+4.383,+0.945,+14
xcit_medium_24_p8_384_dist,89.805,10.195,98.358,1.642,84.32,384,1.000,bicubic,+3.985,+0.764,+5
swin_large_patch4_window7_224,89.796,10.204,98.646,1.354,196.53,224,0.900,bicubic,+3.480,+0.756,-5
vit_large_r50_s32_384,89.790,10.210,98.516,1.484,329.09,384,1.000,bicubic,+3.610,+0.592,-4
tf_efficientnetv2_m_in21ft1k,89.777,10.223,98.501,1.499,54.14,480,1.000,bicubic,+4.179,+0.749,+6
tf_efficientnet_b6_ns,89.760,10.240,98.505,1.494,43.04,528,0.942,bicubic,+3.314,+0.626,-11
xcit_small_24_p8_384_dist,89.737,10.263,98.427,1.573,47.63,384,1.000,bicubic,+4.171,+0.850,+5
xcit_small_24_p8_384_dist,89.737,10.263,98.427,1.573,47.63,384,1.000,bicubic,+4.171,+0.851,+5
xcit_large_24_p16_384_dist,89.660,10.340,98.405,1.595,189.10,384,1.000,bicubic,+3.890,+0.871,+1
tf_efficientnet_b5_ns,89.658,10.342,98.488,1.512,30.39,456,0.934,bicubic,+3.582,+0.736,-7
tf_efficientnet_b8_ap,89.589,10.411,98.298,1.702,87.41,672,0.954,bicubic,+4.215,+1.000,+10
@ -34,10 +34,10 @@ dm_nfnet_f3,89.478,10.522,98.392,1.608,254.92,416,0.940,bicubic,+3.946,+0.934,-3
xcit_medium_24_p16_384_dist,89.476,10.524,98.296,1.704,84.40,384,1.000,bicubic,+4.050,+0.888,0
dm_nfnet_f5,89.451,10.549,98.309,1.691,377.21,544,0.954,bicubic,+3.645,+0.827,-10
beit_base_patch16_224,89.438,10.562,98.520,1.480,86.53,224,0.900,bicubic,+4.198,+0.866,+4
deit_base_distilled_patch16_384,89.431,10.569,98.444,1.556,87.63,384,1.000,bicubic,+4.009,+1.111,-2
deit_base_distilled_patch16_384,89.431,10.569,98.444,1.556,87.63,384,1.000,bicubic,+4.009,+1.112,-2
tf_efficientnet_b7_ap,89.419,10.581,98.341,1.659,66.35,600,0.949,bicubic,+4.299,+1.091,+4
tf_efficientnetv2_l,89.361,10.639,98.273,1.727,118.52,480,1.000,bicubic,+3.859,+0.903,-8
tf_efficientnet_b6_ap,89.338,10.662,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+18
tf_efficientnet_b6_ap,89.338,10.662,98.281,1.719,43.04,528,0.942,bicubic,+4.553,+1.143,+18
tf_efficientnet_b8,89.338,10.662,98.305,1.695,87.41,672,0.954,bicubic,+3.988,+0.913,-3
tf_efficientnet_b4_ns,89.323,10.678,98.352,1.648,19.34,380,0.922,bicubic,+4.172,+0.882,-1
vit_large_patch16_224,89.308,10.692,98.397,1.603,304.33,224,0.900,bicubic,+3.470,+0.571,-20
@ -50,7 +50,7 @@ swin_base_patch4_window7_224,89.190,10.810,98.424,1.576,87.77,224,0.900,bicubic,
eca_nfnet_l2,89.158,10.842,98.313,1.687,56.72,384,1.000,bicubic,+4.438,+1.055,+9
cait_xs24_384,89.143,10.857,98.290,1.710,26.67,384,1.000,bicubic,+5.089,+1.404,+32
ig_resnext101_32x32d,89.109,10.891,98.185,1.815,468.53,224,0.875,bilinear,+4.015,+0.747,-8
ig_resnext101_32x48d,89.107,10.893,98.127,1.873,828.41,224,0.875,bilinear,+3.677,+0.545,-20
ig_resnext101_32x48d,89.107,10.893,98.127,1.873,828.41,224,0.875,bilinear,+3.677,+0.546,-20
tf_efficientnet_b7,89.086,10.914,98.181,1.819,66.35,600,0.949,bicubic,+4.150,+0.975,0
ecaresnet269d,89.075,10.925,98.236,1.764,102.09,352,1.000,bicubic,+4.089,+1.008,-4
xcit_large_24_p16_224_dist,89.045,10.955,98.066,1.934,189.10,224,1.000,bicubic,+4.115,+0.936,-1
@ -62,7 +62,7 @@ tf_efficientnet_b5_ap,88.936,11.064,98.168,1.832,30.39,456,0.934,bicubic,+4.678,
dm_nfnet_f1,88.915,11.085,98.115,1.885,132.63,320,0.910,bicubic,+4.291,+1.019,0
tf_efficientnetv2_s_in21ft1k,88.889,11.111,98.275,1.725,21.46,384,1.000,bicubic,+4.593,+1.019,+9
vit_base_patch16_224,88.857,11.143,98.232,1.768,86.57,224,0.900,bicubic,+4.317,+0.926,-1
resnetrs270,88.836,11.164,98.140,1.860,129.86,352,1.000,bicubic,+4.396,+0.986,+2
resnetrs270,88.836,11.164,98.140,1.860,129.86,352,1.000,bicubic,+4.396,+1.170,+1
resnetrs420,88.832,11.168,98.021,1.979,191.89,416,1.000,bicubic,+3.824,+0.895,-16
vit_small_r26_s32_384,88.814,11.186,98.335,1.665,36.47,384,1.000,bicubic,+4.764,+1.013,+17
xcit_medium_24_p16_224_dist,88.806,11.194,98.038,1.962,84.40,224,1.000,bicubic,+4.528,+1.096,+5
@ -76,7 +76,7 @@ tf_efficientnet_b6,88.757,11.243,98.066,1.934,43.04,528,0.942,bicubic,+4.645,+1.
vit_base_patch16_224_miil,88.748,11.252,98.029,1.971,86.54,224,0.875,bilinear,+4.472,+1.231,-2
resnetv2_152x2_bitm,88.708,11.292,98.303,1.697,236.34,448,1.000,bilinear,+4.256,+0.867,-12
regnety_160,88.697,11.303,98.066,1.934,83.59,288,1.000,bicubic,+4.995,+1.284,+24
pit_b_distilled_224,88.678,11.322,98.096,1.905,74.79,224,0.900,bicubic,+4.520,+1.238,+1
pit_b_distilled_224,88.678,11.322,98.096,1.905,74.79,224,0.900,bicubic,+4.520,+1.237,+1
regnetz_d,88.652,11.348,98.087,1.913,27.58,320,0.950,bicubic,+4.618,+1.217,+6
eca_nfnet_l1,88.633,11.367,98.132,1.868,41.41,320,1.000,bicubic,+4.601,+1.100,+6
vit_small_patch16_384,88.624,11.376,98.239,1.761,22.20,384,1.000,bicubic,+4.830,+1.131,+16
@ -89,10 +89,10 @@ efficientnetv2_rw_s,88.484,11.517,97.976,2.024,23.94,384,1.000,bicubic,+4.654,+1
crossvit_18_dagger_408,88.477,11.523,97.895,2.105,44.61,408,1.000,bicubic,+4.293,+1.073,-11
cait_s24_224,88.451,11.549,97.950,2.050,46.92,224,1.000,bicubic,+4.989,+1.384,+17
resmlp_big_24_distilled_224,88.447,11.553,97.940,2.060,129.14,224,0.875,bicubic,+4.851,+1.284,+14
tf_efficientnet_b3_ns,88.441,11.559,98.031,1.968,12.23,300,0.904,bicubic,+4.399,+1.124,-7
tf_efficientnet_b3_ns,88.441,11.559,98.031,1.968,12.23,300,0.904,bicubic,+4.399,+1.123,-7
resnetv2_101x3_bitm,88.430,11.570,98.153,1.847,387.93,448,1.000,bilinear,+4.000,+0.781,-25
resnest200e,88.424,11.576,98.049,1.951,70.20,320,0.909,bicubic,+4.576,+1.159,-2
vit_large_r50_s32_224,88.424,11.576,98.072,1.928,328.99,224,0.900,bicubic,+3.984,+1.102,-29
vit_large_r50_s32_224,88.424,11.576,98.072,1.928,328.99,224,0.900,bicubic,+3.984,+0.918,-28
resnetv2_50x3_bitm,88.415,11.585,98.183,1.817,217.32,448,1.000,bilinear,+4.431,+1.053,-8
tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.498,+1.229,-7
efficientnet_b4,88.366,11.634,97.957,2.043,19.34,384,1.000,bicubic,+4.936,+1.363,+10
@ -122,7 +122,7 @@ twins_svt_large,87.907,12.093,97.581,2.419,99.27,224,0.900,bicubic,+4.223,+0.971
vit_base_patch32_384,87.898,12.101,98.021,1.979,88.30,384,1.000,bicubic,+4.552,+1.177,-9
twins_pcpvt_large,87.879,12.121,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.251,-5
regnetz_c,87.854,12.146,97.816,2.184,13.46,320,0.940,bicubic,+5.338,+1.456,+19
deit_base_patch16_384,87.852,12.149,97.510,2.490,86.86,384,1.000,bicubic,+4.745,+1.134,-4
deit_base_patch16_384,87.852,12.149,97.510,2.490,86.86,384,1.000,bicubic,+4.746,+1.134,-4
xcit_small_12_p8_224,87.832,12.168,97.564,2.436,26.21,224,1.000,bicubic,+4.486,+1.088,-12
resnetv2_50x1_bit_distilled,87.802,12.198,97.901,2.099,25.55,224,0.875,bicubic,+4.980,+1.377,+2
tresnet_xl_448,87.792,12.208,97.466,2.534,78.44,448,0.875,bilinear,+4.736,+1.282,-5
@ -145,7 +145,7 @@ jx_nest_small,87.495,12.505,97.521,2.479,38.35,224,0.875,bicubic,+4.377,+1.189,-
resnetv2_152x2_bit_teacher,87.491,12.509,97.807,2.193,236.34,224,0.875,bicubic,+4.589,+1.239,-19
efficientnet_b3,87.452,12.548,97.679,2.321,12.23,320,1.000,bicubic,+5.194,+1.563,+14
resnet61q,87.433,12.567,97.605,2.396,36.85,288,1.000,bicubic,+4.911,+1.471,-5
cait_xxs24_384,87.399,12.601,97.613,2.387,12.03,384,1.000,bicubic,+6.445,+1.975,+67
cait_xxs24_384,87.399,12.601,97.613,2.387,12.03,384,1.000,bicubic,+6.523,+2.321,+70
resnet51q,87.388,12.612,97.581,2.419,35.70,288,1.000,bilinear,+5.020,+1.405,+1
xcit_tiny_24_p8_224,87.375,12.625,97.634,2.366,12.11,224,1.000,bicubic,+5.481,+1.650,+22
tresnet_l_448,87.373,12.627,97.489,2.511,55.99,448,0.875,bilinear,+5.111,+1.509,+8
@ -156,364 +156,367 @@ crossvit_18_240,87.307,12.693,97.485,2.515,43.27,240,0.875,bicubic,+4.913,+1.423
resnetv2_101,87.296,12.704,97.329,2.671,44.54,224,0.950,bicubic,+5.264,+1.465,+11
ecaresnet101d,87.281,12.719,97.560,2.440,44.57,224,0.875,bicubic,+5.109,+1.506,+6
pit_s_distilled_224,87.264,12.736,97.504,2.496,24.04,224,0.900,bicubic,+5.270,+1.704,+10
resnest101e,87.262,12.738,97.558,2.442,48.28,256,0.875,bilinear,+4.386,+1.245,-31
resnest101e,87.262,12.738,97.558,2.442,48.28,256,0.875,bilinear,+4.386,+1.246,-31
resnetrs101,87.243,12.757,97.455,2.545,63.62,288,0.940,bicubic,+4.949,+1.453,-3
mixer_b16_224_miil,87.230,12.770,97.417,2.583,59.88,224,0.875,bilinear,+4.928,+1.703,-5
tresnet_xl,87.230,12.770,97.400,2.600,78.44,224,0.875,bilinear,+5.172,+1.468,+4
xcit_tiny_12_p8_224_dist,87.224,12.776,97.442,2.558,6.71,224,1.000,bicubic,+6.010,+1.836,+38
xcit_tiny_12_p8_224_dist,87.224,12.776,97.442,2.558,6.71,224,1.000,bicubic,+6.078,+1.464,+40
convit_base,87.205,12.795,97.295,2.705,86.54,224,0.875,bicubic,+4.913,+1.361,-6
tf_efficientnet_b3_ap,87.198,12.802,97.382,2.618,12.23,300,0.904,bicubic,+5.376,+1.762,+10
xcit_tiny_12_p16_384_dist,87.198,12.802,97.468,2.532,6.72,384,1.000,bicubic,+6.254,+2.054,+50
visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.089,+1.443,-2
xcit_tiny_12_p16_384_dist,87.198,12.802,97.468,2.532,6.72,384,1.000,bicubic,+6.328,+2.162,+53
visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.089,+1.442,-2
crossvit_15_dagger_240,87.153,12.847,97.440,2.560,28.21,240,0.875,bicubic,+4.843,+1.478,-14
xcit_small_24_p16_224,87.136,12.864,97.256,2.744,47.67,224,1.000,bicubic,+4.558,+1.256,-30
convit_small,87.044,12.956,97.348,2.652,27.78,224,0.875,bicubic,+5.632,+1.602,+19
crossvit_15_240,87.038,12.962,97.423,2.577,27.53,240,0.875,bicubic,+5.512,+1.729,+11
jx_nest_tiny,87.014,12.986,97.380,2.620,17.06,224,0.875,bicubic,+5.581,+1.760,+16
convit_small,87.044,12.956,97.348,2.652,27.78,224,0.875,bicubic,+5.660,+1.610,+22
crossvit_15_240,87.038,12.962,97.423,2.577,27.53,240,0.875,bicubic,+5.524,+1.679,+12
jx_nest_tiny,87.014,12.986,97.380,2.620,17.06,224,0.875,bicubic,+5.629,+1.844,+18
tf_efficientnetv2_b3,87.014,12.986,97.303,2.697,14.36,300,0.904,bicubic,+5.061,+1.519,-2
regnetz_b,87.012,12.988,97.429,2.571,9.72,288,0.940,bicubic,+6.294,+1.955,+53
regnetz_b,87.012,12.988,97.429,2.571,9.72,288,0.940,bicubic,+6.402,+2.113,+56
xcit_small_12_p16_224,87.000,13.000,97.248,2.752,26.25,224,1.000,bicubic,+5.024,+1.430,-5
deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.791,+1.938,+26
resmlp_36_distilled_224,86.987,13.013,97.273,2.727,44.69,224,0.875,bicubic,+5.833,+1.777,+26
deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.873,+1.756,+28
resmlp_36_distilled_224,86.987,13.013,97.273,2.727,44.69,224,0.875,bicubic,+5.887,+1.939,+29
xcit_large_24_p16_224,86.961,13.039,96.923,3.077,189.10,224,1.000,bicubic,+4.063,+1.041,-51
xcit_medium_24_p16_224,86.940,13.060,97.096,2.904,84.40,224,1.000,bicubic,+4.314,+1.120,-43
tnt_s_patch16_224,86.901,13.099,97.361,2.639,23.76,224,0.900,bicubic,+5.387,+1.617,+3
convmixer_1536_20,86.861,13.139,97.346,2.654,51.63,224,0.960,bicubic,+5.485,+1.736,+12
tnt_s_patch16_224,86.901,13.099,97.361,2.639,23.76,224,0.900,bicubic,+5.399,+1.881,+5
convmixer_1536_20,86.861,13.139,97.346,2.654,51.63,224,0.960,bicubic,+5.555,+1.810,+15
rexnet_200,86.854,13.146,97.282,2.718,16.37,224,0.875,bicubic,+5.228,+1.610,-3
vit_small_patch16_224,86.852,13.148,97.598,2.402,22.05,224,0.900,bicubic,+5.466,+1.468,+8
vit_small_patch16_224,86.852,13.148,97.598,2.402,22.05,224,0.900,bicubic,+5.506,+2.062,+11
ssl_resnext101_32x16d,86.850,13.150,97.519,2.481,194.03,224,0.875,bilinear,+5.006,+1.429,-11
tf_efficientnet_b3,86.842,13.158,97.293,2.707,12.23,300,0.904,bicubic,+5.196,+1.573,-7
vit_small_r26_s32_224,86.840,13.161,97.532,2.468,36.43,224,0.900,bicubic,+5.001,+1.506,-12
vit_small_r26_s32_224,86.840,13.161,97.532,2.468,36.43,224,0.900,bicubic,+5.002,+1.506,-12
deit_base_patch16_224,86.827,13.173,97.056,2.944,86.57,224,0.900,bicubic,+4.843,+1.314,-18
tresnet_m_448,86.814,13.186,97.210,2.791,31.39,448,0.875,bilinear,+5.100,+1.640,-12
coat_mini,86.810,13.190,97.167,2.833,10.34,224,0.900,bicubic,+5.528,+1.773,+9
swsl_resnet50,86.801,13.199,97.491,2.509,25.56,224,0.875,bilinear,+5.655,+1.513,+14
tf_efficientnet_lite4,86.799,13.201,97.256,2.744,13.01,380,0.920,bilinear,+5.259,+1.596,-10
coat_mini,86.810,13.190,97.167,2.833,10.34,224,0.900,bicubic,+5.596,+1.561,+11
swsl_resnet50,86.801,13.199,97.491,2.509,25.56,224,0.875,bilinear,+5.759,+2.291,+17
tf_efficientnet_lite4,86.799,13.201,97.256,2.744,13.01,380,0.920,bilinear,+5.273,+1.562,-9
ssl_resnext101_32x8d,86.797,13.203,97.470,2.530,88.79,224,0.875,bilinear,+5.197,+1.424,-12
tresnet_l,86.754,13.246,97.271,2.729,55.99,224,0.875,bilinear,+5.270,+1.651,-7
tresnet_l,86.754,13.246,97.271,2.729,55.99,224,0.875,bilinear,+5.320,+1.651,-5
twins_svt_small,86.754,13.246,97.175,2.825,24.06,224,0.900,bicubic,+5.072,+1.497,-17
crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.529,+1.294,-34
levit_256,86.733,13.267,97.261,2.739,18.89,224,0.900,bicubic,+5.231,+1.781,-11
crossvit_small_240,86.705,13.295,97.284,2.716,26.86,240,0.875,bicubic,+5.675,+1.818,+13
seresnext50_32x4d,86.705,13.295,97.207,2.793,27.56,224,0.875,bicubic,+5.437,+1.581,+1
levit_256,86.733,13.267,97.261,2.739,18.89,224,0.900,bicubic,+5.283,+1.743,-9
crossvit_small_240,86.705,13.295,97.284,2.716,26.86,240,0.875,bicubic,+5.743,+1.906,+16
seresnext50_32x4d,86.705,13.295,97.207,2.793,27.56,224,0.875,bicubic,+5.503,+1.829,+3
pit_b_224,86.690,13.310,96.894,3.107,73.76,224,0.900,bicubic,+4.246,+1.181,-53
tf_efficientnet_b1_ns,86.681,13.319,97.380,2.620,7.79,240,0.882,bicubic,+5.297,+1.642,-8
swin_tiny_patch4_window7_224,86.671,13.329,97.199,2.801,28.29,224,0.900,bicubic,+5.285,+1.663,-11
gernet_l,86.652,13.348,97.195,2.805,31.08,256,0.875,bilinear,+5.306,+1.659,-7
wide_resnet50_2,86.647,13.353,97.205,2.795,68.88,224,0.875,bicubic,+5.197,+1.687,-16
efficientnet_el,86.622,13.378,97.182,2.818,10.59,300,0.904,bicubic,+5.316,+1.646,-7
twins_pcpvt_small,86.609,13.391,97.342,2.658,24.11,224,0.900,bicubic,+5.505,+1.700,+1
resmlp_24_distilled_224,86.607,13.393,97.137,2.863,30.02,224,0.875,bicubic,+5.847,+1.917,+18
nf_resnet50,86.598,13.402,97.295,2.705,25.56,288,0.940,bicubic,+5.942,+1.959,+21
efficientnet_b3_pruned,86.585,13.415,97.186,2.814,9.86,300,0.904,bicubic,+5.727,+1.946,+13
sehalonet33ts,86.585,13.415,97.004,2.995,13.69,256,0.940,bicubic,+5.603,+1.732,+4
resnest50d_4s2x40d,86.581,13.419,97.271,2.729,30.42,224,0.875,bicubic,+5.461,+1.711,-5
repvgg_b3,86.570,13.430,97.143,2.857,123.09,224,0.875,bilinear,+6.054,+1.879,+23
xcit_tiny_24_p16_224_dist,86.543,13.457,97.214,2.786,12.12,224,1.000,bicubic,+6.081,+2.006,+26
ecaresnet50d,86.479,13.521,97.186,2.814,25.58,224,0.875,bicubic,+5.859,+1.878,+17
ssl_resnext101_32x4d,86.474,13.526,97.468,2.532,44.18,224,0.875,bilinear,+5.552,+1.738,+4
gcresnet50t,86.459,13.541,97.141,2.859,25.90,256,0.900,bicubic,+5.521,+1.701,+2
gluon_resnet152_v1s,86.453,13.547,97.122,2.878,60.32,224,0.875,bicubic,+5.433,+1.700,-5
haloregnetz_b,86.449,13.551,96.938,3.062,11.68,224,0.940,bicubic,+5.407,+1.738,-9
resnest50d_1s4x24d,86.440,13.560,97.152,2.848,25.68,224,0.875,bicubic,+5.440,+1.826,-6
resnetv2_50x1_bitm,86.440,13.560,97.605,2.396,25.55,448,1.000,bilinear,+6.096,+1.918,+27
repvgg_b3g4,86.359,13.641,97.052,2.949,83.83,224,0.875,bilinear,+6.141,+1.948,+38
legacy_senet154,86.334,13.666,96.925,3.075,115.09,224,0.875,bilinear,+5.007,+1.419,-25
gernet_m,86.325,13.675,97.092,2.908,21.14,224,0.875,bilinear,+5.599,+1.914,+4
cait_xxs36_224,86.321,13.679,97.113,2.887,17.30,224,1.000,bicubic,+6.559,+2.245,+62
pit_s_224,86.319,13.681,97.045,2.955,23.46,224,0.900,bicubic,+5.219,+1.711,-17
efficientnet_b2,86.310,13.690,96.990,3.010,9.11,288,1.000,bicubic,+5.700,+1.674,+6
vit_small_patch32_384,86.304,13.696,97.417,2.583,22.92,384,1.000,bicubic,+5.818,+1.819,+9
gluon_senet154,86.274,13.726,96.936,3.064,115.09,224,0.875,bicubic,+5.050,+1.584,-27
resnest50d,86.231,13.769,97.064,2.936,27.48,224,0.875,bilinear,+5.269,+1.686,-14
convmixer_768_32,86.220,13.780,97.030,2.970,21.11,224,0.960,bicubic,+6.060,+1.956,+32
efficientnet_el_pruned,86.188,13.812,97.022,2.978,10.59,300,0.904,bicubic,+5.900,+1.800,+21
ecaresnet101d_pruned,86.182,13.818,97.342,2.658,24.88,224,0.875,bicubic,+5.370,+1.702,-9
halonet50ts,86.175,13.825,96.785,3.215,22.73,256,0.940,bicubic,+4.826,+1.501,-38
rexnet_150,86.165,13.835,97.071,2.929,9.73,224,0.875,bicubic,+5.855,+1.911,+15
cspdarknet53,86.152,13.848,97.013,2.987,27.64,256,0.887,bilinear,+6.102,+1.921,+34
inception_v4,86.152,13.848,96.921,3.079,42.68,299,0.875,bicubic,+6.008,+1.949,+27
inception_resnet_v2,86.120,13.880,97.041,2.959,55.84,299,0.897,bicubic,+5.672,+1.733,+4
xcit_tiny_12_p8_224,86.118,13.882,97.084,2.917,6.71,224,1.000,bicubic,+6.408,+2.026,+50
ssl_resnext50_32x4d,86.075,13.925,97.212,2.788,25.03,224,0.875,bilinear,+5.773,+1.794,+12
tf_efficientnet_el,86.071,13.929,96.966,3.034,10.59,300,0.904,bicubic,+5.823,+1.842,+16
ecaresnetlight,86.045,13.955,97.069,2.931,30.16,224,0.875,bicubic,+5.591,+1.817,-1
gluon_resnet101_v1s,86.037,13.963,97.026,2.974,44.67,224,0.875,bicubic,+5.755,+1.864,+11
resnetv2_50,86.020,13.980,96.911,3.089,25.55,224,0.950,bicubic,+5.614,+1.831,-1
gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.415,+1.786,-11
gluon_seresnext101_32x4d,86.007,13.993,96.979,3.021,48.96,224,0.875,bicubic,+5.131,+1.687,-25
seresnet33ts,86.005,13.995,97.009,2.991,19.78,256,0.900,bicubic,+5.633,+1.895,0
resnet50d,85.994,14.006,96.985,3.015,25.58,224,0.875,bicubic,+5.456,+1.825,-13
tf_efficientnet_b2_ap,85.977,14.023,96.808,3.192,9.11,260,0.890,bicubic,+5.671,+1.776,+2
ecaresnet26t,85.964,14.036,97.032,2.968,16.01,320,0.950,bicubic,+6.130,+1.948,+32
vit_base_patch32_224,85.960,14.040,97.128,2.872,88.22,224,0.900,bicubic,+5.228,+1.562,-24
gluon_seresnext101_64x4d,85.951,14.049,96.987,3.013,88.23,224,0.875,bicubic,+5.081,+1.681,-30
gluon_resnet152_v1d,85.906,14.094,96.808,3.192,60.21,224,0.875,bicubic,+5.430,+1.606,-15
vit_large_patch32_384,85.902,14.098,97.370,2.630,306.63,384,1.000,bicubic,+4.396,+1.284,-68
tf_efficientnetv2_b2,85.900,14.100,96.883,3.117,10.10,260,0.890,bicubic,+5.686,+1.839,+6
tf_efficientnet_b2,85.881,14.119,96.855,3.145,9.11,260,0.890,bicubic,+5.813,+1.951,+12
vit_base_patch16_sam_224,85.879,14.121,96.706,3.294,86.57,224,0.900,bicubic,+5.637,+1.944,+1
repvgg_b2g4,85.857,14.143,96.821,3.179,61.76,224,0.875,bilinear,+6.477,+2.127,+48
seresnet50,85.830,14.170,97.002,2.998,28.09,224,0.875,bicubic,+5.582,+1.932,-3
gluon_resnet101_v1d,85.827,14.173,96.661,3.339,44.57,224,0.875,bicubic,+5.423,+1.637,-16
gcresnet33ts,85.804,14.196,96.896,3.104,19.88,256,0.900,bicubic,+5.718,+1.904,+6
mixnet_xl,85.785,14.215,96.721,3.280,11.90,224,0.875,bicubic,+5.317,+1.788,-23
ens_adv_inception_resnet_v2,85.781,14.220,96.757,3.243,55.84,299,0.897,bicubic,+5.802,+1.821,+9
cspresnext50,85.763,14.237,96.838,3.162,20.57,224,0.875,bilinear,+5.711,+1.888,+5
tf_efficientnet_lite3,85.759,14.241,96.894,3.107,8.20,300,0.904,bilinear,+5.939,+1.984,+19
gluon_resnext101_32x4d,85.744,14.256,96.616,3.384,44.18,224,0.875,bicubic,+5.406,+1.708,-17
ese_vovnet39b,85.742,14.258,96.902,3.098,24.57,224,0.875,bicubic,+6.438,+2.178,+44
legacy_seresnext101_32x4d,85.738,14.262,96.763,3.237,48.96,224,0.875,bilinear,+5.516,+1.751,-9
eca_resnet33ts,85.736,14.264,96.900,3.100,19.68,256,0.900,bicubic,+5.640,+1.926,-3
xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.284,+2.050,+33
cspresnet50,85.725,14.275,96.802,3.198,21.62,256,0.887,bilinear,+6.149,+2.100,+26
regnety_320,85.723,14.277,96.727,3.273,145.05,224,0.875,bicubic,+4.929,+1.481,-47
gluon_resnext101_64x4d,85.704,14.296,96.646,3.354,83.46,224,0.875,bicubic,+5.078,+1.644,-42
resnet50,85.704,14.296,96.490,3.510,25.56,224,0.950,bicubic,+5.322,+1.896,-28
resmlp_big_24_224,85.697,14.303,96.417,3.583,129.14,224,0.875,bicubic,+4.665,+1.395,-64
xception71,85.693,14.307,96.772,3.228,42.34,299,0.903,bicubic,+5.809,+1.840,0
efficientnet_em,85.691,14.309,96.941,3.059,6.90,240,0.882,bicubic,+6.431,+2.148,+40
deit_small_patch16_224,85.663,14.337,96.906,3.094,22.05,224,0.900,bicubic,+5.797,+1.850,+1
dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.478,+1.821,-17
pit_xs_distilled_224,85.644,14.356,96.665,3.335,11.00,224,0.900,bicubic,+6.350,+2.291,+35
efficientnet_b2_pruned,85.637,14.363,96.746,3.254,8.31,260,0.890,bicubic,+5.731,+1.892,-6
resmlp_36_224,85.623,14.377,96.795,3.205,44.69,224,0.875,bicubic,+5.846,+1.909,+4
levit_192,85.586,14.414,96.744,3.256,10.95,224,0.900,bicubic,+5.726,+1.942,-3
gluon_resnet152_v1c,85.576,14.425,96.652,3.348,60.21,224,0.875,bicubic,+5.664,+1.800,-10
ecaresnet50d_pruned,85.573,14.427,96.934,3.066,19.94,224,0.875,bicubic,+5.867,+2.060,+5
resnext50d_32x4d,85.561,14.439,96.746,3.254,25.05,224,0.875,bicubic,+5.897,+1.880,+7
tf_efficientnetv2_b1,85.556,14.444,96.721,3.280,8.14,240,0.882,bicubic,+6.082,+2.001,+14
regnety_120,85.541,14.459,96.774,3.226,51.82,224,0.875,bicubic,+5.155,+1.652,-43
regnetx_320,85.516,14.484,96.667,3.333,107.81,224,0.875,bicubic,+5.268,+1.641,-34
nf_regnet_b1,85.496,14.504,96.791,3.209,10.22,288,0.900,bicubic,+6.200,+2.049,+24
dpn92,85.484,14.516,96.635,3.365,37.67,224,0.875,bicubic,+5.490,+1.799,-20
rexnet_130,85.465,14.536,96.686,3.314,7.56,224,0.875,bicubic,+5.968,+2.012,+8
gluon_resnet152_v1b,85.458,14.542,96.560,3.440,60.19,224,0.875,bicubic,+5.778,+1.824,-1
resnetrs50,85.433,14.568,96.731,3.269,35.69,224,0.910,bicubic,+5.562,+1.761,-16
dpn131,85.411,14.589,96.637,3.363,79.25,224,0.875,bicubic,+5.577,+1.925,-14
dla102x2,85.383,14.617,96.635,3.365,41.28,224,0.875,bilinear,+5.943,+1.991,+8
regnetx_160,85.364,14.636,96.633,3.367,54.28,224,0.875,bicubic,+5.530,+1.809,-14
gmlp_s16_224,85.349,14.651,96.641,3.358,19.42,224,0.875,bicubic,+5.707,+2.019,-3
gluon_seresnext50_32x4d,85.343,14.657,96.671,3.329,27.56,224,0.875,bicubic,+5.419,+1.843,-26
skresnext50_32x4d,85.315,14.685,96.394,3.606,27.48,224,0.875,bicubic,+5.173,+1.750,-35
gluon_resnet101_v1c,85.311,14.689,96.415,3.585,44.57,224,0.875,bicubic,+5.777,+1.827,-2
dpn98,85.309,14.691,96.466,3.534,61.57,224,0.875,bicubic,+5.655,+1.862,-8
xception65,85.304,14.696,96.633,3.367,39.92,299,0.903,bicubic,+5.758,+1.973,-5
lambda_resnet26t,85.300,14.700,96.723,3.277,10.96,256,0.940,bicubic,+6.192,+2.135,+21
regnety_064,85.287,14.713,96.633,3.367,30.58,224,0.875,bicubic,+5.557,+1.871,-17
dpn68b,85.285,14.715,96.473,3.527,12.61,224,0.875,bicubic,+6.069,+2.051,+15
resnetblur50,85.277,14.723,96.516,3.484,25.56,224,0.875,bicubic,+5.977,+1.986,+5
resmlp_24_224,85.275,14.726,96.499,3.502,30.02,224,0.875,bicubic,+5.888,+1.953,-3
coat_lite_mini,85.249,14.751,96.684,3.316,11.01,224,0.900,bicubic,+6.149,+2.082,+17
resnet33ts,85.242,14.758,96.620,3.380,19.68,256,0.900,bicubic,+6.028,+2.048,+12
resnext50_32x4d,85.232,14.768,96.526,3.474,25.03,224,0.875,bicubic,+5.432,+1.912,-27
regnety_080,85.232,14.768,96.635,3.365,39.18,224,0.875,bicubic,+5.360,+1.803,-34
cait_xxs24_224,85.221,14.779,96.718,3.282,11.96,224,1.000,bicubic,+6.845,+2.402,+50
halonet26t,85.213,14.787,96.466,3.534,12.48,256,0.950,bicubic,+6.079,+2.150,+10
xcit_tiny_12_p16_224_dist,85.206,14.794,96.605,3.395,6.72,224,1.000,bicubic,+6.626,+2.401,+33
resnext101_32x8d,85.187,14.813,96.449,3.551,88.79,224,0.875,bilinear,+5.875,+1.927,-6
gluon_inception_v3,85.183,14.817,96.531,3.470,23.83,299,0.875,bicubic,+6.385,+2.151,+24
resnet32ts,85.174,14.826,96.624,3.376,17.96,256,0.900,bicubic,+6.154,+2.262,+13
hrnet_w48,85.155,14.845,96.490,3.510,77.47,224,0.875,bilinear,+5.833,+1.976,-10
regnetx_120,85.138,14.862,96.473,3.527,46.11,224,0.875,bicubic,+5.532,+1.743,-24
gluon_resnet101_v1b,85.129,14.871,96.370,3.630,44.55,224,0.875,bicubic,+5.829,+1.734,-8
tf_efficientnet_b1_ap,85.129,14.871,96.407,3.593,7.79,240,0.882,bicubic,+5.855,+2.105,-6
xception,85.129,14.871,96.477,3.523,22.86,299,0.897,bicubic,+6.081,+2.081,+7
gluon_xception65,85.123,14.877,96.599,3.401,39.92,299,0.903,bicubic,+5.421,+1.731,-33
hrnet_w64,85.117,14.883,96.746,3.254,128.06,224,0.875,bilinear,+5.660,+2.092,-23
ssl_resnet50,85.104,14.896,96.862,3.139,25.56,224,0.875,bilinear,+5.868,+2.029,-8
res2net101_26w_4s,85.089,14.911,96.385,3.615,45.21,224,0.875,bilinear,+5.897,+1.947,-4
lambda_resnet26rpt_256,85.084,14.916,96.558,3.442,10.99,256,0.940,bicubic,+6.116,+2.130,+6
tf_efficientnet_cc_b1_8e,85.072,14.928,96.424,3.576,39.72,240,0.882,bicubic,+5.746,+2.056,-21
xcit_nano_12_p8_384_dist,85.029,14.971,96.629,3.371,3.05,384,1.000,bicubic,+7.211,+2.595,+62
gluon_resnext50_32x4d,85.010,14.990,96.426,3.574,25.03,224,0.875,bicubic,+5.646,+2.002,-24
tf_efficientnet_b0_ns,85.003,14.997,96.496,3.504,5.29,224,0.875,bicubic,+6.345,+2.126,+15
resnest26d,84.997,15.003,96.629,3.371,17.07,224,0.875,bilinear,+6.519,+2.333,+20
coat_tiny,84.969,15.031,96.409,3.591,5.50,224,0.900,bicubic,+6.535,+2.375,+25
regnety_040,84.948,15.052,96.601,3.399,20.65,224,0.875,bicubic,+5.720,+1.955,-16
eca_halonext26ts,84.918,15.082,96.445,3.555,10.76,256,0.940,bicubic,+6.078,+2.189,+2
dla169,84.914,15.086,96.522,3.478,53.39,224,0.875,bilinear,+6.216,+2.190,+7
legacy_seresnext50_32x4d,84.909,15.091,96.437,3.563,27.56,224,0.875,bilinear,+5.831,+2.005,-11
tf_efficientnet_b1,84.907,15.093,96.362,3.638,7.79,240,0.882,bicubic,+6.071,+2.168,0
hrnet_w44,84.886,15.114,96.432,3.568,67.06,224,0.875,bilinear,+5.996,+2.050,-4
regnetx_080,84.875,15.125,96.428,3.572,39.57,224,0.875,bicubic,+5.655,+1.882,-21
gluon_resnet50_v1s,84.852,15.148,96.447,3.553,25.68,224,0.875,bicubic,+6.156,+2.199,+3
res2net50_26w_8s,84.843,15.157,96.338,3.662,48.40,224,0.875,bilinear,+5.863,+2.054,-10
dla60_res2next,84.828,15.172,96.413,3.587,17.03,224,0.875,bilinear,+6.386,+2.255,+13
mixnet_l,84.826,15.174,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.148,-13
levit_128,84.822,15.178,96.351,3.649,9.21,224,0.900,bicubic,+6.356,+2.341,+8
dla60_res2net,84.820,15.180,96.481,3.519,20.85,224,0.875,bilinear,+6.358,+2.273,+8
vit_tiny_patch16_384,84.820,15.180,96.714,3.286,5.79,384,1.000,bicubic,+6.374,+2.170,+8
tv_resnet152,84.818,15.182,96.219,3.781,60.19,224,0.875,bilinear,+6.496,+2.175,+16
dla102x,84.813,15.187,96.548,3.452,26.31,224,0.875,bilinear,+6.301,+2.322,+1
gluon_resnet50_v1d,84.811,15.189,96.394,3.606,25.58,224,0.875,bicubic,+5.747,+1.934,-23
xception41,84.809,15.191,96.413,3.587,26.97,299,0.903,bicubic,+6.277,+2.129,-2
pit_xs_224,84.783,15.217,96.505,3.495,10.62,224,0.900,bicubic,+6.599,+2.341,+18
regnetx_064,84.783,15.217,96.492,3.508,26.21,224,0.875,bicubic,+5.723,+2.026,-25
hrnet_w40,84.745,15.255,96.556,3.444,57.56,224,0.875,bilinear,+5.819,+2.078,-20
repvgg_b2,84.726,15.274,96.484,3.517,89.02,224,0.875,bilinear,+5.932,+2.058,-14
res2net50_26w_6s,84.724,15.276,96.274,3.726,37.05,224,0.875,bilinear,+6.158,+2.156,-8
resmlp_12_distilled_224,84.707,15.293,96.225,3.775,15.35,224,0.875,bicubic,+6.763,+2.663,+25
legacy_seresnet152,84.696,15.304,96.417,3.583,66.82,224,0.875,bilinear,+6.034,+2.041,-13
selecsls60b,84.655,15.345,96.298,3.702,32.77,224,0.875,bicubic,+6.247,+2.122,0
hrnet_w32,84.653,15.347,96.413,3.587,41.23,224,0.875,bilinear,+6.211,+2.217,-3
bat_resnext26ts,84.640,15.360,96.285,3.715,10.73,256,0.900,bicubic,+6.378,+2.185,+4
tf_efficientnetv2_b0,84.625,15.375,96.272,3.728,7.14,224,0.875,bicubic,+6.255,+2.246,+1
efficientnet_b1,84.615,15.385,96.336,3.664,7.79,256,1.000,bicubic,+5.811,+1.990,-24
regnetx_040,84.600,15.400,96.385,3.615,22.12,224,0.875,bicubic,+6.116,+2.131,-13
efficientnet_es,84.591,15.409,96.315,3.685,5.44,224,0.875,bicubic,+6.509,+2.371,+10
hrnet_w30,84.591,15.409,96.392,3.608,37.71,224,0.875,bilinear,+6.389,+2.164,+3
tf_mixnet_l,84.559,15.441,96.247,3.753,7.33,224,0.875,bicubic,+5.781,+2.247,-25
wide_resnet101_2,84.555,15.445,96.351,3.649,126.89,224,0.875,bilinear,+5.701,+2.067,-32
dla60x,84.529,15.471,96.291,3.709,17.35,224,0.875,bilinear,+6.283,+2.267,-2
legacy_seresnet101,84.502,15.498,96.338,3.662,49.33,224,0.875,bilinear,+6.118,+2.074,-10
resnet26t,84.465,15.535,96.210,3.790,16.01,256,0.940,bicubic,+6.593,+2.376,+14
tf_efficientnet_em,84.463,15.537,96.178,3.822,6.90,240,0.882,bicubic,+6.321,+2.120,0
coat_lite_tiny,84.457,15.543,96.370,3.630,5.72,224,0.900,bicubic,+6.943,+2.454,+28
efficientnet_b1_pruned,84.399,15.601,96.138,3.862,6.33,240,0.882,bicubic,+6.149,+2.302,-8
repvgg_b1,84.399,15.601,96.202,3.798,57.42,224,0.875,bilinear,+6.021,+2.098,-14
res2net50_26w_4s,84.371,15.629,96.080,3.920,25.70,224,0.875,bilinear,+6.385,+2.232,+3
hardcorenas_f,84.322,15.678,96.027,3.973,8.20,224,0.875,bilinear,+6.218,+2.233,-3
res2net50_14w_8s,84.307,15.693,96.074,3.926,25.06,224,0.875,bilinear,+6.173,+2.218,-5
selecsls60,84.282,15.718,96.091,3.909,30.67,224,0.875,bicubic,+6.298,+2.259,+1
regnetx_032,84.230,15.770,96.255,3.745,15.30,224,0.875,bicubic,+6.080,+2.169,-9
res2next50,84.230,15.770,96.003,3.997,24.67,224,0.875,bilinear,+5.988,+2.099,-13
gluon_resnet50_v1c,84.209,15.791,96.165,3.835,25.58,224,0.875,bicubic,+6.203,+2.177,-4
dla102,84.192,15.808,96.223,3.777,33.27,224,0.875,bilinear,+6.164,+2.265,-6
gcresnext26ts,84.181,15.819,96.084,3.916,10.48,256,0.900,bicubic,+6.361,+2.258,+6
rexnet_100,84.173,15.827,96.253,3.747,4.80,224,0.875,bicubic,+6.313,+2.377,+2
tf_inception_v3,84.128,15.872,95.918,4.082,23.83,299,0.875,bicubic,+6.268,+2.272,+2
seresnext26ts,84.124,15.876,96.069,3.931,10.39,256,0.900,bicubic,+6.276,+2.281,+2
res2net50_48w_2s,84.121,15.879,95.965,4.035,25.29,224,0.875,bilinear,+6.588,+2.407,+12
resnet34d,84.104,15.896,95.975,4.025,21.82,224,0.875,bicubic,+6.990,+2.593,+25
tf_efficientnet_lite2,84.092,15.908,96.063,3.937,6.09,260,0.890,bicubic,+6.610,+2.315,+12
xcit_tiny_12_p16_224,84.083,15.917,96.230,3.771,6.72,224,1.000,bicubic,+6.963,+2.512,+22
efficientnet_b0,84.034,15.966,95.956,4.044,5.29,224,0.875,bicubic,+6.330,+2.434,+1
crossvit_9_dagger_240,84.030,15.970,96.080,3.920,8.78,240,0.875,bicubic,+7.040,+2.474,+26
hardcorenas_e,83.972,16.028,95.901,4.099,8.07,224,0.875,bilinear,+6.172,+2.205,-2
gmixer_24_224,83.970,16.030,95.852,4.148,24.72,224,0.875,bicubic,+5.918,+2.184,-19
tf_efficientnet_cc_b0_8e,83.970,16.030,96.072,3.929,24.01,224,0.875,bicubic,+6.062,+2.415,-12
regnety_016,83.955,16.045,95.997,4.003,11.20,224,0.875,bicubic,+6.091,+2.273,-11
tv_resnext50_32x4d,83.955,16.045,95.948,4.052,25.03,224,0.875,bilinear,+6.345,+2.264,-3
gluon_resnet50_v1b,83.942,16.058,96.018,3.982,25.56,224,0.875,bicubic,+6.366,+2.296,0
densenet161,83.900,16.101,96.014,3.986,28.68,224,0.875,bicubic,+6.547,+2.378,+7
mobilenetv2_120d,83.887,16.113,95.905,4.095,5.83,224,0.875,bicubic,+6.601,+2.393,+9
seresnext26t_32x4d,83.887,16.113,95.943,4.057,16.81,224,0.875,bicubic,+5.909,+2.201,-21
adv_inception_v3,83.876,16.124,95.939,4.061,23.83,299,0.875,bicubic,+6.298,+2.199,-5
tv_resnet101,83.855,16.145,95.888,4.112,44.55,224,0.875,bilinear,+6.487,+2.328,+2
inception_v3,83.771,16.229,95.898,4.101,23.83,299,0.875,bicubic,+6.307,+2.422,-2
hardcorenas_d,83.763,16.237,95.734,4.266,7.50,224,0.875,bilinear,+6.339,+2.248,-1
dla60,83.735,16.265,95.933,4.067,22.04,224,0.875,bilinear,+6.701,+2.609,+11
xcit_nano_12_p8_224_dist,83.733,16.267,95.948,4.052,3.05,224,1.000,bicubic,+7.403,+2.862,+31
seresnext26d_32x4d,83.724,16.276,95.847,4.153,16.81,224,0.875,bicubic,+6.138,+2.243,-12
repvgg_b1g4,83.695,16.305,96.029,3.971,39.97,224,0.875,bilinear,+6.101,+2.187,-14
eca_resnext26ts,83.692,16.308,95.939,4.061,10.30,256,0.900,bicubic,+6.242,+2.361,-7
convmixer_1024_20_ks9_p14,83.688,16.312,95.886,4.114,24.38,224,0.960,bicubic,+6.744,+2.528,+10
legacy_seresnet50,83.671,16.329,95.982,4.018,28.09,224,0.875,bilinear,+6.033,+2.236,-19
tf_efficientnet_b0_ap,83.660,16.340,95.783,4.217,5.29,224,0.875,bicubic,+6.556,+2.519,+1
skresnet34,83.650,16.350,95.920,4.080,22.28,224,0.875,bicubic,+6.730,+2.600,+8
tf_efficientnet_cc_b0_4e,83.639,16.361,95.730,4.270,13.31,224,0.875,bicubic,+6.319,+2.408,-8
resmlp_12_224,83.573,16.427,95.760,4.240,15.35,224,0.875,bicubic,+6.919,+2.588,+14
mobilenetv3_large_100_miil,83.549,16.451,95.450,4.550,5.48,224,0.875,bilinear,+5.637,+2.546,-35
densenet201,83.547,16.453,95.807,4.193,20.01,224,0.875,bicubic,+6.257,+2.327,-10
gernet_s,83.522,16.478,95.792,4.208,8.17,224,0.875,bilinear,+6.616,+2.658,+4
legacy_seresnext26_32x4d,83.515,16.485,95.719,4.281,16.79,224,0.875,bicubic,+6.421,+2.409,-5
mixnet_m,83.513,16.487,95.691,4.309,5.01,224,0.875,bicubic,+6.239,+2.269,-11
tf_efficientnet_b0,83.513,16.487,95.717,4.283,5.29,224,0.875,bicubic,+6.667,+2.487,+2
hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.469,+4
densenetblur121d,83.475,16.525,95.817,4.183,8.00,224,0.875,bicubic,+6.885,+2.625,+8
selecsls42b,83.460,16.540,95.749,4.251,32.46,224,0.875,bicubic,+6.270,+2.359,-14
resnext26ts,83.457,16.543,95.726,4.274,10.30,256,0.900,bicubic,+6.686,+2.596,0
tf_efficientnet_lite1,83.355,16.645,95.638,4.362,5.42,240,0.882,bicubic,+6.691,+2.404,+2
hardcorenas_c,83.336,16.664,95.713,4.287,5.52,224,0.875,bilinear,+6.286,+2.541,-12
regnetx_016,83.186,16.814,95.740,4.260,9.19,224,0.875,bicubic,+6.240,+2.314,-9
mobilenetv2_140,83.176,16.824,95.685,4.315,6.11,224,0.875,bicubic,+6.660,+2.685,+6
tf_mixnet_m,83.174,16.826,95.469,4.531,5.01,224,0.875,bicubic,+6.216,+2.303,-12
xcit_nano_12_p16_384_dist,83.174,16.826,95.743,4.257,3.05,384,1.000,bicubic,+7.706,+3.067,+22
dpn68,83.171,16.829,95.589,4.411,12.61,224,0.875,bicubic,+6.877,+2.627,+7
tf_efficientnet_es,83.167,16.833,95.591,4.409,5.44,224,0.875,bicubic,+6.577,+2.379,-1
ese_vovnet19b_dw,83.114,16.886,95.790,4.210,6.54,224,0.875,bicubic,+6.290,+2.510,-10
levit_128s,83.065,16.935,95.533,4.467,7.78,224,0.900,bicubic,+6.527,+2.669,-2
resnet26d,83.043,16.957,95.602,4.398,16.01,224,0.875,bicubic,+6.353,+2.454,-9
repvgg_a2,82.999,17.002,95.600,4.400,28.21,224,0.875,bilinear,+6.519,+2.580,-1
tv_resnet50,82.954,17.046,95.472,4.529,25.56,224,0.875,bilinear,+6.802,+2.594,+2
hardcorenas_b,82.877,17.123,95.386,4.614,5.18,224,0.875,bilinear,+6.347,+2.634,-5
densenet121,82.815,17.185,95.585,4.415,7.98,224,0.875,bicubic,+7.247,+2.933,+9
vit_tiny_r_s16_p8_384,82.693,17.307,95.862,4.138,6.36,384,1.000,bicubic,+6.721,+2.590,+2
densenet169,82.661,17.339,95.593,4.407,14.15,224,0.875,bicubic,+6.763,+2.569,+3
mixnet_s,82.525,17.476,95.352,4.648,4.13,224,0.875,bicubic,+6.531,+2.560,-2
vit_small_patch32_224,82.510,17.490,95.674,4.326,22.88,224,0.900,bicubic,+6.516,+2.398,-2
regnety_008,82.478,17.523,95.480,4.520,6.26,224,0.875,bicubic,+6.158,+2.412,-7
efficientnet_lite0,82.388,17.612,95.286,4.714,4.65,224,0.875,bicubic,+6.884,+2.770,+6
resnest14d,82.362,17.638,95.324,4.676,10.61,224,0.875,bilinear,+6.856,+2.804,+4
hardcorenas_a,82.305,17.695,95.294,4.706,5.26,224,0.875,bilinear,+6.393,+2.780,-4
efficientnet_es_pruned,82.279,17.721,95.301,4.699,5.44,224,0.875,bicubic,+7.283,+2.861,+15
mobilenetv3_rw,82.268,17.732,95.241,4.759,5.48,224,0.875,bicubic,+6.650,+2.529,-2
semnasnet_100,82.253,17.747,95.239,4.761,3.89,224,0.875,bicubic,+6.801,+2.633,+4
mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.403,+2.656,-6
resnet34,82.125,17.875,95.136,4.864,21.80,224,0.875,bilinear,+7.013,+2.860,+7
mobilenetv2_110d,82.076,17.924,95.076,4.923,4.52,224,0.875,bicubic,+7.024,+2.889,+9
vit_tiny_patch16_224,82.044,17.956,95.493,4.507,5.72,224,0.900,bicubic,+6.590,+2.641,-1
tf_mixnet_s,82.040,17.960,95.130,4.870,4.13,224,0.875,bicubic,+6.356,+2.494,-9
repvgg_b0,82.006,17.994,95.102,4.898,15.82,224,0.875,bilinear,+6.854,+2.688,+1
deit_tiny_distilled_patch16_224,82.001,17.999,95.147,4.853,5.91,224,0.900,bicubic,+7.477,+3.251,+14
mixer_b16_224,81.997,18.003,94.447,5.553,59.88,224,0.875,bicubic,+5.375,+2.219,-29
pit_ti_distilled_224,81.972,18.029,95.156,4.845,5.10,224,0.900,bicubic,+7.442,+3.056,+11
hrnet_w18_small_v2,81.959,18.041,95.166,4.834,15.60,224,0.875,bilinear,+6.853,+2.754,0
tf_efficientnet_lite0,81.950,18.050,95.160,4.840,4.65,224,0.875,bicubic,+7.118,+2.984,+3
resnet26,81.942,18.058,95.245,4.755,16.00,224,0.875,bicubic,+6.650,+2.671,-7
tf_mobilenetv3_large_100,81.841,18.159,95.076,4.923,5.48,224,0.875,bilinear,+6.331,+2.469,-14
tv_densenet121,81.728,18.272,95.036,4.964,7.98,224,0.875,bicubic,+6.982,+2.882,+2
regnety_006,81.703,18.297,95.113,4.887,6.06,224,0.875,bicubic,+6.436,+2.579,-9
dla34,81.643,18.357,94.874,5.126,15.74,224,0.875,bilinear,+7.035,+2.816,+2
xcit_nano_12_p8_224,81.641,18.359,95.264,4.736,3.05,224,1.000,bicubic,+7.729,+3.098,+10
crossvit_9_240,81.630,18.370,94.983,5.017,8.55,240,0.875,bicubic,+7.648,+3.013,+8
fbnetc_100,81.555,18.445,94.948,5.052,5.57,224,0.875,bilinear,+6.435,+2.574,-11
legacy_seresnet34,81.532,18.468,94.899,5.101,21.96,224,0.875,bilinear,+6.740,+2.771,-5
regnetx_008,81.508,18.492,95.062,4.938,7.26,224,0.875,bicubic,+6.452,+2.714,-10
gluon_resnet34_v1b,81.489,18.511,94.808,5.192,21.80,224,0.875,bicubic,+6.897,+2.811,-3
mnasnet_100,81.472,18.528,94.893,5.107,4.38,224,0.875,bicubic,+6.798,+2.795,-6
vgg19_bn,81.451,18.549,94.778,5.222,143.68,224,0.875,bilinear,+7.217,+2.924,-2
convit_tiny,81.115,18.885,95.044,4.955,5.71,224,0.875,bicubic,+8.003,+3.325,+11
crossvit_tiny_240,81.100,18.900,94.991,5.009,7.01,240,0.875,bicubic,+7.756,+3.069,+7
spnasnet_100,80.866,19.134,94.511,5.489,4.42,224,0.875,bilinear,+6.788,+2.691,-4
ghostnet_100,80.699,19.301,94.291,5.709,5.18,224,0.875,bilinear,+6.715,+2.831,-3
regnety_004,80.648,19.352,94.692,5.308,4.34,224,0.875,bicubic,+6.636,+2.926,-5
skresnet18,80.624,19.376,94.383,5.617,11.96,224,0.875,bicubic,+7.602,+3.213,+7
regnetx_006,80.616,19.384,94.526,5.474,6.20,224,0.875,bicubic,+6.770,+2.844,-2
pit_ti_224,80.597,19.404,94.618,5.383,4.85,224,0.900,bicubic,+7.675,+3.208,+7
swsl_resnet18,80.562,19.438,94.746,5.254,11.69,224,0.875,bilinear,+7.280,+2.988,+2
vgg16_bn,80.535,19.465,94.583,5.417,138.37,224,0.875,bilinear,+7.175,+3.091,-2
resnet18d,80.387,19.613,94.244,5.756,11.71,224,0.875,bicubic,+8.119,+3.560,+10
tv_resnet34,80.377,19.623,94.430,5.570,21.80,224,0.875,bilinear,+7.073,+3.008,-2
mobilenetv2_100,80.257,19.743,94.197,5.803,3.50,224,0.875,bicubic,+7.305,+3.195,+1
xcit_nano_12_p16_224_dist,80.225,19.775,94.363,5.637,3.05,224,1.000,bicubic,+7.913,+3.511,+6
vit_base_patch32_sam_224,80.212,19.788,93.821,6.179,88.22,224,0.900,bicubic,+6.512,+2.813,-9
eca_botnext26ts_256,80.118,19.882,94.244,5.756,10.59,256,0.950,bicubic,+6.240,+2.456,-12
ssl_resnet18,80.114,19.886,94.594,5.406,11.69,224,0.875,bilinear,+7.502,+3.174,-1
tf_mobilenetv3_large_075,80.088,19.912,94.186,5.814,3.99,224,0.875,bilinear,+6.638,+2.846,-11
deit_tiny_patch16_224,80.009,19.991,94.445,5.555,5.72,224,0.900,bicubic,+7.849,+3.333,+4
hrnet_w18_small,79.544,20.456,93.909,6.091,13.19,224,0.875,bilinear,+7.212,+3.223,-1
vgg19,79.484,20.516,93.881,6.119,143.67,224,0.875,bilinear,+7.096,+2.995,-3
regnetx_004,79.424,20.576,93.849,6.151,5.16,224,0.875,bicubic,+7.034,+3.031,-5
tf_mobilenetv3_large_minimal_100,79.232,20.768,93.706,6.294,3.92,224,0.875,bilinear,+6.980,+3.070,-1
legacy_seresnet18,79.151,20.849,93.778,6.222,11.78,224,0.875,bicubic,+7.417,+3.440,+2
vgg16,79.031,20.968,93.642,6.358,138.36,224,0.875,bilinear,+7.447,+3.252,+2
vit_tiny_r_s16_p8_224,78.997,21.003,93.911,6.089,6.34,224,0.900,bicubic,+7.199,+3.087,-1
vgg13_bn,78.987,21.013,93.655,6.345,133.05,224,0.875,bilinear,+7.423,+3.281,+1
gluon_resnet18_v1b,78.376,21.624,93.134,6.866,11.69,224,0.875,bicubic,+7.542,+3.374,+1
vgg11_bn,77.926,22.074,93.228,6.772,132.87,224,0.875,bilinear,+7.564,+3.422,+1
xcit_nano_12_p16_224,77.909,22.091,93.437,6.563,3.05,224,1.000,bicubic,+7.937,+3.679,+2
regnety_002,77.417,22.583,92.916,7.084,3.16,224,0.875,bicubic,+7.135,+3.372,0
mixer_l16_224,77.294,22.706,90.557,9.443,208.20,224,0.875,bicubic,+5.228,+2.903,-8
resnet18,77.276,22.724,92.760,7.240,11.69,224,0.875,bilinear,+7.537,+3.674,+1
vgg13,77.234,22.766,92.702,7.298,133.05,224,0.875,bilinear,+7.296,+3.444,-1
vgg11,76.397,23.603,92.171,7.829,132.86,224,0.875,bilinear,+7.349,+3.535,0
regnetx_002,76.102,23.898,92.205,7.795,2.68,224,0.875,bicubic,+7.352,+3.645,0
dla60x_c,75.656,24.344,92.164,7.836,1.32,224,0.875,bilinear,+7.744,+3.746,+2
botnet26t_256,75.146,24.854,91.996,8.004,12.49,256,0.950,bicubic,+6.600,+3.300,-1
tf_mobilenetv3_small_100,74.736,25.264,91.274,8.726,2.54,224,0.875,bilinear,+6.810,+3.598,-1
dla46x_c,73.645,26.355,91.110,8.890,1.07,224,0.875,bilinear,+7.669,+4.122,0
tf_mobilenetv3_small_075,72.816,27.184,90.031,9.969,2.04,224,0.875,bilinear,+7.096,+3.895,0
dla46_c,72.607,27.393,90.495,9.505,1.30,224,0.875,bilinear,+7.737,+4.201,0
tf_mobilenetv3_small_minimal_100,70.107,29.893,88.516,11.485,2.04,224,0.875,bilinear,+7.199,+4.269,0
tf_efficientnet_b1_ns,86.681,13.319,97.380,2.620,7.79,240,0.882,bicubic,+5.356,+1.874,-5
swin_tiny_patch4_window7_224,86.671,13.329,97.199,2.801,28.29,224,0.900,bicubic,+5.295,+1.589,-8
gernet_l,86.652,13.348,97.195,2.805,31.08,256,0.875,bilinear,+5.370,+1.800,-5
wide_resnet50_2,86.647,13.353,97.205,2.795,68.88,224,0.875,bicubic,+5.235,+1.459,-14
efficientnet_el,86.622,13.378,97.182,2.818,10.59,300,0.904,bicubic,+5.398,+1.830,-5
twins_pcpvt_small,86.609,13.391,97.342,2.658,24.11,224,0.900,bicubic,+5.579,+1.876,+4
resmlp_24_distilled_224,86.607,13.393,97.137,2.863,30.02,224,0.875,bicubic,+5.951,+1.801,+21
nf_resnet50,86.598,13.402,97.295,2.705,25.56,288,0.940,bicubic,+6.004,+2.115,+24
efficientnet_b3_pruned,86.585,13.415,97.186,2.814,9.86,300,0.904,bicubic,+5.853,+1.620,+16
sehalonet33ts,86.585,13.415,97.004,2.995,13.69,256,0.940,bicubic,+5.647,+1.564,+7
resnest50d_4s2x40d,86.581,13.419,97.271,2.729,30.42,224,0.875,bicubic,+5.549,+2.249,-2
repvgg_b3,86.570,13.430,97.143,2.857,123.09,224,0.875,bilinear,+6.108,+1.935,+26
xcit_tiny_24_p16_224_dist,86.543,13.457,97.214,2.786,12.12,224,1.000,bicubic,+6.139,+2.190,+29
ecaresnet50d,86.479,13.521,97.186,2.814,25.58,224,0.875,bicubic,+5.963,+1.922,+20
ssl_resnext101_32x4d,86.474,13.526,97.468,2.532,44.18,224,0.875,bilinear,+5.662,+1.828,+7
gcresnet50t,86.459,13.541,97.141,2.859,25.90,256,0.900,bicubic,+5.601,+1.901,+5
gluon_resnet152_v1s,86.453,13.547,97.122,2.878,60.32,224,0.875,bicubic,+5.499,+1.484,-2
haloregnetz_b,86.449,13.551,96.938,3.062,11.68,224,0.940,bicubic,+5.449,+1.612,-6
resnest50d_1s4x24d,86.440,13.560,97.152,2.848,25.68,224,0.875,bicubic,+5.496,+1.738,-3
resnetv2_50x1_bitm,86.440,13.560,97.605,2.396,25.55,448,1.000,bilinear,+6.138,+2.186,+30
halonet50ts,86.391,13.609,96.799,3.200,22.73,256,0.940,bicubic,+4.851,+1.139,-336
lamhalobotnet50ts_256,86.391,13.609,96.676,3.324,22.57,256,0.950,bicubic,+5.005,+0.546,-327
halo2botnet50ts_256,86.372,13.628,96.761,3.239,22.64,256,0.950,bicubic,+4.866,+0.675,-335
repvgg_b3g4,86.359,13.641,97.052,2.949,83.83,224,0.875,bilinear,+6.215,+2.080,+41
legacy_senet154,86.334,13.666,96.925,3.075,115.09,224,0.875,bilinear,+5.066,+1.299,-23
gernet_m,86.325,13.675,97.092,2.908,21.14,224,0.875,bilinear,+5.705,+1.784,+7
cait_xxs36_224,86.321,13.679,97.113,2.887,17.30,224,1.000,bicubic,+6.619,+2.245,+65
pit_s_224,86.319,13.681,97.045,2.955,23.46,224,0.900,bicubic,+5.299,+1.623,-14
efficientnet_b2,86.310,13.690,96.990,3.010,9.11,288,1.000,bicubic,+5.824,+1.392,+9
vit_small_patch32_384,86.304,13.696,97.417,2.583,22.92,384,1.000,bicubic,+5.850,+2.165,+12
gluon_senet154,86.274,13.726,96.936,3.064,115.09,224,0.875,bicubic,+5.120,+1.440,-25
resnest50d,86.231,13.769,97.064,2.936,27.48,224,0.875,bilinear,+5.309,+1.334,-11
convmixer_768_32,86.220,13.780,97.030,2.970,21.11,224,0.960,bicubic,+6.134,+2.038,+35
efficientnet_el_pruned,86.188,13.812,97.022,2.978,10.59,300,0.904,bicubic,+5.940,+1.898,+24
ecaresnet101d_pruned,86.182,13.818,97.342,2.658,24.88,224,0.875,bicubic,+5.456,+2.164,-6
rexnet_150,86.165,13.835,97.071,2.929,9.73,224,0.875,bicubic,+5.883,+1.909,+19
cspdarknet53,86.152,13.848,97.013,2.987,27.64,256,0.887,bilinear,+6.240,+2.161,+38
inception_v4,86.152,13.848,96.921,3.079,42.68,299,0.875,bicubic,+6.084,+2.017,+31
inception_resnet_v2,86.120,13.880,97.041,2.959,55.84,299,0.897,bicubic,+5.738,+2.447,+8
xcit_tiny_12_p8_224,86.118,13.882,97.084,2.917,6.71,224,1.000,bicubic,+6.454,+2.218,+54
ssl_resnext50_32x4d,86.075,13.925,97.212,2.788,25.03,224,0.875,bilinear,+5.827,+2.142,+16
tf_efficientnet_el,86.071,13.929,96.966,3.034,10.59,300,0.904,bicubic,+5.853,+1.862,+19
lambda_resnet50ts,86.052,13.948,96.744,3.256,21.54,256,0.950,bicubic,+4.948,+1.102,-315
ecaresnetlight,86.045,13.955,97.069,2.931,30.16,224,0.875,bicubic,+5.659,+1.947,+3
gluon_resnet101_v1s,86.037,13.963,97.026,2.974,44.67,224,0.875,bicubic,+5.795,+2.264,+15
resnetv2_50,86.020,13.980,96.911,3.089,25.55,224,0.950,bicubic,+5.648,+1.797,+3
gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.533,+1.764,-7
gluon_seresnext101_32x4d,86.007,13.993,96.979,3.021,48.96,224,0.875,bicubic,+5.213,+1.733,-21
seresnet33ts,86.005,13.995,97.009,2.991,19.78,256,0.900,bicubic,+5.699,+1.977,+4
resnet50d,85.994,14.006,96.985,3.015,25.58,224,0.875,bicubic,+5.526,+2.053,-9
tf_efficientnet_b2_ap,85.977,14.023,96.808,3.192,9.11,260,0.890,bicubic,+5.729,+1.782,+6
ecaresnet26t,85.964,14.036,97.032,2.968,16.01,320,0.950,bicubic,+6.164,+2.418,+35
vit_base_patch32_224,85.960,14.040,97.128,2.872,88.22,224,0.900,bicubic,+5.334,+2.126,-20
gluon_seresnext101_64x4d,85.951,14.049,96.987,3.013,88.23,224,0.875,bicubic,+5.191,+1.767,-26
gluon_resnet152_v1d,85.906,14.094,96.808,3.192,60.21,224,0.875,bicubic,+5.458,+1.500,-11
vit_large_patch32_384,85.902,14.098,97.370,2.630,306.63,384,1.000,bicubic,+4.418,+1.750,-65
tf_efficientnetv2_b2,85.900,14.100,96.883,3.117,10.10,260,0.890,bicubic,+5.758,+2.239,+10
tf_efficientnet_b2,85.881,14.119,96.855,3.145,9.11,260,0.890,bicubic,+5.903,+1.919,+16
vit_base_patch16_sam_224,85.879,14.121,96.706,3.294,86.57,224,0.900,bicubic,+5.707,+1.802,+5
repvgg_b2g4,85.857,14.143,96.821,3.179,61.76,224,0.875,bilinear,+6.545,+2.299,+52
seresnet50,85.830,14.170,97.002,2.998,28.09,224,0.875,bicubic,+5.616,+1.958,+2
gluon_resnet101_v1d,85.827,14.173,96.661,3.339,44.57,224,0.875,bicubic,+5.483,+0.975,-12
gcresnet33ts,85.804,14.196,96.896,3.104,19.88,256,0.900,bicubic,+5.810,+2.060,+10
mixnet_xl,85.785,14.215,96.721,3.280,11.90,224,0.875,bicubic,+5.379,+1.641,-19
ens_adv_inception_resnet_v2,85.781,14.220,96.757,3.243,55.84,299,0.897,bicubic,+5.897,+1.825,+13
cspresnext50,85.763,14.237,96.838,3.162,20.57,224,0.875,bilinear,+5.839,+2.010,+9
tf_efficientnet_lite3,85.759,14.241,96.894,3.107,8.20,300,0.904,bilinear,+6.029,+2.132,+23
gluon_resnext101_32x4d,85.744,14.256,96.616,3.384,44.18,224,0.875,bicubic,+5.456,+1.394,-13
ese_vovnet39b,85.742,14.258,96.902,3.098,24.57,224,0.875,bicubic,+6.448,+2.528,+48
legacy_seresnext101_32x4d,85.738,14.262,96.763,3.237,48.96,224,0.875,bilinear,+5.578,+1.689,-5
xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.372,+2.514,+37
eca_resnet33ts,85.736,14.264,96.900,3.100,19.68,256,0.900,bicubic,+5.686,+1.808,+1
cspresnet50,85.725,14.275,96.802,3.198,21.62,256,0.887,bilinear,+6.251,+2.082,+30
regnety_320,85.723,14.277,96.727,3.273,145.05,224,0.875,bicubic,+5.005,+1.253,-43
resnet50,85.704,14.296,96.490,3.510,25.56,224,0.950,bicubic,+5.394,+1.330,-24
gluon_resnext101_64x4d,85.704,14.296,96.646,3.354,83.46,224,0.875,bicubic,+5.166,+1.486,-38
resmlp_big_24_224,85.697,14.303,96.417,3.583,129.14,224,0.875,bicubic,+4.715,+1.145,-60
xception71,85.693,14.307,96.772,3.228,42.34,299,0.903,bicubic,+5.833,+1.970,+4
efficientnet_em,85.691,14.309,96.941,3.059,6.90,240,0.882,bicubic,+6.499,+2.502,+46
deit_small_patch16_224,85.663,14.337,96.906,3.094,22.05,224,0.900,bicubic,+5.829,+2.082,+5
dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.554,+1.751,-13
pit_xs_distilled_224,85.644,14.356,96.665,3.335,11.00,224,0.900,bicubic,+6.416,+2.019,+39
efficientnet_b2_pruned,85.637,14.363,96.746,3.254,8.31,260,0.890,bicubic,+5.771,+1.690,-2
resmlp_36_224,85.623,14.377,96.795,3.205,44.69,224,0.875,bicubic,+5.916,+1.921,+8
levit_192,85.586,14.414,96.744,3.256,10.95,224,0.900,bicubic,+5.766,+1.834,+1
gluon_resnet152_v1c,85.576,14.425,96.652,3.348,60.21,224,0.875,bicubic,+5.706,+1.682,-6
ecaresnet50d_pruned,85.573,14.427,96.934,3.066,19.94,224,0.875,bicubic,+5.919,+2.330,+9
resnext50d_32x4d,85.561,14.439,96.746,3.254,25.05,224,0.875,bicubic,+5.985,+2.044,+11
tf_efficientnetv2_b1,85.556,14.444,96.721,3.280,8.14,240,0.882,bicubic,+6.170,+2.174,+18
regnety_120,85.541,14.459,96.774,3.226,51.82,224,0.875,bicubic,+5.203,+1.866,-39
regnetx_320,85.516,14.484,96.667,3.333,107.81,224,0.875,bicubic,+5.294,+1.655,-30
nf_regnet_b1,85.496,14.504,96.791,3.209,10.22,288,0.900,bicubic,+6.260,+1.959,+28
dpn92,85.484,14.516,96.635,3.365,37.67,224,0.875,bicubic,+5.578,+1.781,-16
rexnet_130,85.465,14.536,96.686,3.314,7.56,224,0.875,bicubic,+6.025,+2.042,+12
gluon_resnet152_v1b,85.458,14.542,96.560,3.440,60.19,224,0.875,bicubic,+5.852,+1.830,+3
resnetrs50,85.433,14.568,96.731,3.269,35.69,224,0.910,bicubic,+5.599,+1.647,-12
dpn131,85.411,14.589,96.637,3.363,79.25,224,0.875,bicubic,+5.649,+1.769,-8
dla102x2,85.383,14.617,96.635,3.365,41.28,224,0.875,bilinear,+6.057,+2.267,+12
regnetx_160,85.364,14.636,96.633,3.367,54.28,224,0.875,bicubic,+5.588,+1.747,-11
gmlp_s16_224,85.349,14.651,96.641,3.358,19.42,224,0.875,bicubic,+5.815,+2.053,+1
gluon_seresnext50_32x4d,85.343,14.657,96.671,3.329,27.56,224,0.875,bicubic,+5.471,+1.839,-22
botnet26t_256,85.334,14.666,96.635,3.365,12.49,256,0.950,bicubic,+6.120,+2.063,-202
skresnext50_32x4d,85.315,14.685,96.394,3.606,27.48,224,0.875,bicubic,+5.263,+1.444,-31
gluon_resnet101_v1c,85.311,14.689,96.415,3.585,44.57,224,0.875,bicubic,+5.859,+1.527,+2
dpn98,85.309,14.691,96.466,3.534,61.57,224,0.875,bicubic,+5.763,+1.806,-4
xception65,85.304,14.696,96.633,3.367,39.92,299,0.903,bicubic,+5.848,+1.979,-1
lambda_resnet26t,85.300,14.700,96.723,3.277,10.96,256,0.940,bicubic,+6.280,+2.361,+27
regnety_064,85.287,14.713,96.633,3.367,30.58,224,0.875,bicubic,+5.607,+1.897,-13
dpn68b,85.285,14.715,96.473,3.527,12.61,224,0.875,bicubic,+6.207,+2.041,+21
resnetblur50,85.277,14.723,96.516,3.484,25.56,224,0.875,bicubic,+6.017,+1.724,+10
resmlp_24_224,85.275,14.726,96.499,3.502,30.02,224,0.875,bicubic,+5.953,+1.985,+1
coat_lite_mini,85.249,14.751,96.684,3.316,11.01,224,0.900,bicubic,+6.269,+2.504,+23
resnet33ts,85.242,14.758,96.620,3.380,19.68,256,0.900,bicubic,+6.178,+2.160,+18
resnext50_32x4d,85.232,14.768,96.526,3.474,25.03,224,0.875,bicubic,+5.522,+1.468,-23
regnety_080,85.232,14.768,96.635,3.365,39.18,224,0.875,bicubic,+5.398,+1.923,-30
cait_xxs24_224,85.221,14.779,96.718,3.282,11.96,224,1.000,bicubic,+6.979,+2.814,+56
halonet26t,85.213,14.787,96.466,3.534,12.48,256,0.950,bicubic,+6.165,+2.070,+16
xcit_tiny_12_p16_224_dist,85.206,14.794,96.605,3.395,6.72,224,1.000,bicubic,+6.740,+2.595,+39
resnext101_32x8d,85.187,14.813,96.449,3.551,88.79,224,0.875,bilinear,+5.891,+1.707,-2
gluon_inception_v3,85.183,14.817,96.531,3.470,23.83,299,0.875,bicubic,+6.525,+2.160,+30
resnet32ts,85.174,14.826,96.624,3.376,17.96,256,0.900,bicubic,+6.320,+2.340,+19
hrnet_w48,85.155,14.845,96.490,3.510,77.47,224,0.875,bilinear,+5.855,+1.854,-6
regnetx_120,85.138,14.862,96.473,3.527,46.11,224,0.875,bicubic,+5.642,+1.799,-20
tf_efficientnet_b1_ap,85.129,14.871,96.407,3.593,7.79,240,0.882,bicubic,+5.909,+1.861,-2
xception,85.129,14.871,96.477,3.523,22.86,299,0.897,bicubic,+6.239,+2.095,+13
gluon_resnet101_v1b,85.129,14.871,96.370,3.630,44.55,224,0.875,bicubic,+5.855,+2.068,-5
eca_botnext26ts_256,85.127,14.873,96.511,3.489,10.59,256,0.950,bicubic,+5.911,+2.089,-204
gluon_xception65,85.123,14.877,96.599,3.401,39.92,299,0.903,bicubic,+5.481,+1.977,-29
hrnet_w64,85.117,14.883,96.746,3.254,128.06,224,0.875,bilinear,+5.737,+2.052,-19
ssl_resnet50,85.104,14.896,96.862,3.139,25.56,224,0.875,bilinear,+5.970,+2.546,-2
res2net101_26w_4s,85.089,14.911,96.385,3.615,45.21,224,0.875,bilinear,+6.029,+1.919,+2
lambda_resnet26rpt_256,85.084,14.916,96.558,3.442,10.99,256,0.940,bicubic,+6.280,+2.212,+12
tf_efficientnet_cc_b1_8e,85.072,14.928,96.424,3.576,39.72,240,0.882,bicubic,+5.772,+1.894,-17
xcit_nano_12_p8_384_dist,85.029,14.971,96.629,3.371,3.05,384,1.000,bicubic,+7.443,+3.025,+68
gluon_resnext50_32x4d,85.010,14.990,96.426,3.574,25.03,224,0.875,bicubic,+5.706,+1.702,-20
tf_efficientnet_b0_ns,85.003,14.997,96.496,3.504,5.29,224,0.875,bicubic,+6.525,+2.200,+21
resnest26d,84.997,15.003,96.629,3.371,17.07,224,0.875,bilinear,+6.563,+2.595,+26
coat_tiny,84.969,15.031,96.409,3.591,5.50,224,0.900,bicubic,+6.647,+2.365,+31
regnety_040,84.948,15.052,96.601,3.399,20.65,224,0.875,bicubic,+5.840,+2.013,-10
eca_halonext26ts,84.918,15.082,96.445,3.555,10.76,256,0.940,bicubic,+6.220,+2.113,+8
dla169,84.914,15.086,96.522,3.478,53.39,224,0.875,bilinear,+6.382,+2.238,+13
legacy_seresnext50_32x4d,84.909,15.091,96.437,3.563,27.56,224,0.875,bilinear,+5.929,+2.153,-5
tf_efficientnet_b1,84.907,15.093,96.362,3.638,7.79,240,0.882,bicubic,+6.211,+2.114,+6
hrnet_w44,84.886,15.114,96.432,3.568,67.06,224,0.875,bilinear,+6.092,+2.006,+2
regnetx_080,84.875,15.125,96.428,3.572,39.57,224,0.875,bicubic,+5.775,+1.826,-15
gluon_resnet50_v1s,84.852,15.148,96.447,3.553,25.68,224,0.875,bicubic,+6.340,+2.221,+9
res2net50_26w_8s,84.843,15.157,96.338,3.662,48.40,224,0.875,bilinear,+6.003,+2.082,-5
dla60_res2next,84.828,15.172,96.413,3.587,17.03,224,0.875,bilinear,+6.452,+2.097,+19
mixnet_l,84.826,15.174,96.328,3.672,7.33,224,0.875,bicubic,+5.990,+2.134,-6
levit_128,84.822,15.178,96.351,3.649,9.21,224,0.900,bicubic,+6.414,+2.175,+14
dla60_res2net,84.820,15.180,96.481,3.519,20.85,224,0.875,bilinear,+6.436,+2.217,+14
vit_tiny_patch16_384,84.820,15.180,96.714,3.286,5.79,384,1.000,bicubic,+6.442,+2.610,+14
tv_resnet152,84.818,15.182,96.219,3.781,60.19,224,0.875,bilinear,+6.634,+2.055,+22
dla102x,84.813,15.187,96.548,3.452,26.31,224,0.875,bilinear,+6.371,+2.390,+7
gluon_resnet50_v1d,84.811,15.189,96.394,3.606,25.58,224,0.875,bicubic,+5.843,+1.966,-17
xception41,84.809,15.191,96.413,3.587,26.97,299,0.903,bicubic,+6.363,+1.869,+4
regnetx_064,84.783,15.217,96.492,3.508,26.21,224,0.875,bicubic,+5.857,+2.014,-19
pit_xs_224,84.783,15.217,96.505,3.495,10.62,224,0.900,bicubic,+6.731,+2.837,+24
hrnet_w40,84.745,15.255,96.556,3.444,57.56,224,0.875,bilinear,+5.947,+2.176,-14
repvgg_b2,84.726,15.274,96.484,3.517,89.02,224,0.875,bilinear,+6.146,+2.280,-8
res2net50_26w_6s,84.724,15.276,96.274,3.726,37.05,224,0.875,bilinear,+6.262,+2.066,-2
resmlp_12_distilled_224,84.707,15.293,96.225,3.775,15.35,224,0.875,bicubic,+6.847,+2.579,+31
legacy_seresnet152,84.696,15.304,96.417,3.583,66.82,224,0.875,bilinear,+6.212,+2.163,-7
selecsls60b,84.655,15.345,96.298,3.702,32.77,224,0.875,bicubic,+6.393,+2.198,+6
hrnet_w32,84.653,15.347,96.413,3.587,41.23,224,0.875,bilinear,+6.283,+2.387,+3
bat_resnext26ts,84.640,15.360,96.285,3.715,10.73,256,0.900,bicubic,+6.490,+2.199,+10
tf_efficientnetv2_b0,84.625,15.375,96.272,3.728,7.14,224,0.875,bicubic,+6.423,+2.044,+7
efficientnet_b1,84.615,15.385,96.336,3.664,7.79,256,1.000,bicubic,+5.953,+1.960,-18
regnetx_040,84.600,15.400,96.385,3.615,22.12,224,0.875,bicubic,+6.158,+2.189,-7
hrnet_w30,84.591,15.409,96.392,3.608,37.71,224,0.875,bilinear,+6.509,+2.448,+9
efficientnet_es,84.591,15.409,96.315,3.685,5.44,224,0.875,bicubic,+6.613,+2.573,+16
tf_mixnet_l,84.559,15.441,96.247,3.753,7.33,224,0.875,bicubic,+5.993,+2.129,-19
wide_resnet101_2,84.555,15.445,96.351,3.649,126.89,224,0.875,bilinear,+5.777,+2.351,-26
dla60x,84.529,15.471,96.291,3.709,17.35,224,0.875,bilinear,+6.395,+2.435,+4
legacy_seresnet101,84.502,15.498,96.338,3.662,49.33,224,0.875,bilinear,+6.252,+2.502,-4
resnet26t,84.465,15.535,96.210,3.790,16.01,256,0.940,bicubic,+6.647,+2.176,+20
tf_efficientnet_em,84.463,15.537,96.178,3.822,6.90,240,0.882,bicubic,+6.457,+2.190,+6
coat_lite_tiny,84.457,15.543,96.370,3.630,5.72,224,0.900,bicubic,+7.105,+2.734,+34
efficientnet_b1_pruned,84.399,15.601,96.138,3.862,6.33,240,0.882,bicubic,+6.257,+2.080,-2
repvgg_b1,84.399,15.601,96.202,3.798,57.42,224,0.875,bilinear,+6.153,+2.178,-8
res2net50_26w_4s,84.371,15.629,96.080,3.920,25.70,224,0.875,bilinear,+6.499,+2.246,+9
hardcorenas_f,84.322,15.678,96.027,3.973,8.20,224,0.875,bilinear,+6.338,+2.195,+3
res2net50_14w_8s,84.307,15.693,96.074,3.926,25.06,224,0.875,bilinear,+6.321,+2.226,+1
selecsls60,84.282,15.718,96.091,3.909,30.67,224,0.875,bicubic,+6.418,+2.367,+7
res2next50,84.230,15.770,96.003,3.997,24.67,224,0.875,bilinear,+6.126,+2.209,-7
regnetx_032,84.230,15.770,96.255,3.745,15.30,224,0.875,bicubic,+6.202,+2.297,-3
gluon_resnet50_v1c,84.209,15.791,96.165,3.835,25.58,224,0.875,bicubic,+6.301,+2.509,+2
dla102,84.192,15.808,96.223,3.777,33.27,224,0.875,bilinear,+6.280,+3.319,0
gcresnext26ts,84.181,15.819,96.084,3.916,10.48,256,0.900,bicubic,+6.587,+2.242,+12
rexnet_100,84.173,15.827,96.253,3.747,4.80,224,0.875,bicubic,+6.535,+2.507,+9
tf_inception_v3,84.128,15.872,95.918,4.082,23.83,299,0.875,bicubic,+6.424,+2.396,+7
seresnext26ts,84.124,15.876,96.069,3.931,10.39,256,0.900,bicubic,+6.514,+2.385,+8
res2net50_48w_2s,84.121,15.879,95.965,4.035,25.29,224,0.875,bilinear,+6.754,+2.405,+18
resnet34d,84.104,15.896,95.975,4.025,21.82,224,0.875,bicubic,+7.146,+2.809,+31
tf_efficientnet_lite2,84.092,15.908,96.063,3.937,6.09,260,0.890,bicubic,+6.772,+2.741,+18
xcit_tiny_12_p16_224,84.083,15.917,96.230,3.771,6.72,224,1.000,bicubic,+7.093,+2.624,+28
efficientnet_b0,84.034,15.966,95.956,4.044,5.29,224,0.875,bicubic,+6.458,+2.234,+7
crossvit_9_dagger_240,84.030,15.970,96.080,3.920,8.78,240,0.875,bicubic,+7.184,+2.850,+32
hardcorenas_e,83.972,16.028,95.901,4.099,8.07,224,0.875,bilinear,+6.394,+2.161,+4
gmixer_24_224,83.970,16.030,95.852,4.148,24.72,224,0.875,bicubic,+6.026,+2.290,-13
tf_efficientnet_cc_b0_8e,83.970,16.030,96.072,3.929,24.01,224,0.875,bicubic,+6.150,+2.246,-6
regnety_016,83.955,16.045,95.997,4.003,11.20,224,0.875,bicubic,+6.155,+2.301,-5
tv_resnext50_32x4d,83.955,16.045,95.948,4.052,25.03,224,0.875,bilinear,+6.441,+2.032,+3
gluon_resnet50_v1b,83.942,16.058,96.018,3.982,25.56,224,0.875,bicubic,+6.518,+2.532,+6
densenet161,83.900,16.101,96.014,3.986,28.68,224,0.875,bicubic,+6.779,+2.296,+13
seresnext26t_32x4d,83.887,16.113,95.943,4.057,16.81,224,0.875,bicubic,+6.027,+2.067,-15
mobilenetv2_120d,83.887,16.113,95.905,4.095,5.83,224,0.875,bicubic,+6.793,+2.595,+15
adv_inception_v3,83.876,16.124,95.939,4.061,23.83,299,0.875,bicubic,+6.426,+2.361,+1
tv_resnet101,83.855,16.145,95.888,4.112,44.55,224,0.875,bilinear,+6.665,+2.498,+8
inception_v3,83.771,16.229,95.898,4.101,23.83,299,0.875,bicubic,+6.481,+2.418,+4
hardcorenas_d,83.763,16.237,95.734,4.266,7.50,224,0.875,bilinear,+6.489,+2.312,+5
dla60,83.735,16.265,95.933,4.067,22.04,224,0.875,bilinear,+6.829,+2.799,+17
xcit_nano_12_p8_224_dist,83.733,16.267,95.948,4.052,3.05,224,1.000,bicubic,+7.761,+2.676,+37
seresnext26d_32x4d,83.724,16.276,95.847,4.153,16.81,224,0.875,bicubic,+6.260,+2.371,-6
repvgg_b1g4,83.695,16.305,96.029,3.971,39.97,224,0.875,bilinear,+6.213,+2.281,-8
eca_resnext26ts,83.692,16.308,95.939,4.061,10.30,256,0.900,bicubic,+6.406,+2.427,-1
convmixer_1024_20_ks9_p14,83.688,16.312,95.886,4.114,24.38,224,0.960,bicubic,+6.930,+2.448,+16
legacy_seresnet50,83.671,16.329,95.982,4.018,28.09,224,0.875,bilinear,+6.137,+2.424,-13
tf_efficientnet_b0_ap,83.660,16.340,95.783,4.217,5.29,224,0.875,bicubic,+6.714,+2.357,+7
skresnet34,83.650,16.350,95.920,4.080,22.28,224,0.875,bicubic,+6.960,+2.772,+14
tf_efficientnet_cc_b0_4e,83.639,16.361,95.730,4.270,13.31,224,0.875,bicubic,+6.525,+2.348,-2
resmlp_12_224,83.573,16.427,95.760,4.240,15.35,224,0.875,bicubic,+7.057,+2.760,+20
mobilenetv3_large_100_miil,83.549,16.451,95.450,4.550,5.48,224,0.875,bilinear,+5.701,+1.662,-29
densenet201,83.547,16.453,95.807,4.193,20.01,224,0.875,bicubic,+6.443,+2.543,-4
gernet_s,83.522,16.478,95.792,4.208,8.17,224,0.875,bilinear,+6.858,+2.558,+10
legacy_seresnext26_32x4d,83.515,16.485,95.719,4.281,16.79,224,0.875,bicubic,+6.571,+2.361,+1
tf_efficientnet_b0,83.513,16.487,95.717,4.283,5.29,224,0.875,bicubic,+6.859,+2.545,+8
mixnet_m,83.513,16.487,95.691,4.309,5.01,224,0.875,bicubic,+6.463,+2.519,-5
hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.910,+2.695,+10
densenetblur121d,83.475,16.525,95.817,4.183,8.00,224,0.875,bicubic,+7.155,+2.749,+15
selecsls42b,83.460,16.540,95.749,4.251,32.46,224,0.875,bicubic,+6.426,+2.425,-8
resnext26ts,83.457,16.543,95.726,4.274,10.30,256,0.900,bicubic,+6.867,+2.534,+6
tf_efficientnet_lite1,83.355,16.645,95.638,4.362,5.42,240,0.882,bicubic,+6.825,+2.886,+8
hardcorenas_c,83.336,16.664,95.713,4.287,5.52,224,0.875,bilinear,+6.416,+2.393,-6
regnetx_016,83.186,16.814,95.740,4.260,9.19,224,0.875,bicubic,+6.414,+2.611,-3
mobilenetv2_140,83.176,16.824,95.685,4.315,6.11,224,0.875,bicubic,+7.182,+2.893,+12
tf_mixnet_m,83.174,16.826,95.469,4.531,5.01,224,0.875,bicubic,+6.350,+2.189,-6
xcit_nano_12_p16_384_dist,83.174,16.826,95.743,4.257,3.05,384,1.000,bicubic,+8.054,+3.369,+28
dpn68,83.171,16.829,95.589,4.411,12.61,224,0.875,bicubic,+7.273,+2.565,+13
tf_efficientnet_es,83.167,16.833,95.591,4.409,5.44,224,0.875,bicubic,+6.837,+2.505,+4
ese_vovnet19b_dw,83.114,16.886,95.790,4.210,6.54,224,0.875,bicubic,+6.492,+3.562,-4
levit_128s,83.065,16.935,95.533,4.467,7.78,224,0.900,bicubic,+6.771,+2.571,+4
resnet26d,83.043,16.957,95.602,4.398,16.01,224,0.875,bicubic,+6.505,+2.738,-3
repvgg_a2,82.999,17.002,95.600,4.400,28.21,224,0.875,bilinear,+7.005,+2.324,+5
tv_resnet50,82.954,17.046,95.472,4.529,25.56,224,0.875,bilinear,+7.180,+2.931,+8
hardcorenas_b,82.877,17.123,95.386,4.614,5.18,224,0.875,bilinear,+6.725,+2.508,+1
densenet121,82.815,17.185,95.585,4.415,7.98,224,0.875,bicubic,+7.363,+2.979,+15
vit_tiny_r_s16_p8_384,82.693,17.307,95.862,4.138,6.36,384,1.000,bicubic,+7.125,+3.210,+8
densenet169,82.661,17.339,95.593,4.407,14.15,224,0.875,bicubic,+7.155,+3.073,+9
mixnet_s,82.525,17.476,95.352,4.648,4.13,224,0.875,bicubic,+6.907,+2.640,+5
vit_small_patch32_224,82.510,17.490,95.674,4.326,22.88,224,0.900,bicubic,+6.826,+3.038,+3
regnety_008,82.478,17.523,95.480,4.520,6.26,224,0.875,bicubic,+6.566,+2.966,-1
efficientnet_lite0,82.388,17.612,95.286,4.714,4.65,224,0.875,bicubic,+7.236,+2.872,+12
resnest14d,82.362,17.638,95.324,4.676,10.61,224,0.875,bilinear,+7.096,+2.790,+10
hardcorenas_a,82.305,17.695,95.294,4.706,5.26,224,0.875,bilinear,+6.795,+2.686,+2
efficientnet_es_pruned,82.279,17.721,95.301,4.699,5.44,224,0.875,bicubic,+7.687,+3.305,+21
mobilenetv3_rw,82.268,17.732,95.241,4.759,5.48,224,0.875,bicubic,+6.814,+2.389,+4
semnasnet_100,82.253,17.747,95.239,4.761,3.89,224,0.875,bicubic,+7.147,+2.827,+10
mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.672,+2.680,0
resnet34,82.125,17.875,95.136,4.864,21.80,224,0.875,bilinear,+7.333,+3.008,+13
mobilenetv2_110d,82.076,17.924,95.076,4.923,4.52,224,0.875,bicubic,+7.468,+3.018,+15
vit_tiny_patch16_224,82.044,17.956,95.493,4.507,5.72,224,0.900,bicubic,+6.932,+3.217,+5
tf_mixnet_s,82.040,17.960,95.130,4.870,4.13,224,0.875,bicubic,+6.572,+2.454,-3
repvgg_b0,82.006,17.994,95.102,4.898,15.82,224,0.875,bilinear,+7.010,+2.662,+7
deit_tiny_distilled_patch16_224,82.001,17.999,95.147,4.853,5.91,224,0.900,bicubic,+8.089,+2.981,+20
mixer_b16_224,81.997,18.003,94.447,5.553,59.88,224,0.875,bicubic,+5.517,+1.427,-23
pit_ti_distilled_224,81.972,18.029,95.156,4.845,5.10,224,0.900,bicubic,+7.990,+3.186,+17
hrnet_w18_small_v2,81.959,18.041,95.166,4.834,15.60,224,0.875,bilinear,+7.213,+3.012,+6
tf_efficientnet_lite0,81.950,18.050,95.160,4.840,4.65,224,0.875,bicubic,+7.420,+3.060,+9
resnet26,81.942,18.058,95.245,4.755,16.00,224,0.875,bicubic,+6.886,+2.897,-1
tf_mobilenetv3_large_100,81.841,18.159,95.076,4.923,5.48,224,0.875,bilinear,+6.549,+2.502,-8
tv_densenet121,81.728,18.272,95.036,4.964,7.98,224,0.875,bicubic,+7.494,+3.182,+8
regnety_006,81.703,18.297,95.113,4.887,6.06,224,0.875,bicubic,+6.650,+2.925,-3
dla34,81.643,18.357,94.874,5.126,15.74,224,0.875,bilinear,+7.631,+3.108,+8
xcit_nano_12_p8_224,81.641,18.359,95.264,4.736,3.05,224,1.000,bicubic,+8.337,+3.842,+16
crossvit_9_240,81.630,18.370,94.983,5.017,8.55,240,0.875,bicubic,+8.286,+3.061,+14
fbnetc_100,81.555,18.445,94.948,5.052,5.57,224,0.875,bilinear,+6.723,+2.772,-5
legacy_seresnet34,81.532,18.468,94.899,5.101,21.96,224,0.875,bilinear,+7.008,+3.003,+1
regnetx_008,81.508,18.492,95.062,4.938,7.26,224,0.875,bicubic,+6.834,+2.964,-4
gluon_resnet34_v1b,81.489,18.511,94.808,5.192,21.80,224,0.875,bicubic,+7.505,+3.348,+3
mnasnet_100,81.472,18.528,94.893,5.107,4.38,224,0.875,bicubic,+7.394,+3.073,0
vgg19_bn,81.451,18.549,94.778,5.222,143.68,224,0.875,bilinear,+7.605,+3.096,+4
convit_tiny,81.115,18.885,95.044,4.955,5.71,224,0.875,bicubic,+8.727,+4.159,+16
crossvit_tiny_240,81.100,18.900,94.991,5.009,7.01,240,0.875,bicubic,+8.178,+3.581,+12
spnasnet_100,80.866,19.134,94.511,5.489,4.42,224,0.875,bilinear,+7.166,+3.503,+2
ghostnet_100,80.699,19.301,94.291,5.709,5.18,224,0.875,bilinear,+7.339,+2.799,+3
regnety_004,80.648,19.352,94.692,5.308,4.34,224,0.875,bicubic,+7.198,+3.352,+1
skresnet18,80.624,19.376,94.383,5.617,11.96,224,0.875,bicubic,+8.292,+3.697,+12
regnetx_006,80.616,19.384,94.526,5.474,6.20,224,0.875,bicubic,+7.334,+2.768,+3
pit_ti_224,80.597,19.404,94.618,5.383,4.85,224,0.900,bicubic,+8.329,+3.934,+12
swsl_resnet18,80.562,19.438,94.746,5.254,11.69,224,0.875,bilinear,+8.172,+3.928,+7
vgg16_bn,80.535,19.465,94.583,5.417,138.37,224,0.875,bilinear,+7.583,+3.581,+3
resnet18d,80.387,19.613,94.244,5.756,11.71,224,0.875,bicubic,+8.803,+3.854,+15
tv_resnet34,80.377,19.623,94.430,5.570,21.80,224,0.875,bilinear,+7.765,+3.010,+3
mobilenetv2_100,80.257,19.743,94.197,5.803,3.50,224,0.875,bicubic,+7.945,+3.345,+6
xcit_nano_12_p16_224_dist,80.225,19.775,94.363,5.637,3.05,224,1.000,bicubic,+8.491,+4.025,+11
vit_base_patch32_sam_224,80.212,19.788,93.821,6.179,88.22,224,0.900,bicubic,+7.100,+2.101,-4
ssl_resnet18,80.114,19.886,94.594,5.406,11.69,224,0.875,bilinear,+7.862,+3.958,+5
tf_mobilenetv3_large_075,80.088,19.912,94.186,5.814,3.99,224,0.875,bilinear,+7.066,+3.016,-5
deit_tiny_patch16_224,80.009,19.991,94.445,5.555,5.72,224,0.900,bicubic,+9.175,+4.685,+10
hrnet_w18_small,79.544,20.456,93.909,6.091,13.19,224,0.875,bilinear,+7.746,+3.085,+5
vgg19,79.484,20.516,93.881,6.119,143.67,224,0.875,bilinear,+7.418,+6.227,+3
regnetx_004,79.424,20.576,93.849,6.151,5.16,224,0.875,bicubic,+7.264,+2.737,+1
tf_mobilenetv3_large_minimal_100,79.232,20.768,93.706,6.294,3.92,224,0.875,bilinear,+7.668,+3.332,+5
legacy_seresnet18,79.151,20.849,93.778,6.222,11.78,224,0.875,bicubic,+9.179,+4.020,+8
vgg16,79.031,20.968,93.642,6.358,138.36,224,0.875,bilinear,+9.093,+4.384,+8
vit_tiny_r_s16_p8_224,78.997,21.003,93.911,6.089,6.34,224,0.900,bicubic,+8.715,+4.367,+5
vgg13_bn,78.987,21.013,93.655,6.345,133.05,224,0.875,bilinear,+9.247,+4.569,+7
gluon_resnet18_v1b,78.376,21.624,93.134,6.866,11.69,224,0.875,bicubic,+9.328,+4.498,+7
vgg11_bn,77.926,22.074,93.228,6.772,132.87,224,0.875,bilinear,+9.176,+4.668,+7
xcit_nano_12_p16_224,77.909,22.091,93.437,6.563,3.05,224,1.000,bicubic,+9.996,+5.019,+8
regnety_002,77.417,22.583,92.916,7.084,3.16,224,0.875,bicubic,+9.491,+5.240,+6
mixer_l16_224,77.294,22.706,90.557,9.443,208.20,224,0.875,bicubic,+6.932,+0.751,-2
resnet18,77.276,22.724,92.760,7.240,11.69,224,0.875,bilinear,+11.556,+6.624,+7
vgg13,77.234,22.766,92.702,7.298,133.05,224,0.875,bilinear,+11.258,+5.714,+5
vgg11,76.397,23.603,92.171,7.829,132.86,224,0.875,bilinear,+11.527,+5.877,+6
regnetx_002,76.102,23.898,92.205,7.795,2.68,224,0.875,bicubic,+13.194,+7.959,+6
dla60x_c,75.656,24.344,92.164,7.836,1.32,224,0.875,bilinear,-5.864,-3.094,+7
tf_mobilenetv3_small_100,74.736,25.264,91.274,8.726,2.54,224,0.875,bilinear,-6.812,-4.038,+5
dla46x_c,73.645,26.355,91.110,8.890,1.07,224,0.875,bilinear,-7.777,-3.946,+6
tf_mobilenetv3_small_075,72.816,27.184,90.031,9.969,2.04,224,0.875,bilinear,-8.350,-5.065,+6
dla46_c,72.607,27.393,90.495,9.505,1.30,224,0.875,bilinear,-6.667,-4.111,+6
tf_mobilenetv3_small_minimal_100,70.107,29.893,88.516,11.485,2.04,224,0.875,bilinear,-9.153,-6.019,+6

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation top1_diff top5_diff rank_diff
15 tf_efficientnetv2_l_in21ft1k 89.999 10.001 98.621 1.379 118.52 480 1.000 bicubic +3.707 +0.637 +1
16 vit_base_patch16_384 89.965 10.035 98.680 1.319 86.86 384 1.000 bicubic +3.965 +0.674 +5
17 xcit_large_24_p8_384_dist 89.893 10.107 98.373 1.627 188.93 384 1.000 bicubic +3.897 +0.685 +5
18 cait_s36_384 89.837 10.163 98.427 1.573 68.37 384 1.000 bicubic +4.383 +0.944 +0.945 +14
19 xcit_medium_24_p8_384_dist 89.805 10.195 98.358 1.642 84.32 384 1.000 bicubic +3.985 +0.764 +5
20 swin_large_patch4_window7_224 89.796 10.204 98.646 1.354 196.53 224 0.900 bicubic +3.480 +0.756 -5
21 vit_large_r50_s32_384 89.790 10.210 98.516 1.484 329.09 384 1.000 bicubic +3.610 +0.592 -4
22 tf_efficientnetv2_m_in21ft1k 89.777 10.223 98.501 1.499 54.14 480 1.000 bicubic +4.179 +0.749 +6
23 tf_efficientnet_b6_ns 89.760 10.240 98.505 1.494 43.04 528 0.942 bicubic +3.314 +0.626 -11
24 xcit_small_24_p8_384_dist 89.737 10.263 98.427 1.573 47.63 384 1.000 bicubic +4.171 +0.850 +0.851 +5
25 xcit_large_24_p16_384_dist 89.660 10.340 98.405 1.595 189.10 384 1.000 bicubic +3.890 +0.871 +1
26 tf_efficientnet_b5_ns 89.658 10.342 98.488 1.512 30.39 456 0.934 bicubic +3.582 +0.736 -7
27 tf_efficientnet_b8_ap 89.589 10.411 98.298 1.702 87.41 672 0.954 bicubic +4.215 +1.000 +10
34 xcit_medium_24_p16_384_dist 89.476 10.524 98.296 1.704 84.40 384 1.000 bicubic +4.050 +0.888 0
35 dm_nfnet_f5 89.451 10.549 98.309 1.691 377.21 544 0.954 bicubic +3.645 +0.827 -10
36 beit_base_patch16_224 89.438 10.562 98.520 1.480 86.53 224 0.900 bicubic +4.198 +0.866 +4
37 deit_base_distilled_patch16_384 89.431 10.569 98.444 1.556 87.63 384 1.000 bicubic +4.009 +1.111 +1.112 -2
38 tf_efficientnet_b7_ap 89.419 10.581 98.341 1.659 66.35 600 0.949 bicubic +4.299 +1.091 +4
39 tf_efficientnetv2_l 89.361 10.639 98.273 1.727 118.52 480 1.000 bicubic +3.859 +0.903 -8
40 tf_efficientnet_b6_ap 89.338 10.662 98.281 1.719 43.04 528 0.942 bicubic +4.554 +4.553 +1.143 +18
41 tf_efficientnet_b8 89.338 10.662 98.305 1.695 87.41 672 0.954 bicubic +3.988 +0.913 -3
42 tf_efficientnet_b4_ns 89.323 10.678 98.352 1.648 19.34 380 0.922 bicubic +4.172 +0.882 -1
43 vit_large_patch16_224 89.308 10.692 98.397 1.603 304.33 224 0.900 bicubic +3.470 +0.571 -20
50 eca_nfnet_l2 89.158 10.842 98.313 1.687 56.72 384 1.000 bicubic +4.438 +1.055 +9
51 cait_xs24_384 89.143 10.857 98.290 1.710 26.67 384 1.000 bicubic +5.089 +1.404 +32
52 ig_resnext101_32x32d 89.109 10.891 98.185 1.815 468.53 224 0.875 bilinear +4.015 +0.747 -8
53 ig_resnext101_32x48d 89.107 10.893 98.127 1.873 828.41 224 0.875 bilinear +3.677 +0.545 +0.546 -20
54 tf_efficientnet_b7 89.086 10.914 98.181 1.819 66.35 600 0.949 bicubic +4.150 +0.975 0
55 ecaresnet269d 89.075 10.925 98.236 1.764 102.09 352 1.000 bicubic +4.089 +1.008 -4
56 xcit_large_24_p16_224_dist 89.045 10.955 98.066 1.934 189.10 224 1.000 bicubic +4.115 +0.936 -1
62 dm_nfnet_f1 88.915 11.085 98.115 1.885 132.63 320 0.910 bicubic +4.291 +1.019 0
63 tf_efficientnetv2_s_in21ft1k 88.889 11.111 98.275 1.725 21.46 384 1.000 bicubic +4.593 +1.019 +9
64 vit_base_patch16_224 88.857 11.143 98.232 1.768 86.57 224 0.900 bicubic +4.317 +0.926 -1
65 resnetrs270 88.836 11.164 98.140 1.860 129.86 352 1.000 bicubic +4.396 +0.986 +1.170 +2 +1
66 resnetrs420 88.832 11.168 98.021 1.979 191.89 416 1.000 bicubic +3.824 +0.895 -16
67 vit_small_r26_s32_384 88.814 11.186 98.335 1.665 36.47 384 1.000 bicubic +4.764 +1.013 +17
68 xcit_medium_24_p16_224_dist 88.806 11.194 98.038 1.962 84.40 224 1.000 bicubic +4.528 +1.096 +5
76 vit_base_patch16_224_miil 88.748 11.252 98.029 1.971 86.54 224 0.875 bilinear +4.472 +1.231 -2
77 resnetv2_152x2_bitm 88.708 11.292 98.303 1.697 236.34 448 1.000 bilinear +4.256 +0.867 -12
78 regnety_160 88.697 11.303 98.066 1.934 83.59 288 1.000 bicubic +4.995 +1.284 +24
79 pit_b_distilled_224 88.678 11.322 98.096 1.905 74.79 224 0.900 bicubic +4.520 +1.238 +1.237 +1
80 regnetz_d 88.652 11.348 98.087 1.913 27.58 320 0.950 bicubic +4.618 +1.217 +6
81 eca_nfnet_l1 88.633 11.367 98.132 1.868 41.41 320 1.000 bicubic +4.601 +1.100 +6
82 vit_small_patch16_384 88.624 11.376 98.239 1.761 22.20 384 1.000 bicubic +4.830 +1.131 +16
89 crossvit_18_dagger_408 88.477 11.523 97.895 2.105 44.61 408 1.000 bicubic +4.293 +1.073 -11
90 cait_s24_224 88.451 11.549 97.950 2.050 46.92 224 1.000 bicubic +4.989 +1.384 +17
91 resmlp_big_24_distilled_224 88.447 11.553 97.940 2.060 129.14 224 0.875 bicubic +4.851 +1.284 +14
92 tf_efficientnet_b3_ns 88.441 11.559 98.031 1.968 12.23 300 0.904 bicubic +4.399 +1.124 +1.123 -7
93 resnetv2_101x3_bitm 88.430 11.570 98.153 1.847 387.93 448 1.000 bilinear +4.000 +0.781 -25
94 resnest200e 88.424 11.576 98.049 1.951 70.20 320 0.909 bicubic +4.576 +1.159 -2
95 vit_large_r50_s32_224 88.424 11.576 98.072 1.928 328.99 224 0.900 bicubic +3.984 +1.102 +0.918 -29 -28
96 resnetv2_50x3_bitm 88.415 11.585 98.183 1.817 217.32 448 1.000 bilinear +4.431 +1.053 -8
97 tf_efficientnetv2_s 88.396 11.604 97.927 2.073 21.46 384 1.000 bicubic +4.498 +1.229 -7
98 efficientnet_b4 88.366 11.634 97.957 2.043 19.34 384 1.000 bicubic +4.936 +1.363 +10
122 vit_base_patch32_384 87.898 12.101 98.021 1.979 88.30 384 1.000 bicubic +4.552 +1.177 -9
123 twins_pcpvt_large 87.879 12.121 97.859 2.142 60.99 224 0.900 bicubic +4.741 +1.251 -5
124 regnetz_c 87.854 12.146 97.816 2.184 13.46 320 0.940 bicubic +5.338 +1.456 +19
125 deit_base_patch16_384 87.852 12.149 97.510 2.490 86.86 384 1.000 bicubic +4.745 +4.746 +1.134 -4
126 xcit_small_12_p8_224 87.832 12.168 97.564 2.436 26.21 224 1.000 bicubic +4.486 +1.088 -12
127 resnetv2_50x1_bit_distilled 87.802 12.198 97.901 2.099 25.55 224 0.875 bicubic +4.980 +1.377 +2
128 tresnet_xl_448 87.792 12.208 97.466 2.534 78.44 448 0.875 bilinear +4.736 +1.282 -5
145 resnetv2_152x2_bit_teacher 87.491 12.509 97.807 2.193 236.34 224 0.875 bicubic +4.589 +1.239 -19
146 efficientnet_b3 87.452 12.548 97.679 2.321 12.23 320 1.000 bicubic +5.194 +1.563 +14
147 resnet61q 87.433 12.567 97.605 2.396 36.85 288 1.000 bicubic +4.911 +1.471 -5
148 cait_xxs24_384 87.399 12.601 97.613 2.387 12.03 384 1.000 bicubic +6.445 +6.523 +1.975 +2.321 +67 +70
149 resnet51q 87.388 12.612 97.581 2.419 35.70 288 1.000 bilinear +5.020 +1.405 +1
150 xcit_tiny_24_p8_224 87.375 12.625 97.634 2.366 12.11 224 1.000 bicubic +5.481 +1.650 +22
151 tresnet_l_448 87.373 12.627 97.489 2.511 55.99 448 0.875 bilinear +5.111 +1.509 +8
156 resnetv2_101 87.296 12.704 97.329 2.671 44.54 224 0.950 bicubic +5.264 +1.465 +11
157 ecaresnet101d 87.281 12.719 97.560 2.440 44.57 224 0.875 bicubic +5.109 +1.506 +6
158 pit_s_distilled_224 87.264 12.736 97.504 2.496 24.04 224 0.900 bicubic +5.270 +1.704 +10
159 resnest101e 87.262 12.738 97.558 2.442 48.28 256 0.875 bilinear +4.386 +1.245 +1.246 -31
160 resnetrs101 87.243 12.757 97.455 2.545 63.62 288 0.940 bicubic +4.949 +1.453 -3
161 mixer_b16_224_miil 87.230 12.770 97.417 2.583 59.88 224 0.875 bilinear +4.928 +1.703 -5
162 tresnet_xl 87.230 12.770 97.400 2.600 78.44 224 0.875 bilinear +5.172 +1.468 +4
163 xcit_tiny_12_p8_224_dist 87.224 12.776 97.442 2.558 6.71 224 1.000 bicubic +6.010 +6.078 +1.836 +1.464 +38 +40
164 convit_base 87.205 12.795 97.295 2.705 86.54 224 0.875 bicubic +4.913 +1.361 -6
165 tf_efficientnet_b3_ap 87.198 12.802 97.382 2.618 12.23 300 0.904 bicubic +5.376 +1.762 +10
166 xcit_tiny_12_p16_384_dist 87.198 12.802 97.468 2.532 6.72 384 1.000 bicubic +6.254 +6.328 +2.054 +2.162 +50 +53
167 visformer_small 87.185 12.815 97.320 2.679 40.22 224 0.900 bicubic +5.089 +1.443 +1.442 -2
168 crossvit_15_dagger_240 87.153 12.847 97.440 2.560 28.21 240 0.875 bicubic +4.843 +1.478 -14
169 xcit_small_24_p16_224 87.136 12.864 97.256 2.744 47.67 224 1.000 bicubic +4.558 +1.256 -30
170 convit_small 87.044 12.956 97.348 2.652 27.78 224 0.875 bicubic +5.632 +5.660 +1.602 +1.610 +19 +22
171 crossvit_15_240 87.038 12.962 97.423 2.577 27.53 240 0.875 bicubic +5.512 +5.524 +1.729 +1.679 +11 +12
172 jx_nest_tiny 87.014 12.986 97.380 2.620 17.06 224 0.875 bicubic +5.581 +5.629 +1.760 +1.844 +16 +18
173 tf_efficientnetv2_b3 87.014 12.986 97.303 2.697 14.36 300 0.904 bicubic +5.061 +1.519 -2
174 regnetz_b 87.012 12.988 97.429 2.571 9.72 288 0.940 bicubic +6.294 +6.402 +1.955 +2.113 +53 +56
175 xcit_small_12_p16_224 87.000 13.000 97.248 2.752 26.25 224 1.000 bicubic +5.024 +1.430 -5
176 deit_small_distilled_patch16_224 86.993 13.007 97.316 2.684 22.44 224 0.900 bicubic +5.791 +5.873 +1.938 +1.756 +26 +28
177 resmlp_36_distilled_224 86.987 13.013 97.273 2.727 44.69 224 0.875 bicubic +5.833 +5.887 +1.777 +1.939 +26 +29
178 xcit_large_24_p16_224 86.961 13.039 96.923 3.077 189.10 224 1.000 bicubic +4.063 +1.041 -51
179 xcit_medium_24_p16_224 86.940 13.060 97.096 2.904 84.40 224 1.000 bicubic +4.314 +1.120 -43
180 tnt_s_patch16_224 86.901 13.099 97.361 2.639 23.76 224 0.900 bicubic +5.387 +5.399 +1.617 +1.881 +3 +5
181 convmixer_1536_20 86.861 13.139 97.346 2.654 51.63 224 0.960 bicubic +5.485 +5.555 +1.736 +1.810 +12 +15
182 rexnet_200 86.854 13.146 97.282 2.718 16.37 224 0.875 bicubic +5.228 +1.610 -3
183 vit_small_patch16_224 86.852 13.148 97.598 2.402 22.05 224 0.900 bicubic +5.466 +5.506 +1.468 +2.062 +8 +11
184 ssl_resnext101_32x16d 86.850 13.150 97.519 2.481 194.03 224 0.875 bilinear +5.006 +1.429 -11
185 tf_efficientnet_b3 86.842 13.158 97.293 2.707 12.23 300 0.904 bicubic +5.196 +1.573 -7
186 vit_small_r26_s32_224 86.840 13.161 97.532 2.468 36.43 224 0.900 bicubic +5.001 +5.002 +1.506 -12
187 deit_base_patch16_224 86.827 13.173 97.056 2.944 86.57 224 0.900 bicubic +4.843 +1.314 -18
188 tresnet_m_448 86.814 13.186 97.210 2.791 31.39 448 0.875 bilinear +5.100 +1.640 -12
189 coat_mini 86.810 13.190 97.167 2.833 10.34 224 0.900 bicubic +5.528 +5.596 +1.773 +1.561 +9 +11
190 swsl_resnet50 86.801 13.199 97.491 2.509 25.56 224 0.875 bilinear +5.655 +5.759 +1.513 +2.291 +14 +17
191 tf_efficientnet_lite4 86.799 13.201 97.256 2.744 13.01 380 0.920 bilinear +5.259 +5.273 +1.596 +1.562 -10 -9
192 ssl_resnext101_32x8d 86.797 13.203 97.470 2.530 88.79 224 0.875 bilinear +5.197 +1.424 -12
193 tresnet_l 86.754 13.246 97.271 2.729 55.99 224 0.875 bilinear +5.270 +5.320 +1.651 -7 -5
194 twins_svt_small 86.754 13.246 97.175 2.825 24.06 224 0.900 bicubic +5.072 +1.497 -17
195 crossvit_base_240 86.735 13.265 97.122 2.878 105.03 240 0.875 bicubic +4.529 +1.294 -34
196 levit_256 86.733 13.267 97.261 2.739 18.89 224 0.900 bicubic +5.231 +5.283 +1.781 +1.743 -11 -9
197 crossvit_small_240 86.705 13.295 97.284 2.716 26.86 240 0.875 bicubic +5.675 +5.743 +1.818 +1.906 +13 +16
198 seresnext50_32x4d 86.705 13.295 97.207 2.793 27.56 224 0.875 bicubic +5.437 +5.503 +1.581 +1.829 +1 +3
199 pit_b_224 86.690 13.310 96.894 3.107 73.76 224 0.900 bicubic +4.246 +1.181 -53
200 tf_efficientnet_b1_ns 86.681 13.319 97.380 2.620 7.79 240 0.882 bicubic +5.297 +5.356 +1.642 +1.874 -8 -5
201 swin_tiny_patch4_window7_224 86.671 13.329 97.199 2.801 28.29 224 0.900 bicubic +5.285 +5.295 +1.663 +1.589 -11 -8
202 gernet_l 86.652 13.348 97.195 2.805 31.08 256 0.875 bilinear +5.306 +5.370 +1.659 +1.800 -7 -5
203 wide_resnet50_2 86.647 13.353 97.205 2.795 68.88 224 0.875 bicubic +5.197 +5.235 +1.687 +1.459 -16 -14
204 efficientnet_el 86.622 13.378 97.182 2.818 10.59 300 0.904 bicubic +5.316 +5.398 +1.646 +1.830 -7 -5
205 twins_pcpvt_small 86.609 13.391 97.342 2.658 24.11 224 0.900 bicubic +5.505 +5.579 +1.700 +1.876 +1 +4
206 resmlp_24_distilled_224 86.607 13.393 97.137 2.863 30.02 224 0.875 bicubic +5.847 +5.951 +1.917 +1.801 +18 +21
207 nf_resnet50 86.598 13.402 97.295 2.705 25.56 288 0.940 bicubic +5.942 +6.004 +1.959 +2.115 +21 +24
208 efficientnet_b3_pruned 86.585 13.415 97.186 2.814 9.86 300 0.904 bicubic +5.727 +5.853 +1.946 +1.620 +13 +16
209 sehalonet33ts 86.585 13.415 97.004 2.995 13.69 256 0.940 bicubic +5.603 +5.647 +1.732 +1.564 +4 +7
210 resnest50d_4s2x40d 86.581 13.419 97.271 2.729 30.42 224 0.875 bicubic +5.461 +5.549 +1.711 +2.249 -5 -2
211 repvgg_b3 86.570 13.430 97.143 2.857 123.09 224 0.875 bilinear +6.054 +6.108 +1.879 +1.935 +23 +26
212 xcit_tiny_24_p16_224_dist 86.543 13.457 97.214 2.786 12.12 224 1.000 bicubic +6.081 +6.139 +2.006 +2.190 +26 +29
213 ecaresnet50d 86.479 13.521 97.186 2.814 25.58 224 0.875 bicubic +5.859 +5.963 +1.878 +1.922 +17 +20
214 ssl_resnext101_32x4d 86.474 13.526 97.468 2.532 44.18 224 0.875 bilinear +5.552 +5.662 +1.738 +1.828 +4 +7
215 gcresnet50t 86.459 13.541 97.141 2.859 25.90 256 0.900 bicubic +5.521 +5.601 +1.701 +1.901 +2 +5
216 gluon_resnet152_v1s 86.453 13.547 97.122 2.878 60.32 224 0.875 bicubic +5.433 +5.499 +1.700 +1.484 -5 -2
217 haloregnetz_b 86.449 13.551 96.938 3.062 11.68 224 0.940 bicubic +5.407 +5.449 +1.738 +1.612 -9 -6
218 resnest50d_1s4x24d 86.440 13.560 97.152 2.848 25.68 224 0.875 bicubic +5.440 +5.496 +1.826 +1.738 -6 -3
219 resnetv2_50x1_bitm 86.440 13.560 97.605 2.396 25.55 448 1.000 bilinear +6.096 +6.138 +1.918 +2.186 +27 +30
220 repvgg_b3g4 halonet50ts 86.359 86.391 13.641 13.609 97.052 96.799 2.949 3.200 83.83 22.73 224 256 0.875 0.940 bilinear bicubic +6.141 +4.851 +1.948 +1.139 +38 -336
221 legacy_senet154 lamhalobotnet50ts_256 86.334 86.391 13.666 13.609 96.925 96.676 3.075 3.324 115.09 22.57 224 256 0.875 0.950 bilinear bicubic +5.007 +5.005 +1.419 +0.546 -25 -327
222 gernet_m halo2botnet50ts_256 86.325 86.372 13.675 13.628 97.092 96.761 2.908 3.239 21.14 22.64 224 256 0.875 0.950 bilinear bicubic +5.599 +4.866 +1.914 +0.675 +4 -335
223 cait_xxs36_224 repvgg_b3g4 86.321 86.359 13.679 13.641 97.113 97.052 2.887 2.949 17.30 83.83 224 1.000 0.875 bicubic bilinear +6.559 +6.215 +2.245 +2.080 +62 +41
224 pit_s_224 legacy_senet154 86.319 86.334 13.681 13.666 97.045 96.925 2.955 3.075 23.46 115.09 224 0.900 0.875 bicubic bilinear +5.219 +5.066 +1.711 +1.299 -17 -23
225 efficientnet_b2 gernet_m 86.310 86.325 13.690 13.675 96.990 97.092 3.010 2.908 9.11 21.14 288 224 1.000 0.875 bicubic bilinear +5.700 +5.705 +1.674 +1.784 +6 +7
226 vit_small_patch32_384 cait_xxs36_224 86.304 86.321 13.696 13.679 97.417 97.113 2.583 2.887 22.92 17.30 384 224 1.000 bicubic +5.818 +6.619 +1.819 +2.245 +9 +65
227 gluon_senet154 pit_s_224 86.274 86.319 13.726 13.681 96.936 97.045 3.064 2.955 115.09 23.46 224 0.875 0.900 bicubic +5.050 +5.299 +1.584 +1.623 -27 -14
228 resnest50d efficientnet_b2 86.231 86.310 13.769 13.690 97.064 96.990 2.936 3.010 27.48 9.11 224 288 0.875 1.000 bilinear bicubic +5.269 +5.824 +1.686 +1.392 -14 +9
229 convmixer_768_32 vit_small_patch32_384 86.220 86.304 13.780 13.696 97.030 97.417 2.970 2.583 21.11 22.92 224 384 0.960 1.000 bicubic +6.060 +5.850 +1.956 +2.165 +32 +12
230 efficientnet_el_pruned gluon_senet154 86.188 86.274 13.812 13.726 97.022 96.936 2.978 3.064 10.59 115.09 300 224 0.904 0.875 bicubic +5.900 +5.120 +1.800 +1.440 +21 -25
231 ecaresnet101d_pruned resnest50d 86.182 86.231 13.818 13.769 97.342 97.064 2.658 2.936 24.88 27.48 224 0.875 bicubic bilinear +5.370 +5.309 +1.702 +1.334 -9 -11
232 halonet50ts convmixer_768_32 86.175 86.220 13.825 13.780 96.785 97.030 3.215 2.970 22.73 21.11 256 224 0.940 0.960 bicubic +4.826 +6.134 +1.501 +2.038 -38 +35
233 rexnet_150 efficientnet_el_pruned 86.165 86.188 13.835 13.812 97.071 97.022 2.929 2.978 9.73 10.59 224 300 0.875 0.904 bicubic +5.855 +5.940 +1.911 +1.898 +15 +24
234 cspdarknet53 ecaresnet101d_pruned 86.152 86.182 13.848 13.818 97.013 97.342 2.987 2.658 27.64 24.88 256 224 0.887 0.875 bilinear bicubic +6.102 +5.456 +1.921 +2.164 +34 -6
235 inception_v4 rexnet_150 86.152 86.165 13.848 13.835 96.921 97.071 3.079 2.929 42.68 9.73 299 224 0.875 bicubic +6.008 +5.883 +1.949 +1.909 +27 +19
236 inception_resnet_v2 cspdarknet53 86.120 86.152 13.880 13.848 97.041 97.013 2.959 2.987 55.84 27.64 299 256 0.897 0.887 bicubic bilinear +5.672 +6.240 +1.733 +2.161 +4 +38
237 xcit_tiny_12_p8_224 inception_v4 86.118 86.152 13.882 13.848 97.084 96.921 2.917 3.079 6.71 42.68 224 299 1.000 0.875 bicubic +6.408 +6.084 +2.026 +2.017 +50 +31
238 ssl_resnext50_32x4d inception_resnet_v2 86.075 86.120 13.925 13.880 97.212 97.041 2.788 2.959 25.03 55.84 224 299 0.875 0.897 bilinear bicubic +5.773 +5.738 +1.794 +2.447 +12 +8
239 tf_efficientnet_el xcit_tiny_12_p8_224 86.071 86.118 13.929 13.882 96.966 97.084 3.034 2.917 10.59 6.71 300 224 0.904 1.000 bicubic +5.823 +6.454 +1.842 +2.218 +16 +54
240 ecaresnetlight ssl_resnext50_32x4d 86.045 86.075 13.955 13.925 97.069 97.212 2.931 2.788 30.16 25.03 224 0.875 bicubic bilinear +5.591 +5.827 +1.817 +2.142 -1 +16
241 gluon_resnet101_v1s tf_efficientnet_el 86.037 86.071 13.963 13.929 97.026 96.966 2.974 3.034 44.67 10.59 224 300 0.875 0.904 bicubic +5.755 +5.853 +1.864 +1.862 +11 +19
242 resnetv2_50 lambda_resnet50ts 86.020 86.052 13.980 13.948 96.911 96.744 3.089 3.256 25.55 21.54 224 256 0.950 bicubic +5.614 +4.948 +1.831 +1.102 -1 -315
243 gcresnext50ts ecaresnetlight 86.009 86.045 13.991 13.955 96.966 97.069 3.034 2.931 15.67 30.16 256 224 0.900 0.875 bicubic +5.415 +5.659 +1.786 +1.947 -11 +3
244 gluon_seresnext101_32x4d gluon_resnet101_v1s 86.007 86.037 13.993 13.963 96.979 97.026 3.021 2.974 48.96 44.67 224 0.875 bicubic +5.131 +5.795 +1.687 +2.264 -25 +15
245 seresnet33ts resnetv2_50 86.005 86.020 13.995 13.980 97.009 96.911 2.991 3.089 19.78 25.55 256 224 0.900 0.950 bicubic +5.633 +5.648 +1.895 +1.797 0 +3
246 resnet50d gcresnext50ts 85.994 86.009 14.006 13.991 96.985 96.966 3.015 3.034 25.58 15.67 224 256 0.875 0.900 bicubic +5.456 +5.533 +1.825 +1.764 -13 -7
247 tf_efficientnet_b2_ap gluon_seresnext101_32x4d 85.977 86.007 14.023 13.993 96.808 96.979 3.192 3.021 9.11 48.96 260 224 0.890 0.875 bicubic +5.671 +5.213 +1.776 +1.733 +2 -21
248 ecaresnet26t seresnet33ts 85.964 86.005 14.036 13.995 97.032 97.009 2.968 2.991 16.01 19.78 320 256 0.950 0.900 bicubic +6.130 +5.699 +1.948 +1.977 +32 +4
249 vit_base_patch32_224 resnet50d 85.960 85.994 14.040 14.006 97.128 96.985 2.872 3.015 88.22 25.58 224 0.900 0.875 bicubic +5.228 +5.526 +1.562 +2.053 -24 -9
250 gluon_seresnext101_64x4d tf_efficientnet_b2_ap 85.951 85.977 14.049 14.023 96.987 96.808 3.013 3.192 88.23 9.11 224 260 0.875 0.890 bicubic +5.081 +5.729 +1.681 +1.782 -30 +6
251 gluon_resnet152_v1d ecaresnet26t 85.906 85.964 14.094 14.036 96.808 97.032 3.192 2.968 60.21 16.01 224 320 0.875 0.950 bicubic +5.430 +6.164 +1.606 +2.418 -15 +35
252 vit_large_patch32_384 vit_base_patch32_224 85.902 85.960 14.098 14.040 97.370 97.128 2.630 2.872 306.63 88.22 384 224 1.000 0.900 bicubic +4.396 +5.334 +1.284 +2.126 -68 -20
253 tf_efficientnetv2_b2 gluon_seresnext101_64x4d 85.900 85.951 14.100 14.049 96.883 96.987 3.117 3.013 10.10 88.23 260 224 0.890 0.875 bicubic +5.686 +5.191 +1.839 +1.767 +6 -26
254 tf_efficientnet_b2 gluon_resnet152_v1d 85.881 85.906 14.119 14.094 96.855 96.808 3.145 3.192 9.11 60.21 260 224 0.890 0.875 bicubic +5.813 +5.458 +1.951 +1.500 +12 -11
255 vit_base_patch16_sam_224 vit_large_patch32_384 85.879 85.902 14.121 14.098 96.706 97.370 3.294 2.630 86.57 306.63 224 384 0.900 1.000 bicubic +5.637 +4.418 +1.944 +1.750 +1 -65
256 repvgg_b2g4 tf_efficientnetv2_b2 85.857 85.900 14.143 14.100 96.821 96.883 3.179 3.117 61.76 10.10 224 260 0.875 0.890 bilinear bicubic +6.477 +5.758 +2.127 +2.239 +48 +10
257 seresnet50 tf_efficientnet_b2 85.830 85.881 14.170 14.119 97.002 96.855 2.998 3.145 28.09 9.11 224 260 0.875 0.890 bicubic +5.582 +5.903 +1.932 +1.919 -3 +16
258 gluon_resnet101_v1d vit_base_patch16_sam_224 85.827 85.879 14.173 14.121 96.661 96.706 3.339 3.294 44.57 86.57 224 0.875 0.900 bicubic +5.423 +5.707 +1.637 +1.802 -16 +5
259 gcresnet33ts repvgg_b2g4 85.804 85.857 14.196 14.143 96.896 96.821 3.104 3.179 19.88 61.76 256 224 0.900 0.875 bicubic bilinear +5.718 +6.545 +1.904 +2.299 +6 +52
260 mixnet_xl seresnet50 85.785 85.830 14.215 14.170 96.721 97.002 3.280 2.998 11.90 28.09 224 0.875 bicubic +5.317 +5.616 +1.788 +1.958 -23 +2
261 ens_adv_inception_resnet_v2 gluon_resnet101_v1d 85.781 85.827 14.220 14.173 96.757 96.661 3.243 3.339 55.84 44.57 299 224 0.897 0.875 bicubic +5.802 +5.483 +1.821 +0.975 +9 -12
262 cspresnext50 gcresnet33ts 85.763 85.804 14.237 14.196 96.838 96.896 3.162 3.104 20.57 19.88 224 256 0.875 0.900 bilinear bicubic +5.711 +5.810 +1.888 +2.060 +5 +10
263 tf_efficientnet_lite3 mixnet_xl 85.759 85.785 14.241 14.215 96.894 96.721 3.107 3.280 8.20 11.90 300 224 0.904 0.875 bilinear bicubic +5.939 +5.379 +1.984 +1.641 +19 -19
264 gluon_resnext101_32x4d ens_adv_inception_resnet_v2 85.744 85.781 14.256 14.220 96.616 96.757 3.384 3.243 44.18 55.84 224 299 0.875 0.897 bicubic +5.406 +5.897 +1.708 +1.825 -17 +13
265 ese_vovnet39b cspresnext50 85.742 85.763 14.258 14.237 96.902 96.838 3.098 3.162 24.57 20.57 224 0.875 bicubic bilinear +6.438 +5.839 +2.178 +2.010 +44 +9
266 legacy_seresnext101_32x4d tf_efficientnet_lite3 85.738 85.759 14.262 14.241 96.763 96.894 3.237 3.107 48.96 8.20 224 300 0.875 0.904 bilinear +5.516 +6.029 +1.751 +2.132 -9 +23
267 eca_resnet33ts gluon_resnext101_32x4d 85.736 85.744 14.264 14.256 96.900 96.616 3.100 3.384 19.68 44.18 256 224 0.900 0.875 bicubic +5.640 +5.456 +1.926 +1.394 -3 -13
268 xcit_tiny_24_p16_224 ese_vovnet39b 85.736 85.742 14.264 14.258 96.938 96.902 3.062 3.098 12.12 24.57 224 1.000 0.875 bicubic +6.284 +6.448 +2.050 +2.528 +33 +48
269 cspresnet50 legacy_seresnext101_32x4d 85.725 85.738 14.275 14.262 96.802 96.763 3.198 3.237 21.62 48.96 256 224 0.887 0.875 bilinear +6.149 +5.578 +2.100 +1.689 +26 -5
270 regnety_320 xcit_tiny_24_p16_224 85.723 85.736 14.277 14.264 96.727 96.938 3.273 3.062 145.05 12.12 224 0.875 1.000 bicubic +4.929 +6.372 +1.481 +2.514 -47 +37
271 gluon_resnext101_64x4d eca_resnet33ts 85.704 85.736 14.296 14.264 96.646 96.900 3.354 3.100 83.46 19.68 224 256 0.875 0.900 bicubic +5.078 +5.686 +1.644 +1.808 -42 +1
272 resnet50 cspresnet50 85.704 85.725 14.296 14.275 96.490 96.802 3.510 3.198 25.56 21.62 224 256 0.950 0.887 bicubic bilinear +5.322 +6.251 +1.896 +2.082 -28 +30
273 resmlp_big_24_224 regnety_320 85.697 85.723 14.303 14.277 96.417 96.727 3.583 3.273 129.14 145.05 224 0.875 bicubic +4.665 +5.005 +1.395 +1.253 -64 -43
274 xception71 resnet50 85.693 85.704 14.307 14.296 96.772 96.490 3.228 3.510 42.34 25.56 299 224 0.903 0.950 bicubic +5.809 +5.394 +1.840 +1.330 0 -24
275 efficientnet_em gluon_resnext101_64x4d 85.691 85.704 14.309 14.296 96.941 96.646 3.059 3.354 6.90 83.46 240 224 0.882 0.875 bicubic +6.431 +5.166 +2.148 +1.486 +40 -38
276 deit_small_patch16_224 resmlp_big_24_224 85.663 85.697 14.337 14.303 96.906 96.417 3.094 3.583 22.05 129.14 224 0.900 0.875 bicubic +5.797 +4.715 +1.850 +1.145 +1 -60
277 dpn107 xception71 85.650 85.693 14.350 14.307 96.725 96.772 3.275 3.228 86.92 42.34 224 299 0.875 0.903 bicubic +5.478 +5.833 +1.821 +1.970 -17 +4
278 pit_xs_distilled_224 efficientnet_em 85.644 85.691 14.356 14.309 96.665 96.941 3.335 3.059 11.00 6.90 224 240 0.900 0.882 bicubic +6.350 +6.499 +2.291 +2.502 +35 +46
279 efficientnet_b2_pruned deit_small_patch16_224 85.637 85.663 14.363 14.337 96.746 96.906 3.254 3.094 8.31 22.05 260 224 0.890 0.900 bicubic +5.731 +5.829 +1.892 +2.082 -6 +5
280 resmlp_36_224 dpn107 85.623 85.650 14.377 14.350 96.795 96.725 3.205 3.275 44.69 86.92 224 0.875 bicubic +5.846 +5.554 +1.909 +1.751 +4 -13
281 levit_192 pit_xs_distilled_224 85.586 85.644 14.414 14.356 96.744 96.665 3.256 3.335 10.95 11.00 224 0.900 bicubic +5.726 +6.416 +1.942 +2.019 -3 +39
282 gluon_resnet152_v1c efficientnet_b2_pruned 85.576 85.637 14.425 14.363 96.652 96.746 3.348 3.254 60.21 8.31 224 260 0.875 0.890 bicubic +5.664 +5.771 +1.800 +1.690 -10 -2
283 ecaresnet50d_pruned resmlp_36_224 85.573 85.623 14.427 14.377 96.934 96.795 3.066 3.205 19.94 44.69 224 0.875 bicubic +5.867 +5.916 +2.060 +1.921 +5 +8
284 resnext50d_32x4d levit_192 85.561 85.586 14.439 14.414 96.746 96.744 3.254 3.256 25.05 10.95 224 0.875 0.900 bicubic +5.897 +5.766 +1.880 +1.834 +7 +1
285 tf_efficientnetv2_b1 gluon_resnet152_v1c 85.556 85.576 14.444 14.425 96.721 96.652 3.280 3.348 8.14 60.21 240 224 0.882 0.875 bicubic +6.082 +5.706 +2.001 +1.682 +14 -6
286 regnety_120 ecaresnet50d_pruned 85.541 85.573 14.459 14.427 96.774 96.934 3.226 3.066 51.82 19.94 224 0.875 bicubic +5.155 +5.919 +1.652 +2.330 -43 +9
287 regnetx_320 resnext50d_32x4d 85.516 85.561 14.484 14.439 96.667 96.746 3.333 3.254 107.81 25.05 224 0.875 bicubic +5.268 +5.985 +1.641 +2.044 -34 +11
288 nf_regnet_b1 tf_efficientnetv2_b1 85.496 85.556 14.504 14.444 96.791 96.721 3.209 3.280 10.22 8.14 288 240 0.900 0.882 bicubic +6.200 +6.170 +2.049 +2.174 +24 +18
289 dpn92 regnety_120 85.484 85.541 14.516 14.459 96.635 96.774 3.365 3.226 37.67 51.82 224 0.875 bicubic +5.490 +5.203 +1.799 +1.866 -20 -39
290 rexnet_130 regnetx_320 85.465 85.516 14.536 14.484 96.686 96.667 3.314 3.333 7.56 107.81 224 0.875 bicubic +5.968 +5.294 +2.012 +1.655 +8 -30
291 gluon_resnet152_v1b nf_regnet_b1 85.458 85.496 14.542 14.504 96.560 96.791 3.440 3.209 60.19 10.22 224 288 0.875 0.900 bicubic +5.778 +6.260 +1.824 +1.959 -1 +28
292 resnetrs50 dpn92 85.433 85.484 14.568 14.516 96.731 96.635 3.269 3.365 35.69 37.67 224 0.910 0.875 bicubic +5.562 +5.578 +1.761 +1.781 -16
293 dpn131 rexnet_130 85.411 85.465 14.589 14.536 96.637 96.686 3.363 3.314 79.25 7.56 224 0.875 bicubic +5.577 +6.025 +1.925 +2.042 -14 +12
294 dla102x2 gluon_resnet152_v1b 85.383 85.458 14.617 14.542 96.635 96.560 3.365 3.440 41.28 60.19 224 0.875 bilinear bicubic +5.943 +5.852 +1.991 +1.830 +8 +3
295 regnetx_160 resnetrs50 85.364 85.433 14.636 14.568 96.633 96.731 3.367 3.269 54.28 35.69 224 0.875 0.910 bicubic +5.530 +5.599 +1.809 +1.647 -14 -12
296 gmlp_s16_224 dpn131 85.349 85.411 14.651 14.589 96.641 96.637 3.358 3.363 19.42 79.25 224 0.875 bicubic +5.707 +5.649 +2.019 +1.769 -3 -8
297 gluon_seresnext50_32x4d dla102x2 85.343 85.383 14.657 14.617 96.671 96.635 3.329 3.365 27.56 41.28 224 0.875 bicubic bilinear +5.419 +6.057 +1.843 +2.267 -26 +12
298 skresnext50_32x4d regnetx_160 85.315 85.364 14.685 14.636 96.394 96.633 3.606 3.367 27.48 54.28 224 0.875 bicubic +5.173 +5.588 +1.750 +1.747 -35 -11
299 gluon_resnet101_v1c gmlp_s16_224 85.311 85.349 14.689 14.651 96.415 96.641 3.585 3.358 44.57 19.42 224 0.875 bicubic +5.777 +5.815 +1.827 +2.053 -2 +1
300 dpn98 gluon_seresnext50_32x4d 85.309 85.343 14.691 14.657 96.466 96.671 3.534 3.329 61.57 27.56 224 0.875 bicubic +5.655 +5.471 +1.862 +1.839 -8 -22
301 xception65 botnet26t_256 85.304 85.334 14.696 14.666 96.633 96.635 3.367 3.365 39.92 12.49 299 256 0.903 0.950 bicubic +5.758 +6.120 +1.973 +2.063 -5 -202
302 lambda_resnet26t skresnext50_32x4d 85.300 85.315 14.700 14.685 96.723 96.394 3.277 3.606 10.96 27.48 256 224 0.940 0.875 bicubic +6.192 +5.263 +2.135 +1.444 +21 -31
303 regnety_064 gluon_resnet101_v1c 85.287 85.311 14.713 14.689 96.633 96.415 3.367 3.585 30.58 44.57 224 0.875 bicubic +5.557 +5.859 +1.871 +1.527 -17 +2
304 dpn68b dpn98 85.285 85.309 14.715 14.691 96.473 96.466 3.527 3.534 12.61 61.57 224 0.875 bicubic +6.069 +5.763 +2.051 +1.806 +15 -4
305 resnetblur50 xception65 85.277 85.304 14.723 14.696 96.516 96.633 3.484 3.367 25.56 39.92 224 299 0.875 0.903 bicubic +5.977 +5.848 +1.986 +1.979 +5 -1
306 resmlp_24_224 lambda_resnet26t 85.275 85.300 14.726 14.700 96.499 96.723 3.502 3.277 30.02 10.96 224 256 0.875 0.940 bicubic +5.888 +6.280 +1.953 +2.361 -3 +27
307 coat_lite_mini regnety_064 85.249 85.287 14.751 14.713 96.684 96.633 3.316 3.367 11.01 30.58 224 0.900 0.875 bicubic +6.149 +5.607 +2.082 +1.897 +17 -13
308 resnet33ts dpn68b 85.242 85.285 14.758 14.715 96.620 96.473 3.380 3.527 19.68 12.61 256 224 0.900 0.875 bicubic +6.028 +6.207 +2.048 +2.041 +12 +21
309 resnext50_32x4d resnetblur50 85.232 85.277 14.768 14.723 96.526 96.516 3.474 3.484 25.03 25.56 224 0.875 bicubic +5.432 +6.017 +1.912 +1.724 -27 +10
310 regnety_080 resmlp_24_224 85.232 85.275 14.768 14.726 96.635 96.499 3.365 3.502 39.18 30.02 224 0.875 bicubic +5.360 +5.953 +1.803 +1.985 -34 +1
311 cait_xxs24_224 coat_lite_mini 85.221 85.249 14.779 14.751 96.718 96.684 3.282 3.316 11.96 11.01 224 1.000 0.900 bicubic +6.845 +6.269 +2.402 +2.504 +50 +23
312 halonet26t resnet33ts 85.213 85.242 14.787 14.758 96.466 96.620 3.534 3.380 12.48 19.68 256 0.950 0.900 bicubic +6.079 +6.178 +2.150 +2.160 +10 +18
313 xcit_tiny_12_p16_224_dist resnext50_32x4d 85.206 85.232 14.794 14.768 96.605 96.526 3.395 3.474 6.72 25.03 224 1.000 0.875 bicubic +6.626 +5.522 +2.401 +1.468 +33 -23
314 resnext101_32x8d regnety_080 85.187 85.232 14.813 14.768 96.449 96.635 3.551 3.365 88.79 39.18 224 0.875 bilinear bicubic +5.875 +5.398 +1.927 +1.923 -6 -30
315 gluon_inception_v3 cait_xxs24_224 85.183 85.221 14.817 14.779 96.531 96.718 3.470 3.282 23.83 11.96 299 224 0.875 1.000 bicubic +6.385 +6.979 +2.151 +2.814 +24 +56
316 resnet32ts halonet26t 85.174 85.213 14.826 14.787 96.624 96.466 3.376 3.534 17.96 12.48 256 0.900 0.950 bicubic +6.154 +6.165 +2.262 +2.070 +13 +16
317 hrnet_w48 xcit_tiny_12_p16_224_dist 85.155 85.206 14.845 14.794 96.490 96.605 3.510 3.395 77.47 6.72 224 0.875 1.000 bilinear bicubic +5.833 +6.740 +1.976 +2.595 -10 +39
318 regnetx_120 resnext101_32x8d 85.138 85.187 14.862 14.813 96.473 96.449 3.527 3.551 46.11 88.79 224 0.875 bicubic bilinear +5.532 +5.891 +1.743 +1.707 -24 -2
319 gluon_resnet101_v1b gluon_inception_v3 85.129 85.183 14.871 14.817 96.370 96.531 3.630 3.470 44.55 23.83 224 299 0.875 bicubic +5.829 +6.525 +1.734 +2.160 -8 +30
320 tf_efficientnet_b1_ap resnet32ts 85.129 85.174 14.871 14.826 96.407 96.624 3.593 3.376 7.79 17.96 240 256 0.882 0.900 bicubic +5.855 +6.320 +2.105 +2.340 -6 +19
321 xception hrnet_w48 85.129 85.155 14.871 14.845 96.477 96.490 3.523 3.510 22.86 77.47 299 224 0.897 0.875 bicubic bilinear +6.081 +5.855 +2.081 +1.854 +7 -6
322 gluon_xception65 regnetx_120 85.123 85.138 14.877 14.862 96.599 96.473 3.401 3.527 39.92 46.11 299 224 0.903 0.875 bicubic +5.421 +5.642 +1.731 +1.799 -33 -20
323 hrnet_w64 tf_efficientnet_b1_ap 85.117 85.129 14.883 14.871 96.746 96.407 3.254 3.593 128.06 7.79 224 240 0.875 0.882 bilinear bicubic +5.660 +5.909 +2.092 +1.861 -23 -2
324 ssl_resnet50 xception 85.104 85.129 14.896 14.871 96.862 96.477 3.139 3.523 25.56 22.86 224 299 0.875 0.897 bilinear bicubic +5.868 +6.239 +2.029 +2.095 -8 +13
325 res2net101_26w_4s gluon_resnet101_v1b 85.089 85.129 14.911 14.871 96.385 96.370 3.615 3.630 45.21 44.55 224 0.875 bilinear bicubic +5.897 +5.855 +1.947 +2.068 -4 -5
326 lambda_resnet26rpt_256 eca_botnext26ts_256 85.084 85.127 14.916 14.873 96.558 96.511 3.442 3.489 10.99 10.59 256 0.940 0.950 bicubic +6.116 +5.911 +2.130 +2.089 +6 -204
327 tf_efficientnet_cc_b1_8e gluon_xception65 85.072 85.123 14.928 14.877 96.424 96.599 3.576 3.401 39.72 39.92 240 299 0.882 0.903 bicubic +5.746 +5.481 +2.056 +1.977 -21 -29
328 xcit_nano_12_p8_384_dist hrnet_w64 85.029 85.117 14.971 14.883 96.629 96.746 3.371 3.254 3.05 128.06 384 224 1.000 0.875 bicubic bilinear +7.211 +5.737 +2.595 +2.052 +62 -19
329 gluon_resnext50_32x4d ssl_resnet50 85.010 85.104 14.990 14.896 96.426 96.862 3.574 3.139 25.03 25.56 224 0.875 bicubic bilinear +5.646 +5.970 +2.002 +2.546 -24 -2
330 tf_efficientnet_b0_ns res2net101_26w_4s 85.003 85.089 14.997 14.911 96.496 96.385 3.504 3.615 5.29 45.21 224 0.875 bicubic bilinear +6.345 +6.029 +2.126 +1.919 +15 +2
331 resnest26d lambda_resnet26rpt_256 84.997 85.084 15.003 14.916 96.629 96.558 3.371 3.442 17.07 10.99 224 256 0.875 0.940 bilinear bicubic +6.519 +6.280 +2.333 +2.212 +20 +12
332 coat_tiny tf_efficientnet_cc_b1_8e 84.969 85.072 15.031 14.928 96.409 96.424 3.591 3.576 5.50 39.72 224 240 0.900 0.882 bicubic +6.535 +5.772 +2.375 +1.894 +25 -17
333 regnety_040 xcit_nano_12_p8_384_dist 84.948 85.029 15.052 14.971 96.601 96.629 3.399 3.371 20.65 3.05 224 384 0.875 1.000 bicubic +5.720 +7.443 +1.955 +3.025 -16 +68
334 eca_halonext26ts gluon_resnext50_32x4d 84.918 85.010 15.082 14.990 96.445 96.426 3.555 3.574 10.76 25.03 256 224 0.940 0.875 bicubic +6.078 +5.706 +2.189 +1.702 +2 -20
335 dla169 tf_efficientnet_b0_ns 84.914 85.003 15.086 14.997 96.522 96.496 3.478 3.504 53.39 5.29 224 0.875 bilinear bicubic +6.216 +6.525 +2.190 +2.200 +7 +21
336 legacy_seresnext50_32x4d resnest26d 84.909 84.997 15.091 15.003 96.437 96.629 3.563 3.371 27.56 17.07 224 0.875 bilinear +5.831 +6.563 +2.005 +2.595 -11 +26
337 tf_efficientnet_b1 coat_tiny 84.907 84.969 15.093 15.031 96.362 96.409 3.638 3.591 7.79 5.50 240 224 0.882 0.900 bicubic +6.071 +6.647 +2.168 +2.365 0 +31
338 hrnet_w44 regnety_040 84.886 84.948 15.114 15.052 96.432 96.601 3.568 3.399 67.06 20.65 224 0.875 bilinear bicubic +5.996 +5.840 +2.050 +2.013 -4 -10
339 regnetx_080 eca_halonext26ts 84.875 84.918 15.125 15.082 96.428 96.445 3.572 3.555 39.57 10.76 224 256 0.875 0.940 bicubic +5.655 +6.220 +1.882 +2.113 -21 +8
340 gluon_resnet50_v1s dla169 84.852 84.914 15.148 15.086 96.447 96.522 3.553 3.478 25.68 53.39 224 0.875 bicubic bilinear +6.156 +6.382 +2.199 +2.238 +3 +13
341 res2net50_26w_8s legacy_seresnext50_32x4d 84.843 84.909 15.157 15.091 96.338 96.437 3.662 3.563 48.40 27.56 224 0.875 bilinear +5.863 +5.929 +2.054 +2.153 -10 -5
342 dla60_res2next tf_efficientnet_b1 84.828 84.907 15.172 15.093 96.413 96.362 3.587 3.638 17.03 7.79 224 240 0.875 0.882 bilinear bicubic +6.386 +6.211 +2.255 +2.114 +13 +6
343 mixnet_l hrnet_w44 84.826 84.886 15.174 15.114 96.328 96.432 3.672 3.568 7.33 67.06 224 0.875 bicubic bilinear +5.846 +6.092 +2.148 +2.006 -13 +2
344 levit_128 regnetx_080 84.822 84.875 15.178 15.125 96.351 96.428 3.649 3.572 9.21 39.57 224 0.900 0.875 bicubic +6.356 +5.775 +2.341 +1.826 +8 -15
345 dla60_res2net gluon_resnet50_v1s 84.820 84.852 15.180 15.148 96.481 96.447 3.519 3.553 20.85 25.68 224 0.875 bilinear bicubic +6.358 +6.340 +2.273 +2.221 +8 +9
346 vit_tiny_patch16_384 res2net50_26w_8s 84.820 84.843 15.180 15.157 96.714 96.338 3.286 3.662 5.79 48.40 384 224 1.000 0.875 bicubic bilinear +6.374 +6.003 +2.170 +2.082 +8 -5
347 tv_resnet152 dla60_res2next 84.818 84.828 15.182 15.172 96.219 96.413 3.781 3.587 60.19 17.03 224 0.875 bilinear +6.496 +6.452 +2.175 +2.097 +16 +19
348 dla102x mixnet_l 84.813 84.826 15.187 15.174 96.548 96.328 3.452 3.672 26.31 7.33 224 0.875 bilinear bicubic +6.301 +5.990 +2.322 +2.134 +1 -6
349 gluon_resnet50_v1d levit_128 84.811 84.822 15.189 15.178 96.394 96.351 3.606 3.649 25.58 9.21 224 0.875 0.900 bicubic +5.747 +6.414 +1.934 +2.175 -23 +14
350 xception41 dla60_res2net 84.809 84.820 15.191 15.180 96.413 96.481 3.587 3.519 26.97 20.85 299 224 0.903 0.875 bicubic bilinear +6.277 +6.436 +2.129 +2.217 -2 +14
351 pit_xs_224 vit_tiny_patch16_384 84.783 84.820 15.217 15.180 96.505 96.714 3.495 3.286 10.62 5.79 224 384 0.900 1.000 bicubic +6.599 +6.442 +2.341 +2.610 +18 +14
352 regnetx_064 tv_resnet152 84.783 84.818 15.217 15.182 96.492 96.219 3.508 3.781 26.21 60.19 224 0.875 bicubic bilinear +5.723 +6.634 +2.026 +2.055 -25 +22
353 hrnet_w40 dla102x 84.745 84.813 15.255 15.187 96.556 96.548 3.444 3.452 57.56 26.31 224 0.875 bilinear +5.819 +6.371 +2.078 +2.390 -20 +7
354 repvgg_b2 gluon_resnet50_v1d 84.726 84.811 15.274 15.189 96.484 96.394 3.517 3.606 89.02 25.58 224 0.875 bilinear bicubic +5.932 +5.843 +2.058 +1.966 -14 -17
355 res2net50_26w_6s xception41 84.724 84.809 15.276 15.191 96.274 96.413 3.726 3.587 37.05 26.97 224 299 0.875 0.903 bilinear bicubic +6.158 +6.363 +2.156 +1.869 -8 +4
356 resmlp_12_distilled_224 regnetx_064 84.707 84.783 15.293 15.217 96.225 96.492 3.775 3.508 15.35 26.21 224 0.875 bicubic +6.763 +5.857 +2.663 +2.014 +25 -19
357 legacy_seresnet152 pit_xs_224 84.696 84.783 15.304 15.217 96.417 96.505 3.583 3.495 66.82 10.62 224 0.875 0.900 bilinear bicubic +6.034 +6.731 +2.041 +2.837 -13 +24
358 selecsls60b hrnet_w40 84.655 84.745 15.345 15.255 96.298 96.556 3.702 3.444 32.77 57.56 224 0.875 bicubic bilinear +6.247 +5.947 +2.122 +2.176 0 -14
359 hrnet_w32 repvgg_b2 84.653 84.726 15.347 15.274 96.413 96.484 3.587 3.517 41.23 89.02 224 0.875 bilinear +6.211 +6.146 +2.217 +2.280 -3 -8
360 bat_resnext26ts res2net50_26w_6s 84.640 84.724 15.360 15.276 96.285 96.274 3.715 3.726 10.73 37.05 256 224 0.900 0.875 bicubic bilinear +6.378 +6.262 +2.185 +2.066 +4 -2
361 tf_efficientnetv2_b0 resmlp_12_distilled_224 84.625 84.707 15.375 15.293 96.272 96.225 3.728 3.775 7.14 15.35 224 0.875 bicubic +6.255 +6.847 +2.246 +2.579 +1 +31
362 efficientnet_b1 legacy_seresnet152 84.615 84.696 15.385 15.304 96.336 96.417 3.664 3.583 7.79 66.82 256 224 1.000 0.875 bicubic bilinear +5.811 +6.212 +1.990 +2.163 -24 -7
363 regnetx_040 selecsls60b 84.600 84.655 15.400 15.345 96.385 96.298 3.615 3.702 22.12 32.77 224 0.875 bicubic +6.116 +6.393 +2.131 +2.198 -13 +6
364 efficientnet_es hrnet_w32 84.591 84.653 15.409 15.347 96.315 96.413 3.685 3.587 5.44 41.23 224 0.875 bicubic bilinear +6.509 +6.283 +2.371 +2.387 +10 +3
365 hrnet_w30 bat_resnext26ts 84.591 84.640 15.409 15.360 96.392 96.285 3.608 3.715 37.71 10.73 224 256 0.875 0.900 bilinear bicubic +6.389 +6.490 +2.164 +2.199 +3 +10
366 tf_mixnet_l tf_efficientnetv2_b0 84.559 84.625 15.441 15.375 96.247 96.272 3.753 3.728 7.33 7.14 224 0.875 bicubic +5.781 +6.423 +2.247 +2.044 -25 +7
367 wide_resnet101_2 efficientnet_b1 84.555 84.615 15.445 15.385 96.351 96.336 3.649 3.664 126.89 7.79 224 256 0.875 1.000 bilinear bicubic +5.701 +5.953 +2.067 +1.960 -32 -18
368 dla60x regnetx_040 84.529 84.600 15.471 15.400 96.291 96.385 3.709 3.615 17.35 22.12 224 0.875 bilinear bicubic +6.283 +6.158 +2.267 +2.189 -2 -7
369 legacy_seresnet101 hrnet_w30 84.502 84.591 15.498 15.409 96.338 96.392 3.662 3.608 49.33 37.71 224 0.875 bilinear +6.118 +6.509 +2.074 +2.448 -10 +9
370 resnet26t efficientnet_es 84.465 84.591 15.535 15.409 96.210 96.315 3.790 3.685 16.01 5.44 256 224 0.940 0.875 bicubic +6.593 +6.613 +2.376 +2.573 +14 +16
371 tf_efficientnet_em tf_mixnet_l 84.463 84.559 15.537 15.441 96.178 96.247 3.822 3.753 6.90 7.33 240 224 0.882 0.875 bicubic +6.321 +5.993 +2.120 +2.129 0 -19
372 coat_lite_tiny wide_resnet101_2 84.457 84.555 15.543 15.445 96.370 96.351 3.630 3.649 5.72 126.89 224 0.900 0.875 bicubic bilinear +6.943 +5.777 +2.454 +2.351 +28 -26
373 efficientnet_b1_pruned dla60x 84.399 84.529 15.601 15.471 96.138 96.291 3.862 3.709 6.33 17.35 240 224 0.882 0.875 bicubic bilinear +6.149 +6.395 +2.302 +2.435 -8 +4
374 repvgg_b1 legacy_seresnet101 84.399 84.502 15.601 15.498 96.202 96.338 3.798 3.662 57.42 49.33 224 0.875 bilinear +6.021 +6.252 +2.098 +2.502 -14 -4
375 res2net50_26w_4s resnet26t 84.371 84.465 15.629 15.535 96.080 96.210 3.920 3.790 25.70 16.01 224 256 0.875 0.940 bilinear bicubic +6.385 +6.647 +2.232 +2.176 +3 +20
376 hardcorenas_f tf_efficientnet_em 84.322 84.463 15.678 15.537 96.027 96.178 3.973 3.822 8.20 6.90 224 240 0.875 0.882 bilinear bicubic +6.218 +6.457 +2.233 +2.190 -3 +6
377 res2net50_14w_8s coat_lite_tiny 84.307 84.457 15.693 15.543 96.074 96.370 3.926 3.630 25.06 5.72 224 0.875 0.900 bilinear bicubic +6.173 +7.105 +2.218 +2.734 -5 +34
378 selecsls60 efficientnet_b1_pruned 84.282 84.399 15.718 15.601 96.091 96.138 3.909 3.862 30.67 6.33 224 240 0.875 0.882 bicubic +6.298 +6.257 +2.259 +2.080 +1 -2
379 regnetx_032 repvgg_b1 84.230 84.399 15.770 15.601 96.255 96.202 3.745 3.798 15.30 57.42 224 0.875 bicubic bilinear +6.080 +6.153 +2.169 +2.178 -9 -8
380 res2next50 res2net50_26w_4s 84.230 84.371 15.770 15.629 96.003 96.080 3.997 3.920 24.67 25.70 224 0.875 bilinear +5.988 +6.499 +2.099 +2.246 -13 +9
381 gluon_resnet50_v1c hardcorenas_f 84.209 84.322 15.791 15.678 96.165 96.027 3.835 3.973 25.58 8.20 224 0.875 bicubic bilinear +6.203 +6.338 +2.177 +2.195 -4 +3
382 dla102 res2net50_14w_8s 84.192 84.307 15.808 15.693 96.223 96.074 3.777 3.926 33.27 25.06 224 0.875 bilinear +6.164 +6.321 +2.265 +2.226 -6 +1
383 gcresnext26ts selecsls60 84.181 84.282 15.819 15.718 96.084 96.091 3.916 3.909 10.48 30.67 256 224 0.900 0.875 bicubic +6.361 +6.418 +2.258 +2.367 +6 +7
384 rexnet_100 res2next50 84.173 84.230 15.827 15.770 96.253 96.003 3.747 3.997 4.80 24.67 224 0.875 bicubic bilinear +6.313 +6.126 +2.377 +2.209 +2 -7
385 tf_inception_v3 regnetx_032 84.128 84.230 15.872 15.770 95.918 96.255 4.082 3.745 23.83 15.30 299 224 0.875 bicubic +6.268 +6.202 +2.272 +2.297 +2 -3
386 seresnext26ts gluon_resnet50_v1c 84.124 84.209 15.876 15.791 96.069 96.165 3.931 3.835 10.39 25.58 256 224 0.900 0.875 bicubic +6.276 +6.301 +2.281 +2.509 +2
387 res2net50_48w_2s dla102 84.121 84.192 15.879 15.808 95.965 96.223 4.035 3.777 25.29 33.27 224 0.875 bilinear +6.588 +6.280 +2.407 +3.319 +12 0
388 resnet34d gcresnext26ts 84.104 84.181 15.896 15.819 95.975 96.084 4.025 3.916 21.82 10.48 224 256 0.875 0.900 bicubic +6.990 +6.587 +2.593 +2.242 +25 +12
389 tf_efficientnet_lite2 rexnet_100 84.092 84.173 15.908 15.827 96.063 96.253 3.937 3.747 6.09 4.80 260 224 0.890 0.875 bicubic +6.610 +6.535 +2.315 +2.507 +12 +9
390 xcit_tiny_12_p16_224 tf_inception_v3 84.083 84.128 15.917 15.872 96.230 95.918 3.771 4.082 6.72 23.83 224 299 1.000 0.875 bicubic +6.963 +6.424 +2.512 +2.396 +22 +7
391 efficientnet_b0 seresnext26ts 84.034 84.124 15.966 15.876 95.956 96.069 4.044 3.931 5.29 10.39 224 256 0.875 0.900 bicubic +6.330 +6.514 +2.434 +2.385 +1 +8
392 crossvit_9_dagger_240 res2net50_48w_2s 84.030 84.121 15.970 15.879 96.080 95.965 3.920 4.035 8.78 25.29 240 224 0.875 bicubic bilinear +7.040 +6.754 +2.474 +2.405 +26 +18
393 hardcorenas_e resnet34d 83.972 84.104 16.028 15.896 95.901 95.975 4.099 4.025 8.07 21.82 224 0.875 bilinear bicubic +6.172 +7.146 +2.205 +2.809 -2 +31
394 gmixer_24_224 tf_efficientnet_lite2 83.970 84.092 16.030 15.908 95.852 96.063 4.148 3.937 24.72 6.09 224 260 0.875 0.890 bicubic +5.918 +6.772 +2.184 +2.741 -19 +18
395 tf_efficientnet_cc_b0_8e xcit_tiny_12_p16_224 83.970 84.083 16.030 15.917 96.072 96.230 3.929 3.771 24.01 6.72 224 0.875 1.000 bicubic +6.062 +7.093 +2.415 +2.624 -12 +28
396 regnety_016 efficientnet_b0 83.955 84.034 16.045 15.966 95.997 95.956 4.003 4.044 11.20 5.29 224 0.875 bicubic +6.091 +6.458 +2.273 +2.234 -11 +7
397 tv_resnext50_32x4d crossvit_9_dagger_240 83.955 84.030 16.045 15.970 95.948 96.080 4.052 3.920 25.03 8.78 224 240 0.875 bilinear bicubic +6.345 +7.184 +2.264 +2.850 -3 +32
398 gluon_resnet50_v1b hardcorenas_e 83.942 83.972 16.058 16.028 96.018 95.901 3.982 4.099 25.56 8.07 224 0.875 bicubic bilinear +6.366 +6.394 +2.296 +2.161 0 +4
399 densenet161 gmixer_24_224 83.900 83.970 16.101 16.030 96.014 95.852 3.986 4.148 28.68 24.72 224 0.875 bicubic +6.547 +6.026 +2.378 +2.290 +7 -13
400 mobilenetv2_120d tf_efficientnet_cc_b0_8e 83.887 83.970 16.113 16.030 95.905 96.072 4.095 3.929 5.83 24.01 224 0.875 bicubic +6.601 +6.150 +2.393 +2.246 +9 -6
401 seresnext26t_32x4d regnety_016 83.887 83.955 16.113 16.045 95.943 95.997 4.057 4.003 16.81 11.20 224 0.875 bicubic +5.909 +6.155 +2.201 +2.301 -21 -5
402 adv_inception_v3 tv_resnext50_32x4d 83.876 83.955 16.124 16.045 95.939 95.948 4.061 4.052 23.83 25.03 299 224 0.875 bicubic bilinear +6.298 +6.441 +2.199 +2.032 -5 +3
403 tv_resnet101 gluon_resnet50_v1b 83.855 83.942 16.145 16.058 95.888 96.018 4.112 3.982 44.55 25.56 224 0.875 bilinear bicubic +6.487 +6.518 +2.328 +2.532 +2 +6
404 inception_v3 densenet161 83.771 83.900 16.229 16.101 95.898 96.014 4.101 3.986 23.83 28.68 299 224 0.875 bicubic +6.307 +6.779 +2.422 +2.296 -2 +13
405 hardcorenas_d seresnext26t_32x4d 83.763 83.887 16.237 16.113 95.734 95.943 4.266 4.057 7.50 16.81 224 0.875 bilinear bicubic +6.339 +6.027 +2.248 +2.067 -1 -15
406 dla60 mobilenetv2_120d 83.735 83.887 16.265 16.113 95.933 95.905 4.067 4.095 22.04 5.83 224 0.875 bilinear bicubic +6.701 +6.793 +2.609 +2.595 +11 +15
407 xcit_nano_12_p8_224_dist adv_inception_v3 83.733 83.876 16.267 16.124 95.948 95.939 4.052 4.061 3.05 23.83 224 299 1.000 0.875 bicubic +7.403 +6.426 +2.862 +2.361 +31 +1
408 seresnext26d_32x4d tv_resnet101 83.724 83.855 16.276 16.145 95.847 95.888 4.153 4.112 16.81 44.55 224 0.875 bicubic bilinear +6.138 +6.665 +2.243 +2.498 -12 +8
409 repvgg_b1g4 inception_v3 83.695 83.771 16.305 16.229 96.029 95.898 3.971 4.101 39.97 23.83 224 299 0.875 bilinear bicubic +6.101 +6.481 +2.187 +2.418 -14 +4
410 eca_resnext26ts hardcorenas_d 83.692 83.763 16.308 16.237 95.939 95.734 4.061 4.266 10.30 7.50 256 224 0.900 0.875 bicubic bilinear +6.242 +6.489 +2.361 +2.312 -7 +5
411 convmixer_1024_20_ks9_p14 dla60 83.688 83.735 16.312 16.265 95.886 95.933 4.114 4.067 24.38 22.04 224 0.960 0.875 bicubic bilinear +6.744 +6.829 +2.528 +2.799 +10 +17
412 legacy_seresnet50 xcit_nano_12_p8_224_dist 83.671 83.733 16.329 16.267 95.982 95.948 4.018 4.052 28.09 3.05 224 0.875 1.000 bilinear bicubic +6.033 +7.761 +2.236 +2.676 -19 +37
413 tf_efficientnet_b0_ap seresnext26d_32x4d 83.660 83.724 16.340 16.276 95.783 95.847 4.217 4.153 5.29 16.81 224 0.875 bicubic +6.556 +6.260 +2.519 +2.371 +1 -6
414 skresnet34 repvgg_b1g4 83.650 83.695 16.350 16.305 95.920 96.029 4.080 3.971 22.28 39.97 224 0.875 bicubic bilinear +6.730 +6.213 +2.600 +2.281 +8 -8
415 tf_efficientnet_cc_b0_4e eca_resnext26ts 83.639 83.692 16.361 16.308 95.730 95.939 4.270 4.061 13.31 10.30 224 256 0.875 0.900 bicubic +6.319 +6.406 +2.408 +2.427 -8 -1
416 resmlp_12_224 convmixer_1024_20_ks9_p14 83.573 83.688 16.427 16.312 95.760 95.886 4.240 4.114 15.35 24.38 224 0.875 0.960 bicubic +6.919 +6.930 +2.588 +2.448 +14 +16
417 mobilenetv3_large_100_miil legacy_seresnet50 83.549 83.671 16.451 16.329 95.450 95.982 4.550 4.018 5.48 28.09 224 0.875 bilinear +5.637 +6.137 +2.546 +2.424 -35 -13
418 densenet201 tf_efficientnet_b0_ap 83.547 83.660 16.453 16.340 95.807 95.783 4.193 4.217 20.01 5.29 224 0.875 bicubic +6.257 +6.714 +2.327 +2.357 -10 +7
419 gernet_s skresnet34 83.522 83.650 16.478 16.350 95.792 95.920 4.208 4.080 8.17 22.28 224 0.875 bilinear bicubic +6.616 +6.960 +2.658 +2.772 +4 +14
420 legacy_seresnext26_32x4d tf_efficientnet_cc_b0_4e 83.515 83.639 16.485 16.361 95.719 95.730 4.281 4.270 16.79 13.31 224 0.875 bicubic +6.421 +6.525 +2.409 +2.348 -5 -2
421 mixnet_m resmlp_12_224 83.513 83.573 16.487 16.427 95.691 95.760 4.309 4.240 5.01 15.35 224 0.875 bicubic +6.239 +7.057 +2.269 +2.760 -11 +20
422 tf_efficientnet_b0 mobilenetv3_large_100_miil 83.513 83.549 16.487 16.451 95.717 95.450 4.283 4.550 5.29 5.48 224 0.875 bicubic bilinear +6.667 +5.701 +2.487 +1.662 +2 -29
423 hrnet_w18 densenet201 83.500 83.547 16.500 16.453 95.907 95.807 4.093 4.193 21.30 20.01 224 0.875 bilinear bicubic +6.742 +6.443 +2.469 +2.543 +4 -4
424 densenetblur121d gernet_s 83.475 83.522 16.525 16.478 95.817 95.792 4.183 4.208 8.00 8.17 224 0.875 bicubic bilinear +6.885 +6.858 +2.625 +2.558 +8 +10
425 selecsls42b legacy_seresnext26_32x4d 83.460 83.515 16.540 16.485 95.749 95.719 4.251 4.281 32.46 16.79 224 0.875 bicubic +6.270 +6.571 +2.359 +2.361 -14 +1
426 resnext26ts tf_efficientnet_b0 83.457 83.513 16.543 16.487 95.726 95.717 4.274 4.283 10.30 5.29 256 224 0.900 0.875 bicubic +6.686 +6.859 +2.596 +2.545 0 +8
427 tf_efficientnet_lite1 mixnet_m 83.355 83.513 16.645 16.487 95.638 95.691 4.362 4.309 5.42 5.01 240 224 0.882 0.875 bicubic +6.691 +6.463 +2.404 +2.519 +2 -5
428 hardcorenas_c hrnet_w18 83.336 83.500 16.664 16.500 95.713 95.907 4.287 4.093 5.52 21.30 224 0.875 bilinear +6.286 +6.910 +2.541 +2.695 -12 +10
429 regnetx_016 densenetblur121d 83.186 83.475 16.814 16.525 95.740 95.817 4.260 4.183 9.19 8.00 224 0.875 bicubic +6.240 +7.155 +2.314 +2.749 -9 +15
430 mobilenetv2_140 selecsls42b 83.176 83.460 16.824 16.540 95.685 95.749 4.315 4.251 6.11 32.46 224 0.875 bicubic +6.660 +6.426 +2.685 +2.425 +6 -8
431 tf_mixnet_m resnext26ts 83.174 83.457 16.826 16.543 95.469 95.726 4.531 4.274 5.01 10.30 224 256 0.875 0.900 bicubic +6.216 +6.867 +2.303 +2.534 -12 +6
432 xcit_nano_12_p16_384_dist tf_efficientnet_lite1 83.174 83.355 16.826 16.645 95.743 95.638 4.257 4.362 3.05 5.42 384 240 1.000 0.882 bicubic +7.706 +6.825 +3.067 +2.886 +22 +8
433 dpn68 hardcorenas_c 83.171 83.336 16.829 16.664 95.589 95.713 4.411 4.287 12.61 5.52 224 0.875 bicubic bilinear +6.877 +6.416 +2.627 +2.393 +7 -6
434 tf_efficientnet_es regnetx_016 83.167 83.186 16.833 16.814 95.591 95.740 4.409 4.260 5.44 9.19 224 0.875 bicubic +6.577 +6.414 +2.379 +2.611 -1 -3
435 ese_vovnet19b_dw mobilenetv2_140 83.114 83.176 16.886 16.824 95.790 95.685 4.210 4.315 6.54 6.11 224 0.875 bicubic +6.290 +7.182 +2.510 +2.893 -10 +12
436 levit_128s tf_mixnet_m 83.065 83.174 16.935 16.826 95.533 95.469 4.467 4.531 7.78 5.01 224 0.900 0.875 bicubic +6.527 +6.350 +2.669 +2.189 -2 -6
437 resnet26d xcit_nano_12_p16_384_dist 83.043 83.174 16.957 16.826 95.602 95.743 4.398 4.257 16.01 3.05 224 384 0.875 1.000 bicubic +6.353 +8.054 +2.454 +3.369 -9 +28
438 repvgg_a2 dpn68 82.999 83.171 17.002 16.829 95.600 95.589 4.400 4.411 28.21 12.61 224 0.875 bilinear bicubic +6.519 +7.273 +2.580 +2.565 -1 +13
439 tv_resnet50 tf_efficientnet_es 82.954 83.167 17.046 16.833 95.472 95.591 4.529 4.409 25.56 5.44 224 0.875 bilinear bicubic +6.802 +6.837 +2.594 +2.505 +2 +4
440 hardcorenas_b ese_vovnet19b_dw 82.877 83.114 17.123 16.886 95.386 95.790 4.614 4.210 5.18 6.54 224 0.875 bilinear bicubic +6.347 +6.492 +2.634 +3.562 -5 -4
441 densenet121 levit_128s 82.815 83.065 17.185 16.935 95.585 95.533 4.415 4.467 7.98 7.78 224 0.875 0.900 bicubic +7.247 +6.771 +2.933 +2.571 +9 +4
442 vit_tiny_r_s16_p8_384 resnet26d 82.693 83.043 17.307 16.957 95.862 95.602 4.138 4.398 6.36 16.01 384 224 1.000 0.875 bicubic +6.721 +6.505 +2.590 +2.738 +2 -3
443 densenet169 repvgg_a2 82.661 82.999 17.339 17.002 95.593 95.600 4.407 4.400 14.15 28.21 224 0.875 bicubic bilinear +6.763 +7.005 +2.569 +2.324 +3 +5
444 mixnet_s tv_resnet50 82.525 82.954 17.476 17.046 95.352 95.472 4.648 4.529 4.13 25.56 224 0.875 bicubic bilinear +6.531 +7.180 +2.560 +2.931 -2 +8
445 vit_small_patch32_224 hardcorenas_b 82.510 82.877 17.490 17.123 95.674 95.386 4.326 4.614 22.88 5.18 224 0.900 0.875 bicubic bilinear +6.516 +6.725 +2.398 +2.508 -2 +1
446 regnety_008 densenet121 82.478 82.815 17.523 17.185 95.480 95.585 4.520 4.415 6.26 7.98 224 0.875 bicubic +6.158 +7.363 +2.412 +2.979 -7 +15
447 efficientnet_lite0 vit_tiny_r_s16_p8_384 82.388 82.693 17.612 17.307 95.286 95.862 4.714 4.138 4.65 6.36 224 384 0.875 1.000 bicubic +6.884 +7.125 +2.770 +3.210 +6 +8
448 resnest14d densenet169 82.362 82.661 17.638 17.339 95.324 95.593 4.676 4.407 10.61 14.15 224 0.875 bilinear bicubic +6.856 +7.155 +2.804 +3.073 +4 +9
449 hardcorenas_a mixnet_s 82.305 82.525 17.695 17.476 95.294 95.352 4.706 4.648 5.26 4.13 224 0.875 bilinear bicubic +6.393 +6.907 +2.780 +2.640 -4 +5
450 efficientnet_es_pruned vit_small_patch32_224 82.279 82.510 17.721 17.490 95.301 95.674 4.699 4.326 5.44 22.88 224 0.875 0.900 bicubic +7.283 +6.826 +2.861 +3.038 +15 +3
451 mobilenetv3_rw regnety_008 82.268 82.478 17.732 17.523 95.241 95.480 4.759 4.520 5.48 6.26 224 0.875 bicubic +6.650 +6.566 +2.529 +2.966 -2 -1
452 semnasnet_100 efficientnet_lite0 82.253 82.388 17.747 17.612 95.239 95.286 4.761 4.714 3.89 4.65 224 0.875 bicubic +6.801 +7.236 +2.633 +2.872 +4 +12
453 mobilenetv3_large_100 resnest14d 82.177 82.362 17.823 17.638 95.196 95.324 4.804 4.676 5.48 10.61 224 0.875 bicubic bilinear +6.403 +7.096 +2.656 +2.790 -6 +10
454 resnet34 hardcorenas_a 82.125 82.305 17.875 17.695 95.136 95.294 4.864 4.706 21.80 5.26 224 0.875 bilinear +7.013 +6.795 +2.860 +2.686 +7 +2
455 mobilenetv2_110d efficientnet_es_pruned 82.076 82.279 17.924 17.721 95.076 95.301 4.923 4.699 4.52 5.44 224 0.875 bicubic +7.024 +7.687 +2.889 +3.305 +9 +21
456 vit_tiny_patch16_224 mobilenetv3_rw 82.044 82.268 17.956 17.732 95.493 95.241 4.507 4.759 5.72 5.48 224 0.900 0.875 bicubic +6.590 +6.814 +2.641 +2.389 -1 +4
457 tf_mixnet_s semnasnet_100 82.040 82.253 17.960 17.747 95.130 95.239 4.870 4.761 4.13 3.89 224 0.875 bicubic +6.356 +7.147 +2.494 +2.827 -9 +10
458 repvgg_b0 mobilenetv3_large_100 82.006 82.177 17.994 17.823 95.102 95.196 4.898 4.804 15.82 5.48 224 0.875 bilinear bicubic +6.854 +6.672 +2.688 +2.680 +1 0
459 deit_tiny_distilled_patch16_224 resnet34 82.001 82.125 17.999 17.875 95.147 95.136 4.853 4.864 5.91 21.80 224 0.900 0.875 bicubic bilinear +7.477 +7.333 +3.251 +3.008 +14 +13
460 mixer_b16_224 mobilenetv2_110d 81.997 82.076 18.003 17.924 94.447 95.076 5.553 4.923 59.88 4.52 224 0.875 bicubic +5.375 +7.468 +2.219 +3.018 -29 +15
461 pit_ti_distilled_224 vit_tiny_patch16_224 81.972 82.044 18.029 17.956 95.156 95.493 4.845 4.507 5.10 5.72 224 0.900 bicubic +7.442 +6.932 +3.056 +3.217 +11 +5
462 hrnet_w18_small_v2 tf_mixnet_s 81.959 82.040 18.041 17.960 95.166 95.130 4.834 4.870 15.60 4.13 224 0.875 bilinear bicubic +6.853 +6.572 +2.754 +2.454 0 -3
463 tf_efficientnet_lite0 repvgg_b0 81.950 82.006 18.050 17.994 95.160 95.102 4.840 4.898 4.65 15.82 224 0.875 bicubic bilinear +7.118 +7.010 +2.984 +2.662 +3 +7
464 resnet26 deit_tiny_distilled_patch16_224 81.942 82.001 18.058 17.999 95.245 95.147 4.755 4.853 16.00 5.91 224 0.875 0.900 bicubic +6.650 +8.089 +2.671 +2.981 -7 +20
465 tf_mobilenetv3_large_100 mixer_b16_224 81.841 81.997 18.159 18.003 95.076 94.447 4.923 5.553 5.48 59.88 224 0.875 bilinear bicubic +6.331 +5.517 +2.469 +1.427 -14 -23
466 tv_densenet121 pit_ti_distilled_224 81.728 81.972 18.272 18.029 95.036 95.156 4.964 4.845 7.98 5.10 224 0.875 0.900 bicubic +6.982 +7.990 +2.882 +3.186 +2 +17
467 regnety_006 hrnet_w18_small_v2 81.703 81.959 18.297 18.041 95.113 95.166 4.887 4.834 6.06 15.60 224 0.875 bicubic bilinear +6.436 +7.213 +2.579 +3.012 -9 +6
468 dla34 tf_efficientnet_lite0 81.643 81.950 18.357 18.050 94.874 95.160 5.126 4.840 15.74 4.65 224 0.875 bilinear bicubic +7.035 +7.420 +2.816 +3.060 +2 +9
469 xcit_nano_12_p8_224 resnet26 81.641 81.942 18.359 18.058 95.264 95.245 4.736 4.755 3.05 16.00 224 1.000 0.875 bicubic +7.729 +6.886 +3.098 +2.897 +10 -1
470 crossvit_9_240 tf_mobilenetv3_large_100 81.630 81.841 18.370 18.159 94.983 95.076 5.017 4.923 8.55 5.48 240 224 0.875 bicubic bilinear +7.648 +6.549 +3.013 +2.502 +8 -8
471 fbnetc_100 tv_densenet121 81.555 81.728 18.445 18.272 94.948 95.036 5.052 4.964 5.57 7.98 224 0.875 bilinear bicubic +6.435 +7.494 +2.574 +3.182 -11 +8
472 legacy_seresnet34 regnety_006 81.532 81.703 18.468 18.297 94.899 95.113 5.101 4.887 21.96 6.06 224 0.875 bilinear bicubic +6.740 +6.650 +2.771 +2.925 -5 -3
473 regnetx_008 dla34 81.508 81.643 18.492 18.357 95.062 94.874 4.938 5.126 7.26 15.74 224 0.875 bicubic bilinear +6.452 +7.631 +2.714 +3.108 -10 +8
474 gluon_resnet34_v1b xcit_nano_12_p8_224 81.489 81.641 18.511 18.359 94.808 95.264 5.192 4.736 21.80 3.05 224 0.875 1.000 bicubic +6.897 +8.337 +2.811 +3.842 -3 +16
475 mnasnet_100 crossvit_9_240 81.472 81.630 18.528 18.370 94.893 94.983 5.107 5.017 4.38 8.55 224 240 0.875 bicubic +6.798 +8.286 +2.795 +3.061 -6 +14
476 vgg19_bn fbnetc_100 81.451 81.555 18.549 18.445 94.778 94.948 5.222 5.052 143.68 5.57 224 0.875 bilinear +7.217 +6.723 +2.924 +2.772 -2 -5
477 convit_tiny legacy_seresnet34 81.115 81.532 18.885 18.468 95.044 94.899 4.955 5.101 5.71 21.96 224 0.875 bicubic bilinear +8.003 +7.008 +3.325 +3.003 +11 +1
478 crossvit_tiny_240 regnetx_008 81.100 81.508 18.900 18.492 94.991 95.062 5.009 4.938 7.01 7.26 240 224 0.875 bicubic +7.756 +6.834 +3.069 +2.964 +7 -4
479 spnasnet_100 gluon_resnet34_v1b 80.866 81.489 19.134 18.511 94.511 94.808 5.489 5.192 4.42 21.80 224 0.875 bilinear bicubic +6.788 +7.505 +2.691 +3.348 -4 +3
480 ghostnet_100 mnasnet_100 80.699 81.472 19.301 18.528 94.291 94.893 5.709 5.107 5.18 4.38 224 0.875 bilinear bicubic +6.715 +7.394 +2.831 +3.073 -3 0
481 regnety_004 vgg19_bn 80.648 81.451 19.352 18.549 94.692 94.778 5.308 5.222 4.34 143.68 224 0.875 bicubic bilinear +6.636 +7.605 +2.926 +3.096 -5 +4
482 skresnet18 convit_tiny 80.624 81.115 19.376 18.885 94.383 95.044 5.617 4.955 11.96 5.71 224 0.875 bicubic +7.602 +8.727 +3.213 +4.159 +7 +16
483 regnetx_006 crossvit_tiny_240 80.616 81.100 19.384 18.900 94.526 94.991 5.474 5.009 6.20 7.01 224 240 0.875 bicubic +6.770 +8.178 +2.844 +3.581 -2 +12
484 pit_ti_224 spnasnet_100 80.597 80.866 19.404 19.134 94.618 94.511 5.383 5.489 4.85 4.42 224 0.900 0.875 bicubic bilinear +7.675 +7.166 +3.208 +3.503 +7 +2
485 swsl_resnet18 ghostnet_100 80.562 80.699 19.438 19.301 94.746 94.291 5.254 5.709 11.69 5.18 224 0.875 bilinear +7.280 +7.339 +2.988 +2.799 +2 +3
486 vgg16_bn regnety_004 80.535 80.648 19.465 19.352 94.583 94.692 5.417 5.308 138.37 4.34 224 0.875 bilinear bicubic +7.175 +7.198 +3.091 +3.352 -2 +1
487 resnet18d skresnet18 80.387 80.624 19.613 19.376 94.244 94.383 5.756 5.617 11.71 11.96 224 0.875 bicubic +8.119 +8.292 +3.560 +3.697 +10 +12
488 tv_resnet34 regnetx_006 80.377 80.616 19.623 19.384 94.430 94.526 5.570 5.474 21.80 6.20 224 0.875 bilinear bicubic +7.073 +7.334 +3.008 +2.768 -2 +3
489 mobilenetv2_100 pit_ti_224 80.257 80.597 19.743 19.404 94.197 94.618 5.803 5.383 3.50 4.85 224 0.875 0.900 bicubic +7.305 +8.329 +3.195 +3.934 +1 +12
490 xcit_nano_12_p16_224_dist swsl_resnet18 80.225 80.562 19.775 19.438 94.363 94.746 5.637 5.254 3.05 11.69 224 1.000 0.875 bicubic bilinear +7.913 +8.172 +3.511 +3.928 +6 +7
491 vit_base_patch32_sam_224 vgg16_bn 80.212 80.535 19.788 19.465 93.821 94.583 6.179 5.417 88.22 138.37 224 0.900 0.875 bicubic bilinear +6.512 +7.583 +2.813 +3.581 -9 +3
492 eca_botnext26ts_256 resnet18d 80.118 80.387 19.882 19.613 94.244 5.756 10.59 11.71 256 224 0.950 0.875 bicubic +6.240 +8.803 +2.456 +3.854 -12 +15
493 ssl_resnet18 tv_resnet34 80.114 80.377 19.886 19.623 94.594 94.430 5.406 5.570 11.69 21.80 224 0.875 bilinear +7.502 +7.765 +3.174 +3.010 -1 +3
494 tf_mobilenetv3_large_075 mobilenetv2_100 80.088 80.257 19.912 19.743 94.186 94.197 5.814 5.803 3.99 3.50 224 0.875 bilinear bicubic +6.638 +7.945 +2.846 +3.345 -11 +6
495 deit_tiny_patch16_224 xcit_nano_12_p16_224_dist 80.009 80.225 19.991 19.775 94.445 94.363 5.555 5.637 5.72 3.05 224 0.900 1.000 bicubic +7.849 +8.491 +3.333 +4.025 +4 +11
496 hrnet_w18_small vit_base_patch32_sam_224 79.544 80.212 20.456 19.788 93.909 93.821 6.091 6.179 13.19 88.22 224 0.875 0.900 bilinear bicubic +7.212 +7.100 +3.223 +2.101 -1 -4
497 vgg19 ssl_resnet18 79.484 80.114 20.516 19.886 93.881 94.594 6.119 5.406 143.67 11.69 224 0.875 bilinear +7.096 +7.862 +2.995 +3.958 -3 +5
498 regnetx_004 tf_mobilenetv3_large_075 79.424 80.088 20.576 19.912 93.849 94.186 6.151 5.814 5.16 3.99 224 0.875 bicubic bilinear +7.034 +7.066 +3.031 +3.016 -5
499 tf_mobilenetv3_large_minimal_100 deit_tiny_patch16_224 79.232 80.009 20.768 19.991 93.706 94.445 6.294 5.555 3.92 5.72 224 0.875 0.900 bilinear bicubic +6.980 +9.175 +3.070 +4.685 -1 +10
500 legacy_seresnet18 hrnet_w18_small 79.151 79.544 20.849 20.456 93.778 93.909 6.222 6.091 11.78 13.19 224 0.875 bicubic bilinear +7.417 +7.746 +3.440 +3.085 +2 +5
501 vgg16 vgg19 79.031 79.484 20.968 20.516 93.642 93.881 6.358 6.119 138.36 143.67 224 0.875 bilinear +7.447 +7.418 +3.252 +6.227 +2 +3
502 vit_tiny_r_s16_p8_224 regnetx_004 78.997 79.424 21.003 20.576 93.911 93.849 6.089 6.151 6.34 5.16 224 0.900 0.875 bicubic +7.199 +7.264 +3.087 +2.737 -1 +1
503 vgg13_bn tf_mobilenetv3_large_minimal_100 78.987 79.232 21.013 20.768 93.655 93.706 6.345 6.294 133.05 3.92 224 0.875 bilinear +7.423 +7.668 +3.281 +3.332 +1 +5
504 gluon_resnet18_v1b legacy_seresnet18 78.376 79.151 21.624 20.849 93.134 93.778 6.866 6.222 11.69 11.78 224 0.875 bicubic +7.542 +9.179 +3.374 +4.020 +1 +8
505 vgg11_bn vgg16 77.926 79.031 22.074 20.968 93.228 93.642 6.772 6.358 132.87 138.36 224 0.875 bilinear +7.564 +9.093 +3.422 +4.384 +1 +8
506 xcit_nano_12_p16_224 vit_tiny_r_s16_p8_224 77.909 78.997 22.091 21.003 93.437 93.911 6.563 6.089 3.05 6.34 224 1.000 0.900 bicubic +7.937 +8.715 +3.679 +4.367 +2 +5
507 regnety_002 vgg13_bn 77.417 78.987 22.583 21.013 92.916 93.655 7.084 6.345 3.16 133.05 224 0.875 bicubic bilinear +7.135 +9.247 +3.372 +4.569 0 +7
508 mixer_l16_224 gluon_resnet18_v1b 77.294 78.376 22.706 21.624 90.557 93.134 9.443 6.866 208.20 11.69 224 0.875 bicubic +5.228 +9.328 +2.903 +4.498 -8 +7
509 resnet18 vgg11_bn 77.276 77.926 22.724 22.074 92.760 93.228 7.240 6.772 11.69 132.87 224 0.875 bilinear +7.537 +9.176 +3.674 +4.668 +1 +7
510 vgg13 xcit_nano_12_p16_224 77.234 77.909 22.766 22.091 92.702 93.437 7.298 6.563 133.05 3.05 224 0.875 1.000 bilinear bicubic +7.296 +9.996 +3.444 +5.019 -1 +8
511 vgg11 regnety_002 76.397 77.417 23.603 22.583 92.171 92.916 7.829 7.084 132.86 3.16 224 0.875 bilinear bicubic +7.349 +9.491 +3.535 +5.240 0 +6
512 regnetx_002 mixer_l16_224 76.102 77.294 23.898 22.706 92.205 90.557 7.795 9.443 2.68 208.20 224 0.875 bicubic +7.352 +6.932 +3.645 +0.751 0 -2
513 dla60x_c resnet18 75.656 77.276 24.344 22.724 92.164 92.760 7.836 7.240 1.32 11.69 224 0.875 bilinear +7.744 +11.556 +3.746 +6.624 +2 +7
514 botnet26t_256 vgg13 75.146 77.234 24.854 22.766 91.996 92.702 8.004 7.298 12.49 133.05 256 224 0.950 0.875 bicubic bilinear +6.600 +11.258 +3.300 +5.714 -1 +5
515 tf_mobilenetv3_small_100 vgg11 74.736 76.397 25.264 23.603 91.274 92.171 8.726 7.829 2.54 132.86 224 0.875 bilinear +6.810 +11.527 +3.598 +5.877 -1 +6
516 dla46x_c regnetx_002 73.645 76.102 26.355 23.898 91.110 92.205 8.890 7.795 1.07 2.68 224 0.875 bilinear bicubic +7.669 +13.194 +4.122 +7.959 0 +6
517 tf_mobilenetv3_small_075 dla60x_c 72.816 75.656 27.184 24.344 90.031 92.164 9.969 7.836 2.04 1.32 224 0.875 bilinear +7.096 -5.864 +3.895 -3.094 0 +7
518 dla46_c tf_mobilenetv3_small_100 72.607 74.736 27.393 25.264 90.495 91.274 9.505 8.726 1.30 2.54 224 0.875 bilinear +7.737 -6.812 +4.201 -4.038 0 +5
519 tf_mobilenetv3_small_minimal_100 dla46x_c 70.107 73.645 29.893 26.355 88.516 91.110 11.485 8.890 2.04 1.07 224 0.875 bilinear +7.199 -7.777 +4.269 -3.946 0 +6
520 tf_mobilenetv3_small_075 72.816 27.184 90.031 9.969 2.04 224 0.875 bilinear -8.350 -5.065 +6
521 dla46_c 72.607 27.393 90.495 9.505 1.30 224 0.875 bilinear -6.667 -4.111 +6
522 tf_mobilenetv3_small_minimal_100 70.107 29.893 88.516 11.485 2.04 224 0.875 bilinear -9.153 -6.019 +6

25
results/results-imagenet.csv
Unescape View File

@ -63,8 +63,8 @@ dm_nfnet_f1,84.624,15.376,97.096,2.904,132.63,320,0.910,bicubic
vit_base_patch16_224,84.540,15.460,97.306,2.694,86.57,224,0.900,bicubic
resnest269e,84.524,15.476,96.986,3.014,110.93,416,0.928,bicubic
resnetv2_152x2_bitm,84.452,15.548,97.436,2.564,236.34,448,1.000,bilinear
vit_large_r50_s32_224,84.440,15.560,97.154,2.846,328.99,224,0.900,bicubic
resnetrs270,84.440,15.560,96.970,3.030,129.86,352,1.000,bicubic
vit_large_r50_s32_224,84.440,15.560,97.154,2.846,328.99,224,0.900,bicubic
resnetv2_101x3_bitm,84.430,15.570,97.372,2.628,387.93,448,1.000,bilinear
resmlp_big_24_224_in22ft1k,84.424,15.576,97.116,2.884,129.14,224,0.875,bicubic
xcit_large_24_p8_224,84.382,15.618,96.656,3.344,188.93,224,1.000,bicubic
@ -178,20 +178,22 @@ twins_svt_small,81.682,18.318,95.678,4.322,24.06,224,0.900,bicubic
tf_efficientnet_b3,81.646,18.354,95.720,4.280,12.23,300,0.904,bicubic
rexnet_200,81.626,18.374,95.672,4.328,16.37,224,0.875,bicubic
ssl_resnext101_32x8d,81.600,18.400,96.046,3.954,88.79,224,0.875,bilinear
halonet50ts,81.548,18.452,95.312,4.688,22.73,256,0.940,bicubic
tf_efficientnet_lite4,81.540,18.460,95.660,4.340,13.01,380,0.920,bilinear
crossvit_15_240,81.526,18.474,95.694,4.306,27.53,240,0.875,bicubic
halo2botnet50ts_256,81.520,18.480,95.258,4.742,22.64,256,0.950,bicubic
tnt_s_patch16_224,81.514,18.486,95.744,4.256,23.76,224,0.900,bicubic
vit_large_patch32_384,81.506,18.494,96.086,3.914,306.63,384,1.000,bicubic
levit_256,81.502,18.498,95.480,4.520,18.89,224,0.900,bicubic
tresnet_l,81.484,18.516,95.620,4.380,55.99,224,0.875,bilinear
wide_resnet50_2,81.450,18.550,95.518,4.482,68.88,224,0.875,bicubic
jx_nest_tiny,81.434,18.566,95.620,4.380,17.06,224,0.875,bicubic
lamhalobotnet50ts_256,81.422,18.578,95.056,4.944,22.57,256,0.950,bicubic
convit_small,81.412,18.588,95.746,4.254,27.78,224,0.875,bicubic
swin_tiny_patch4_window7_224,81.386,18.614,95.536,4.464,28.29,224,0.900,bicubic
vit_small_patch16_224,81.386,18.614,96.130,3.870,22.05,224,0.900,bicubic
tf_efficientnet_b1_ns,81.384,18.616,95.738,4.262,7.79,240,0.882,bicubic
convmixer_1536_20,81.376,18.624,95.610,4.390,51.63,224,0.960,bicubic
halonet50ts,81.350,18.650,95.284,4.716,22.73,256,0.940,bicubic
gernet_l,81.346,18.654,95.536,4.464,31.08,256,0.875,bilinear
legacy_senet154,81.326,18.674,95.506,4.494,115.09,224,0.875,bilinear
efficientnet_el,81.306,18.694,95.536,4.464,10.59,300,0.904,bicubic
@ -200,6 +202,7 @@ seresnext50_32x4d,81.268,18.732,95.626,4.374,27.56,224,0.875,bicubic
gluon_senet154,81.224,18.776,95.352,4.648,115.09,224,0.875,bicubic
xcit_tiny_12_p8_224_dist,81.214,18.786,95.606,4.394,6.71,224,1.000,bicubic
deit_small_distilled_patch16_224,81.202,18.798,95.378,4.622,22.44,224,0.900,bicubic
lambda_resnet50ts,81.166,18.834,95.096,4.904,21.54,256,0.950,bicubic
resmlp_36_distilled_224,81.154,18.846,95.496,4.504,44.69,224,0.875,bicubic
swsl_resnet50,81.146,18.854,95.978,4.022,25.56,224,0.875,bilinear
resnest50d_4s2x40d,81.120,18.880,95.560,4.440,30.42,224,0.875,bicubic
@ -251,8 +254,8 @@ ssl_resnext50_32x4d,80.302,19.698,95.418,4.582,25.03,224,0.875,bilinear
efficientnet_el_pruned,80.288,19.712,95.222,4.778,10.59,300,0.904,bicubic
gluon_resnet101_v1s,80.282,19.718,95.162,4.838,44.67,224,0.875,bicubic
regnetx_320,80.248,19.752,95.026,4.974,107.81,224,0.875,bicubic
seresnet50,80.248,19.752,95.070,4.930,28.09,224,0.875,bicubic
tf_efficientnet_el,80.248,19.752,95.124,4.876,10.59,300,0.904,bicubic
seresnet50,80.248,19.752,95.070,4.930,28.09,224,0.875,bicubic
vit_base_patch16_sam_224,80.242,19.758,94.762,5.238,86.57,224,0.900,bicubic
legacy_seresnext101_32x4d,80.222,19.778,95.012,4.988,48.96,224,0.875,bilinear
repvgg_b3g4,80.218,19.782,95.104,4.896,83.83,224,0.875,bilinear
@ -276,9 +279,9 @@ regnety_080,79.872,20.128,94.832,5.168,39.18,224,0.875,bicubic
resnetrs50,79.870,20.130,94.970,5.030,35.69,224,0.910,bicubic
deit_small_patch16_224,79.866,20.134,95.056,4.944,22.05,224,0.900,bicubic
levit_192,79.860,20.140,94.802,5.198,10.95,224,0.900,bicubic
dpn131,79.834,20.166,94.712,5.288,79.25,224,0.875,bicubic
ecaresnet26t,79.834,20.166,95.084,4.916,16.01,320,0.950,bicubic
regnetx_160,79.834,20.166,94.824,5.176,54.28,224,0.875,bicubic
dpn131,79.834,20.166,94.712,5.288,79.25,224,0.875,bicubic
tf_efficientnet_lite3,79.820,20.180,94.910,5.090,8.20,300,0.904,bilinear
resnext50_32x4d,79.800,20.200,94.614,5.386,25.03,224,0.875,bicubic
resmlp_36_224,79.776,20.224,94.886,5.114,44.69,224,0.875,bicubic
@ -307,11 +310,13 @@ tf_efficientnet_cc_b1_8e,79.326,20.674,94.368,5.632,39.72,240,0.882,bicubic
hrnet_w48,79.322,20.678,94.514,5.486,77.47,224,0.875,bilinear
resnext101_32x8d,79.312,20.688,94.522,5.478,88.79,224,0.875,bilinear
ese_vovnet39b,79.304,20.696,94.724,5.276,24.57,224,0.875,bicubic
resnetblur50,79.300,20.700,94.636,5.364,25.56,224,0.875,bicubic
gluon_resnet101_v1b,79.300,20.700,94.530,5.470,44.55,224,0.875,bicubic
resnetblur50,79.300,20.700,94.636,5.364,25.56,224,0.875,bicubic
nf_regnet_b1,79.296,20.704,94.742,5.258,10.22,288,0.900,bicubic
pit_xs_distilled_224,79.294,20.706,94.374,5.626,11.00,224,0.900,bicubic
tf_efficientnet_b1_ap,79.274,20.726,94.302,5.698,7.79,240,0.882,bicubic
eca_botnext26ts_256,79.274,20.726,94.606,5.394,10.59,256,0.950,bicubic
botnet26t_256,79.260,20.740,94.534,5.466,12.49,256,0.950,bicubic
efficientnet_em,79.260,20.740,94.792,5.208,6.90,240,0.882,bicubic
ssl_resnet50,79.236,20.764,94.832,5.168,25.56,224,0.875,bilinear
regnety_040,79.228,20.772,94.646,5.354,20.65,224,0.875,bicubic
@ -327,8 +332,8 @@ gluon_resnet50_v1d,79.064,20.936,94.460,5.540,25.58,224,0.875,bicubic
regnetx_064,79.060,20.940,94.466,5.534,26.21,224,0.875,bicubic
xception,79.048,20.952,94.396,5.604,22.86,299,0.897,bicubic
resnet32ts,79.020,20.980,94.362,5.638,17.96,256,0.900,bicubic
mixnet_l,78.980,21.020,94.180,5.820,7.33,224,0.875,bicubic
res2net50_26w_8s,78.980,21.020,94.284,5.716,48.40,224,0.875,bilinear
mixnet_l,78.980,21.020,94.180,5.820,7.33,224,0.875,bicubic
lambda_resnet26rpt_256,78.968,21.032,94.428,5.572,10.99,256,0.940,bicubic
hrnet_w40,78.926,21.074,94.478,5.522,57.56,224,0.875,bilinear
hrnet_w44,78.890,21.110,94.382,5.618,67.06,224,0.875,bilinear
@ -383,8 +388,8 @@ mobilenetv3_large_100_miil,77.912,22.088,92.904,7.096,5.48,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,77.908,22.092,93.656,6.344,24.01,224,0.875,bicubic
resnet26t,77.872,22.128,93.834,6.166,16.01,256,0.940,bicubic
regnety_016,77.864,22.136,93.724,6.276,11.20,224,0.875,bicubic
rexnet_100,77.860,22.140,93.876,6.124,4.80,224,0.875,bicubic
tf_inception_v3,77.860,22.140,93.646,6.354,23.83,299,0.875,bicubic
rexnet_100,77.860,22.140,93.876,6.124,4.80,224,0.875,bicubic
seresnext26ts,77.848,22.152,93.788,6.212,10.39,256,0.900,bicubic
gcresnext26ts,77.820,22.180,93.826,6.174,10.48,256,0.900,bicubic
xcit_nano_12_p8_384_dist,77.818,22.182,94.034,5.966,3.05,384,1.000,bicubic
@ -429,8 +434,8 @@ resnet26d,76.690,23.310,93.148,6.852,16.01,224,0.875,bicubic
tf_efficientnet_lite1,76.664,23.336,93.234,6.766,5.42,240,0.882,bicubic
resmlp_12_224,76.654,23.346,93.172,6.828,15.35,224,0.875,bicubic
mixer_b16_224,76.622,23.378,92.228,7.772,59.88,224,0.875,bicubic
densenetblur121d,76.590,23.410,93.192,6.808,8.00,224,0.875,bicubic
tf_efficientnet_es,76.590,23.410,93.212,6.788,5.44,224,0.875,bicubic
densenetblur121d,76.590,23.410,93.192,6.808,8.00,224,0.875,bicubic
levit_128s,76.538,23.462,92.864,7.136,7.78,224,0.900,bicubic
hardcorenas_b,76.530,23.470,92.752,7.248,5.18,224,0.875,bilinear
mobilenetv2_140,76.516,23.484,93.000,7.000,6.11,224,0.875,bicubic
@ -439,8 +444,8 @@ xcit_nano_12_p8_224_dist,76.330,23.670,93.086,6.914,3.05,224,1.000,bicubic
regnety_008,76.320,23.680,93.068,6.932,6.26,224,0.875,bicubic
dpn68,76.294,23.706,92.962,7.038,12.61,224,0.875,bicubic
tv_resnet50,76.152,23.848,92.878,7.122,25.56,224,0.875,bilinear
mixnet_s,75.994,24.006,92.792,7.208,4.13,224,0.875,bicubic
vit_small_patch32_224,75.994,24.006,93.276,6.724,22.88,224,0.900,bicubic
mixnet_s,75.994,24.006,92.792,7.208,4.13,224,0.875,bicubic
vit_tiny_r_s16_p8_384,75.972,24.028,93.272,6.728,6.36,384,1.000,bicubic
hardcorenas_a,75.912,24.088,92.514,7.486,5.26,224,0.875,bilinear
densenet169,75.898,24.102,93.024,6.976,14.15,224,0.875,bicubic
@ -477,7 +482,6 @@ regnety_004,74.012,25.988,91.766,8.234,4.34,224,0.875,bicubic
ghostnet_100,73.984,26.016,91.460,8.540,5.18,224,0.875,bilinear
crossvit_9_240,73.982,26.018,91.970,8.030,8.55,240,0.875,bicubic
xcit_nano_12_p8_224,73.912,26.088,92.166,7.834,3.05,224,1.000,bicubic
eca_botnext26ts_256,73.878,26.122,91.788,8.212,10.59,256,0.950,bicubic
regnetx_006,73.846,26.154,91.682,8.318,6.20,224,0.875,bicubic
vit_base_patch32_sam_224,73.700,26.300,91.008,8.992,88.22,224,0.900,bicubic
tf_mobilenetv3_large_075,73.450,26.550,91.340,8.660,3.99,224,0.875,bilinear
@ -510,7 +514,6 @@ vgg13,69.938,30.062,89.258,10.742,133.05,224,0.875,bilinear
resnet18,69.740,30.260,89.086,10.914,11.69,224,0.875,bilinear
vgg11,69.048,30.952,88.636,11.364,132.86,224,0.875,bilinear
regnetx_002,68.750,31.250,88.560,11.440,2.68,224,0.875,bicubic
botnet26t_256,68.546,31.454,88.696,11.304,12.49,256,0.950,bicubic
tf_mobilenetv3_small_100,67.926,32.074,87.676,12.324,2.54,224,0.875,bilinear
dla60x_c,67.912,32.088,88.418,11.582,1.32,224,0.875,bilinear
dla46x_c,65.976,34.024,86.988,13.012,1.07,224,0.875,bilinear

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
63 vit_base_patch16_224 84.540 15.460 97.306 2.694 86.57 224 0.900 bicubic
64 resnest269e 84.524 15.476 96.986 3.014 110.93 416 0.928 bicubic
65 resnetv2_152x2_bitm 84.452 15.548 97.436 2.564 236.34 448 1.000 bilinear
vit_large_r50_s32_224 84.440 15.560 97.154 2.846 328.99 224 0.900 bicubic
66 resnetrs270 84.440 15.560 96.970 3.030 129.86 352 1.000 bicubic
67 vit_large_r50_s32_224 84.440 15.560 97.154 2.846 328.99 224 0.900 bicubic
68 resnetv2_101x3_bitm 84.430 15.570 97.372 2.628 387.93 448 1.000 bilinear
69 resmlp_big_24_224_in22ft1k 84.424 15.576 97.116 2.884 129.14 224 0.875 bicubic
70 xcit_large_24_p8_224 84.382 15.618 96.656 3.344 188.93 224 1.000 bicubic
178 tf_efficientnet_b3 81.646 18.354 95.720 4.280 12.23 300 0.904 bicubic
179 rexnet_200 81.626 18.374 95.672 4.328 16.37 224 0.875 bicubic
180 ssl_resnext101_32x8d 81.600 18.400 96.046 3.954 88.79 224 0.875 bilinear
181 halonet50ts 81.548 18.452 95.312 4.688 22.73 256 0.940 bicubic
182 tf_efficientnet_lite4 81.540 18.460 95.660 4.340 13.01 380 0.920 bilinear
183 crossvit_15_240 81.526 18.474 95.694 4.306 27.53 240 0.875 bicubic
184 halo2botnet50ts_256 81.520 18.480 95.258 4.742 22.64 256 0.950 bicubic
185 tnt_s_patch16_224 81.514 18.486 95.744 4.256 23.76 224 0.900 bicubic
186 vit_large_patch32_384 81.506 18.494 96.086 3.914 306.63 384 1.000 bicubic
187 levit_256 81.502 18.498 95.480 4.520 18.89 224 0.900 bicubic
188 tresnet_l 81.484 18.516 95.620 4.380 55.99 224 0.875 bilinear
189 wide_resnet50_2 81.450 18.550 95.518 4.482 68.88 224 0.875 bicubic
190 jx_nest_tiny 81.434 18.566 95.620 4.380 17.06 224 0.875 bicubic
191 lamhalobotnet50ts_256 81.422 18.578 95.056 4.944 22.57 256 0.950 bicubic
192 convit_small 81.412 18.588 95.746 4.254 27.78 224 0.875 bicubic
193 swin_tiny_patch4_window7_224 81.386 18.614 95.536 4.464 28.29 224 0.900 bicubic
194 vit_small_patch16_224 81.386 18.614 96.130 3.870 22.05 224 0.900 bicubic
195 tf_efficientnet_b1_ns 81.384 18.616 95.738 4.262 7.79 240 0.882 bicubic
196 convmixer_1536_20 81.376 18.624 95.610 4.390 51.63 224 0.960 bicubic
halonet50ts 81.350 18.650 95.284 4.716 22.73 256 0.940 bicubic
197 gernet_l 81.346 18.654 95.536 4.464 31.08 256 0.875 bilinear
198 legacy_senet154 81.326 18.674 95.506 4.494 115.09 224 0.875 bilinear
199 efficientnet_el 81.306 18.694 95.536 4.464 10.59 300 0.904 bicubic
202 gluon_senet154 81.224 18.776 95.352 4.648 115.09 224 0.875 bicubic
203 xcit_tiny_12_p8_224_dist 81.214 18.786 95.606 4.394 6.71 224 1.000 bicubic
204 deit_small_distilled_patch16_224 81.202 18.798 95.378 4.622 22.44 224 0.900 bicubic
205 lambda_resnet50ts 81.166 18.834 95.096 4.904 21.54 256 0.950 bicubic
206 resmlp_36_distilled_224 81.154 18.846 95.496 4.504 44.69 224 0.875 bicubic
207 swsl_resnet50 81.146 18.854 95.978 4.022 25.56 224 0.875 bilinear
208 resnest50d_4s2x40d 81.120 18.880 95.560 4.440 30.42 224 0.875 bicubic
254 efficientnet_el_pruned 80.288 19.712 95.222 4.778 10.59 300 0.904 bicubic
255 gluon_resnet101_v1s 80.282 19.718 95.162 4.838 44.67 224 0.875 bicubic
256 regnetx_320 80.248 19.752 95.026 4.974 107.81 224 0.875 bicubic
seresnet50 80.248 19.752 95.070 4.930 28.09 224 0.875 bicubic
257 tf_efficientnet_el 80.248 19.752 95.124 4.876 10.59 300 0.904 bicubic
258 seresnet50 80.248 19.752 95.070 4.930 28.09 224 0.875 bicubic
259 vit_base_patch16_sam_224 80.242 19.758 94.762 5.238 86.57 224 0.900 bicubic
260 legacy_seresnext101_32x4d 80.222 19.778 95.012 4.988 48.96 224 0.875 bilinear
261 repvgg_b3g4 80.218 19.782 95.104 4.896 83.83 224 0.875 bilinear
279 resnetrs50 79.870 20.130 94.970 5.030 35.69 224 0.910 bicubic
280 deit_small_patch16_224 79.866 20.134 95.056 4.944 22.05 224 0.900 bicubic
281 levit_192 79.860 20.140 94.802 5.198 10.95 224 0.900 bicubic
dpn131 79.834 20.166 94.712 5.288 79.25 224 0.875 bicubic
282 ecaresnet26t 79.834 20.166 95.084 4.916 16.01 320 0.950 bicubic
283 regnetx_160 79.834 20.166 94.824 5.176 54.28 224 0.875 bicubic
284 dpn131 79.834 20.166 94.712 5.288 79.25 224 0.875 bicubic
285 tf_efficientnet_lite3 79.820 20.180 94.910 5.090 8.20 300 0.904 bilinear
286 resnext50_32x4d 79.800 20.200 94.614 5.386 25.03 224 0.875 bicubic
287 resmlp_36_224 79.776 20.224 94.886 5.114 44.69 224 0.875 bicubic
310 hrnet_w48 79.322 20.678 94.514 5.486 77.47 224 0.875 bilinear
311 resnext101_32x8d 79.312 20.688 94.522 5.478 88.79 224 0.875 bilinear
312 ese_vovnet39b 79.304 20.696 94.724 5.276 24.57 224 0.875 bicubic
resnetblur50 79.300 20.700 94.636 5.364 25.56 224 0.875 bicubic
313 gluon_resnet101_v1b 79.300 20.700 94.530 5.470 44.55 224 0.875 bicubic
314 resnetblur50 79.300 20.700 94.636 5.364 25.56 224 0.875 bicubic
315 nf_regnet_b1 79.296 20.704 94.742 5.258 10.22 288 0.900 bicubic
316 pit_xs_distilled_224 79.294 20.706 94.374 5.626 11.00 224 0.900 bicubic
317 tf_efficientnet_b1_ap 79.274 20.726 94.302 5.698 7.79 240 0.882 bicubic
318 eca_botnext26ts_256 79.274 20.726 94.606 5.394 10.59 256 0.950 bicubic
319 botnet26t_256 79.260 20.740 94.534 5.466 12.49 256 0.950 bicubic
320 efficientnet_em 79.260 20.740 94.792 5.208 6.90 240 0.882 bicubic
321 ssl_resnet50 79.236 20.764 94.832 5.168 25.56 224 0.875 bilinear
322 regnety_040 79.228 20.772 94.646 5.354 20.65 224 0.875 bicubic
332 regnetx_064 79.060 20.940 94.466 5.534 26.21 224 0.875 bicubic
333 xception 79.048 20.952 94.396 5.604 22.86 299 0.897 bicubic
334 resnet32ts 79.020 20.980 94.362 5.638 17.96 256 0.900 bicubic
mixnet_l 78.980 21.020 94.180 5.820 7.33 224 0.875 bicubic
335 res2net50_26w_8s 78.980 21.020 94.284 5.716 48.40 224 0.875 bilinear
336 mixnet_l 78.980 21.020 94.180 5.820 7.33 224 0.875 bicubic
337 lambda_resnet26rpt_256 78.968 21.032 94.428 5.572 10.99 256 0.940 bicubic
338 hrnet_w40 78.926 21.074 94.478 5.522 57.56 224 0.875 bilinear
339 hrnet_w44 78.890 21.110 94.382 5.618 67.06 224 0.875 bilinear
388 tf_efficientnet_cc_b0_8e 77.908 22.092 93.656 6.344 24.01 224 0.875 bicubic
389 resnet26t 77.872 22.128 93.834 6.166 16.01 256 0.940 bicubic
390 regnety_016 77.864 22.136 93.724 6.276 11.20 224 0.875 bicubic
rexnet_100 77.860 22.140 93.876 6.124 4.80 224 0.875 bicubic
391 tf_inception_v3 77.860 22.140 93.646 6.354 23.83 299 0.875 bicubic
392 rexnet_100 77.860 22.140 93.876 6.124 4.80 224 0.875 bicubic
393 seresnext26ts 77.848 22.152 93.788 6.212 10.39 256 0.900 bicubic
394 gcresnext26ts 77.820 22.180 93.826 6.174 10.48 256 0.900 bicubic
395 xcit_nano_12_p8_384_dist 77.818 22.182 94.034 5.966 3.05 384 1.000 bicubic
434 tf_efficientnet_lite1 76.664 23.336 93.234 6.766 5.42 240 0.882 bicubic
435 resmlp_12_224 76.654 23.346 93.172 6.828 15.35 224 0.875 bicubic
436 mixer_b16_224 76.622 23.378 92.228 7.772 59.88 224 0.875 bicubic
densenetblur121d 76.590 23.410 93.192 6.808 8.00 224 0.875 bicubic
437 tf_efficientnet_es 76.590 23.410 93.212 6.788 5.44 224 0.875 bicubic
438 densenetblur121d 76.590 23.410 93.192 6.808 8.00 224 0.875 bicubic
439 levit_128s 76.538 23.462 92.864 7.136 7.78 224 0.900 bicubic
440 hardcorenas_b 76.530 23.470 92.752 7.248 5.18 224 0.875 bilinear
441 mobilenetv2_140 76.516 23.484 93.000 7.000 6.11 224 0.875 bicubic
444 regnety_008 76.320 23.680 93.068 6.932 6.26 224 0.875 bicubic
445 dpn68 76.294 23.706 92.962 7.038 12.61 224 0.875 bicubic
446 tv_resnet50 76.152 23.848 92.878 7.122 25.56 224 0.875 bilinear
mixnet_s 75.994 24.006 92.792 7.208 4.13 224 0.875 bicubic
447 vit_small_patch32_224 75.994 24.006 93.276 6.724 22.88 224 0.900 bicubic
448 mixnet_s 75.994 24.006 92.792 7.208 4.13 224 0.875 bicubic
449 vit_tiny_r_s16_p8_384 75.972 24.028 93.272 6.728 6.36 384 1.000 bicubic
450 hardcorenas_a 75.912 24.088 92.514 7.486 5.26 224 0.875 bilinear
451 densenet169 75.898 24.102 93.024 6.976 14.15 224 0.875 bicubic
482 ghostnet_100 73.984 26.016 91.460 8.540 5.18 224 0.875 bilinear
483 crossvit_9_240 73.982 26.018 91.970 8.030 8.55 240 0.875 bicubic
484 xcit_nano_12_p8_224 73.912 26.088 92.166 7.834 3.05 224 1.000 bicubic
eca_botnext26ts_256 73.878 26.122 91.788 8.212 10.59 256 0.950 bicubic
485 regnetx_006 73.846 26.154 91.682 8.318 6.20 224 0.875 bicubic
486 vit_base_patch32_sam_224 73.700 26.300 91.008 8.992 88.22 224 0.900 bicubic
487 tf_mobilenetv3_large_075 73.450 26.550 91.340 8.660 3.99 224 0.875 bilinear
514 resnet18 69.740 30.260 89.086 10.914 11.69 224 0.875 bilinear
515 vgg11 69.048 30.952 88.636 11.364 132.86 224 0.875 bilinear
516 regnetx_002 68.750 31.250 88.560 11.440 2.68 224 0.875 bicubic
botnet26t_256 68.546 31.454 88.696 11.304 12.49 256 0.950 bicubic
517 tf_mobilenetv3_small_100 67.926 32.074 87.676 12.324 2.54 224 0.875 bilinear
518 dla60x_c 67.912 32.088 88.418 11.582 1.32 224 0.875 bilinear
519 dla46x_c 65.976 34.024 86.988 13.012 1.07 224 0.875 bilinear

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results/results-imagenetv2-matched-frequency.csv
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@ -64,7 +64,7 @@ resnest200e,74.240,25.760,91.860,8.140,70.20,320,0.909,bicubic,-9.608,-5.030,+29
tf_efficientnetv2_s_in21ft1k,74.240,25.760,92.400,7.600,21.46,384,1.000,bicubic,-10.056,-4.856,+8
resmlp_big_24_224_in22ft1k,74.220,25.780,92.080,7.920,129.14,224,0.875,bicubic,-10.204,-5.036,+4
xcit_large_24_p8_224,74.170,25.830,90.880,9.120,188.93,224,1.000,bicubic,-10.212,-5.776,+4
vit_large_r50_s32_224,74.140,25.860,92.290,7.710,328.99,224,0.900,bicubic,-10.300,-4.680,-1
vit_large_r50_s32_224,74.140,25.860,92.290,7.710,328.99,224,0.900,bicubic,-10.300,-4.864,0
seresnet152d,74.110,25.890,91.920,8.080,66.84,320,1.000,bicubic,-10.252,-5.122,+3
cait_xs24_384,74.090,25.910,91.900,8.100,26.67,384,1.000,bicubic,-9.964,-4.986,+14
pit_b_distilled_224,74.080,25.920,91.590,8.410,74.79,224,0.900,bicubic,-10.078,-5.268,+10
@ -86,7 +86,7 @@ swsl_resnext101_32x16d,73.670,26.330,92.120,7.880,194.03,224,0.875,bilinear,-9.6
ig_resnext101_32x8d,73.670,26.330,92.190,7.810,88.79,224,0.875,bilinear,-9.040,-4.450,+49
xcit_medium_24_p16_224_dist,73.610,26.390,91.450,8.550,84.40,224,1.000,bicubic,-10.668,-5.492,-14
xcit_tiny_24_p8_384_dist,73.460,26.540,91.640,8.360,12.11,384,1.000,bicubic,-10.304,-5.064,+11
resnetrs270,73.450,26.550,91.460,8.540,129.86,352,1.000,bicubic,-10.990,-5.694,-22
resnetrs270,73.450,26.550,91.460,8.540,129.86,352,1.000,bicubic,-10.990,-5.510,-23
twins_svt_large,73.420,26.580,90.870,9.130,99.27,224,0.900,bicubic,-10.264,-5.740,+13
resmlp_big_24_distilled_224,73.340,26.660,91.100,8.900,129.14,224,0.875,bicubic,-10.256,-5.556,+14
resnet200d,73.320,26.680,91.470,8.530,64.69,320,1.000,bicubic,-10.650,-5.348,-3
@ -144,7 +144,7 @@ resnetv2_50x3_bitm,71.770,28.230,91.280,8.720,217.32,448,1.000,bilinear,-12.214,
swin_small_patch4_window7_224,71.750,28.250,90.280,9.720,49.61,224,0.900,bicubic,-11.476,-6.050,-28
crossvit_15_dagger_240,71.650,28.350,89.800,10.200,28.21,240,0.875,bicubic,-10.660,-6.162,+9
pit_b_224,71.650,28.350,89.280,10.720,73.76,224,0.900,bicubic,-10.794,-6.432,0
swsl_resnet50,71.640,28.360,90.500,9.500,25.56,224,0.875,bilinear,-9.506,-5.478,+57
swsl_resnet50,71.640,28.360,90.500,9.500,25.56,224,0.875,bilinear,-9.402,-4.700,+60
eca_nfnet_l0,71.580,28.420,91.010,8.990,24.14,288,1.000,bicubic,-11.012,-5.476,-11
resnet61q,71.550,28.450,90.010,9.990,36.85,288,1.000,bicubic,-10.972,-6.124,-7
xcit_large_24_p16_224,71.540,28.460,89.200,10.800,189.10,224,1.000,bicubic,-11.358,-6.682,-23
@ -162,358 +162,361 @@ mixer_b16_224_miil,71.200,28.800,89.490,10.510,59.88,224,0.875,bilinear,-11.102,
ssl_resnext101_32x16d,71.170,28.830,90.460,9.540,194.03,224,0.875,bilinear,-10.674,-5.630,+11
ecaresnet50t,71.110,28.890,90.410,9.590,25.57,320,0.950,bicubic,-11.254,-5.732,-12
xcit_small_24_p16_224,71.090,28.910,89.530,10.470,47.67,224,1.000,bicubic,-11.488,-6.470,-25
xcit_small_12_p16_224,71.070,28.930,89.730,10.270,26.25,224,1.000,bicubic,-10.906,-6.088,+3
crossvit_base_240,71.070,28.930,89.780,10.220,105.03,240,0.875,bicubic,-11.136,-6.048,-4
resnet51q,71.070,28.930,90.070,9.930,35.70,288,1.000,bilinear,-11.298,-6.106,-16
convmixer_1536_20,71.050,28.950,89.470,10.530,51.63,224,0.960,bicubic,-10.326,-6.140,+25
xcit_small_12_p16_224,71.070,28.930,89.730,10.270,26.25,224,1.000,bicubic,-10.906,-6.088,+3
convmixer_1536_20,71.050,28.950,89.470,10.530,51.63,224,0.960,bicubic,-10.256,-6.066,+28
coat_lite_small,71.010,28.990,89.460,10.540,19.84,224,0.900,bicubic,-11.292,-6.400,-14
tf_efficientnet_b3_ap,71.010,28.990,89.220,10.780,12.23,300,0.904,bicubic,-10.812,-6.400,+5
deit_base_patch16_224,70.970,29.030,89.170,10.830,86.57,224,0.900,bicubic,-11.014,-6.572,-2
xcit_medium_24_p16_224,70.960,29.040,89.460,10.540,84.40,224,1.000,bicubic,-11.666,-6.516,-36
tnt_s_patch16_224,70.920,29.080,89.510,10.490,23.76,224,0.900,bicubic,-10.594,-6.234,+10
xcit_tiny_12_p8_224_dist,70.910,29.090,89.720,10.280,6.71,224,1.000,bicubic,-10.304,-5.886,+27
vit_large_patch32_384,70.890,29.110,90.460,9.540,306.63,384,1.000,bicubic,-10.616,-5.626,+9
resnest50d_4s2x40d,70.850,29.150,89.520,10.480,30.42,224,0.875,bicubic,-10.270,-6.040,+29
tnt_s_patch16_224,70.920,29.080,89.510,10.490,23.76,224,0.900,bicubic,-10.582,-5.970,+12
xcit_tiny_12_p8_224_dist,70.910,29.090,89.720,10.280,6.71,224,1.000,bicubic,-10.236,-6.258,+29
vit_large_patch32_384,70.890,29.110,90.460,9.540,306.63,384,1.000,bicubic,-10.594,-5.160,+11
resnest50d_4s2x40d,70.850,29.150,89.520,10.480,30.42,224,0.875,bicubic,-10.182,-5.502,+32
visformer_small,70.850,29.150,89.310,10.690,40.22,224,0.900,bicubic,-11.246,-6.568,-12
rexnet_200,70.840,29.160,89.800,10.200,16.37,224,0.875,bicubic,-10.786,-5.872,+1
tresnet_m_448,70.770,29.230,88.690,11.310,31.39,448,0.875,bilinear,-10.944,-6.880,-3
jx_nest_tiny,70.720,29.280,89.840,10.160,17.06,224,0.875,bicubic,-10.714,-5.780,+8
jx_nest_tiny,70.720,29.280,89.840,10.160,17.06,224,0.875,bicubic,-10.666,-5.696,+10
resnetrs101,70.700,29.300,89.620,10.380,63.62,288,0.940,bicubic,-11.594,-6.382,-24
wide_resnet50_2,70.690,29.310,89.120,10.880,68.88,224,0.875,bicubic,-10.760,-6.398,+5
tresnet_l,70.680,29.320,89.640,10.360,55.99,224,0.875,bilinear,-10.804,-5.980,+3
vit_small_patch16_224,70.670,29.330,90.090,9.910,22.05,224,0.900,bicubic,-10.716,-6.040,+7
convit_small,70.660,29.340,89.570,10.430,27.78,224,0.875,bicubic,-10.752,-6.176,+4
wide_resnet50_2,70.690,29.310,89.120,10.880,68.88,224,0.875,bicubic,-10.722,-6.626,+7
tresnet_l,70.680,29.320,89.640,10.360,55.99,224,0.875,bilinear,-10.754,-5.980,+5
vit_small_patch16_224,70.670,29.330,90.090,9.910,22.05,224,0.900,bicubic,-10.676,-5.446,+10
convit_small,70.660,29.340,89.570,10.430,27.78,224,0.875,bicubic,-10.724,-6.168,+7
resnetv2_101x1_bitm,70.630,29.370,90.950,9.050,44.54,448,1.000,bilinear,-11.700,-5.578,-33
tf_efficientnet_b1_ns,70.630,29.370,89.930,10.070,7.79,240,0.882,bicubic,-10.754,-5.808,+5
tf_efficientnet_b1_ns,70.630,29.370,89.930,10.070,7.79,240,0.882,bicubic,-10.696,-5.576,+8
tf_efficientnetv2_b3,70.630,29.370,89.370,10.630,14.36,300,0.904,bicubic,-11.324,-6.414,-17
halo2botnet50ts_256,70.610,29.390,89.020,10.980,22.64,256,0.950,bicubic,-10.896,-7.066,-333
levit_384,70.610,29.390,89.240,10.760,39.13,224,0.900,bicubic,-11.982,-6.774,-51
crossvit_small_240,70.580,29.420,89.410,10.590,26.86,240,0.875,bicubic,-10.450,-6.056,+20
crossvit_small_240,70.580,29.420,89.410,10.590,26.86,240,0.875,bicubic,-10.382,-5.968,+23
vit_small_r26_s32_224,70.560,29.440,90.020,9.980,36.43,224,0.900,bicubic,-11.278,-6.006,-17
cait_xxs24_384,70.550,29.450,89.780,10.220,12.03,384,1.000,bicubic,-10.404,-5.858,+23
twins_pcpvt_small,70.490,29.510,89.060,10.940,24.11,224,0.900,bicubic,-10.614,-6.582,+13
legacy_senet154,70.480,29.520,88.960,11.040,115.09,224,0.875,bilinear,-10.846,-6.546,+2
coat_mini,70.470,29.530,89.580,10.420,10.34,224,0.900,bicubic,-10.812,-5.814,+3
gluon_seresnext101_64x4d,70.470,29.530,89.180,10.820,88.23,224,0.875,bicubic,-10.400,-6.126,+24
deit_small_distilled_patch16_224,70.460,29.540,89.400,10.600,22.44,224,0.900,bicubic,-10.742,-5.978,+5
seresnext50_32x4d,70.450,29.550,89.130,10.870,27.56,224,0.875,bicubic,-10.818,-6.496,+1
cait_xxs24_384,70.550,29.450,89.780,10.220,12.03,384,1.000,bicubic,-10.326,-5.512,+26
lamhalobotnet50ts_256,70.530,29.470,88.910,11.090,22.57,256,0.950,bicubic,-10.856,-7.220,-327
twins_pcpvt_small,70.490,29.510,89.060,10.940,24.11,224,0.900,bicubic,-10.540,-6.406,+16
legacy_senet154,70.480,29.520,88.960,11.040,115.09,224,0.875,bilinear,-10.788,-6.666,+4
coat_mini,70.470,29.530,89.580,10.420,10.34,224,0.900,bicubic,-10.744,-6.026,+5
gluon_seresnext101_64x4d,70.470,29.530,89.180,10.820,88.23,224,0.875,bicubic,-10.290,-6.040,+27
deit_small_distilled_patch16_224,70.460,29.540,89.400,10.600,22.44,224,0.900,bicubic,-10.660,-6.160,+7
seresnext50_32x4d,70.450,29.550,89.130,10.870,27.56,224,0.875,bicubic,-10.752,-6.248,+3
tf_efficientnet_b3,70.400,29.600,89.270,10.730,12.23,300,0.904,bicubic,-11.246,-6.450,-22
regnetz_b,70.400,29.600,89.440,10.560,9.72,288,0.940,bicubic,-10.318,-6.034,+28
gernet_l,70.380,29.620,88.940,11.060,31.08,256,0.875,bilinear,-10.966,-6.596,-6
resnest50d_1s4x24d,70.360,29.640,89.140,10.860,25.68,224,0.875,bicubic,-10.640,-6.186,+10
ssl_resnext101_32x4d,70.360,29.640,89.810,10.190,44.18,224,0.875,bilinear,-10.562,-5.920,+15
crossvit_15_240,70.350,29.650,89.520,10.480,27.53,240,0.875,bicubic,-11.176,-6.174,-22
gluon_senet154,70.340,29.660,88.960,11.040,115.09,224,0.875,bicubic,-10.884,-6.392,-5
regnetz_b,70.400,29.600,89.440,10.560,9.72,288,0.940,bicubic,-10.210,-5.876,+31
gernet_l,70.380,29.620,88.940,11.060,31.08,256,0.875,bilinear,-10.902,-6.454,-4
halonet50ts,70.370,29.630,88.760,11.240,22.73,256,0.940,bicubic,-11.170,-6.900,-338
ssl_resnext101_32x4d,70.360,29.640,89.810,10.190,44.18,224,0.875,bilinear,-10.452,-5.830,+18
resnest50d_1s4x24d,70.360,29.640,89.140,10.860,25.68,224,0.875,bicubic,-10.584,-6.274,+13
crossvit_15_240,70.350,29.650,89.520,10.480,27.53,240,0.875,bicubic,-11.164,-6.224,-21
gluon_senet154,70.340,29.660,88.960,11.040,115.09,224,0.875,bicubic,-10.814,-6.536,-3
twins_svt_small,70.330,29.670,89.300,10.700,24.06,224,0.900,bicubic,-11.352,-6.378,-29
halonet50ts,70.250,29.750,88.710,11.290,22.73,256,0.940,bicubic,-11.100,-6.574,-13
resnest50d,70.250,29.750,88.630,11.370,27.48,224,0.875,bilinear,-10.712,-6.748,+6
tf_efficientnet_lite4,70.190,29.810,89.040,10.960,13.01,380,0.920,bilinear,-11.350,-6.620,-28
gluon_resnet152_v1s,70.120,29.880,88.890,11.110,60.32,224,0.875,bicubic,-10.900,-6.532,+1
resmlp_36_distilled_224,70.120,29.880,89.060,10.940,44.69,224,0.875,bicubic,-11.034,-6.436,-8
efficientnet_el,70.060,29.940,89.150,10.850,10.59,300,0.904,bicubic,-11.246,-6.386,-15
inception_resnet_v2,70.030,29.970,88.620,11.380,55.84,299,0.897,bicubic,-10.418,-6.688,+27
haloregnetz_b,69.980,30.020,88.850,11.150,11.68,224,0.940,bicubic,-11.062,-6.350,-6
gluon_seresnext101_32x4d,69.940,30.060,88.870,11.130,48.96,224,0.875,bicubic,-10.936,-6.422,+4
repvgg_b3,69.940,30.060,88.660,11.340,123.09,224,0.875,bilinear,-10.576,-6.604,+18
levit_256,69.930,30.070,89.240,10.760,18.89,224,0.900,bicubic,-11.572,-6.240,-32
regnety_320,69.870,30.130,88.760,11.240,145.05,224,0.875,bicubic,-10.924,-6.486,+5
gluon_resnet152_v1d,69.810,30.190,88.490,11.510,60.21,224,0.875,bicubic,-10.666,-6.712,+17
pit_s_224,69.800,30.200,88.830,11.170,23.46,224,0.900,bicubic,-11.300,-6.504,-13
sehalonet33ts,69.770,30.230,88.580,11.420,13.69,256,0.940,bicubic,-11.212,-6.692,-8
ecaresnet101d_pruned,69.710,30.290,89.330,10.670,24.88,224,0.875,bicubic,-11.102,-6.310,0
xcit_tiny_24_p16_224_dist,69.610,30.390,88.730,11.270,12.12,224,1.000,bicubic,-10.852,-6.478,+15
ens_adv_inception_resnet_v2,69.590,30.410,88.350,11.650,55.84,299,0.897,bicubic,-10.388,-6.586,+46
ssl_resnext50_32x4d,69.590,30.410,89.310,10.690,25.03,224,0.875,bilinear,-10.712,-6.108,+25
ecaresnet50d,69.580,30.420,89.290,10.710,25.58,224,0.875,bicubic,-11.040,-6.018,+4
gcresnet50t,69.570,30.430,88.920,11.080,25.90,256,0.900,bicubic,-11.368,-6.520,-10
efficientnet_b3_pruned,69.550,30.450,88.770,11.230,9.86,300,0.904,bicubic,-11.308,-6.470,-7
repvgg_b3g4,69.520,30.480,88.500,11.500,83.83,224,0.875,bilinear,-10.698,-6.604,+29
resmlp_24_distilled_224,69.510,30.490,89.010,10.990,30.02,224,0.875,bicubic,-11.250,-6.210,-7
gernet_m,69.510,30.490,88.590,11.410,21.14,224,0.875,bilinear,-11.216,-6.588,-4
convmixer_768_32,69.500,30.500,88.950,11.050,21.11,224,0.960,bicubic,-10.660,-6.124,+29
gluon_resnext101_64x4d,69.490,30.510,88.250,11.750,83.46,224,0.875,bicubic,-11.136,-6.752,-4
xcit_tiny_12_p16_384_dist,69.470,30.530,88.970,11.030,6.72,384,1.000,bicubic,-11.474,-6.444,-18
efficientnet_el_pruned,69.460,30.540,88.890,11.110,10.59,300,0.904,bicubic,-10.828,-6.332,+16
swin_tiny_patch4_window7_224,69.460,30.540,89.020,10.980,28.29,224,0.900,bicubic,-11.926,-6.516,-46
regnetx_320,69.440,30.560,88.140,11.860,107.81,224,0.875,bicubic,-10.808,-6.886,+16
gcresnext50ts,69.430,30.570,88.770,11.230,15.67,256,0.900,bicubic,-11.164,-6.410,-6
rexnet_150,69.410,30.590,88.970,11.030,9.73,224,0.875,bicubic,-10.900,-6.190,+9
efficientnet_b2,69.390,30.610,88.650,11.350,9.11,288,1.000,bicubic,-11.220,-6.666,-9
inception_v4,69.370,30.630,88.740,11.260,42.68,299,0.875,bicubic,-10.774,-6.232,+21
vit_base_patch32_224,69.350,30.650,89.270,10.730,88.22,224,0.900,bicubic,-11.382,-6.296,-17
ecaresnetlight,69.330,30.670,89.210,10.790,30.16,224,0.875,bicubic,-11.124,-6.042,-4
nf_resnet50,69.320,30.680,88.700,11.300,25.56,288,0.940,bicubic,-11.336,-6.636,-16
xception71,69.270,30.730,88.170,11.830,42.34,299,0.903,bicubic,-10.614,-6.762,+29
resnet50d,69.170,30.830,88.140,11.860,25.58,224,0.875,bicubic,-11.368,-7.020,-13
tf_efficientnetv2_b2,69.090,30.910,88.150,11.850,10.10,260,0.890,bicubic,-11.124,-6.894,+12
legacy_seresnext101_32x4d,69.060,30.940,88.080,11.920,48.96,224,0.875,bilinear,-11.162,-6.932,+9
mixnet_xl,69.040,30.960,88.340,11.660,11.90,224,0.875,bicubic,-11.428,-6.592,-12
regnety_120,68.980,31.020,88.190,11.810,51.82,224,0.875,bicubic,-11.406,-6.932,-7
gluon_resnet152_v1c,68.960,31.040,87.670,12.330,60.21,224,0.875,bicubic,-10.952,-7.182,+21
seresnet33ts,68.960,31.040,88.340,11.660,19.78,256,0.900,bicubic,-11.412,-6.774,-7
vit_small_patch32_384,68.950,31.050,89.660,10.340,22.92,384,1.000,bicubic,-11.536,-5.938,-18
resnetv2_50,68.900,31.100,88.400,11.600,25.55,224,0.950,bicubic,-11.506,-6.680,-13
gluon_resnext101_32x4d,68.880,31.120,88.280,11.720,44.18,224,0.875,bicubic,-11.458,-6.628,-8
hrnet_w64,68.830,31.170,88.140,11.860,128.06,224,0.875,bilinear,-10.626,-6.514,+44
gluon_resnet152_v1b,68.800,31.200,87.570,12.430,60.19,224,0.875,bicubic,-10.880,-7.166,+33
tf_efficientnet_b2_ap,68.790,31.210,88.330,11.670,9.11,260,0.890,bicubic,-11.516,-6.702,-9
gluon_resnet101_v1d,68.780,31.220,88.080,11.920,44.57,224,0.875,bicubic,-11.624,-6.944,-17
xception65,68.760,31.240,88.250,11.750,39.92,299,0.903,bicubic,-10.786,-6.410,+32
seresnet50,68.760,31.240,88.520,11.480,28.09,224,0.875,bicubic,-11.488,-6.550,-9
gluon_xception65,68.760,31.240,87.950,12.050,39.92,299,0.903,bicubic,-10.942,-6.918,+28
repvgg_b2g4,68.760,31.240,88.260,11.740,61.76,224,0.875,bilinear,-10.620,-6.434,+42
eca_resnet33ts,68.760,31.240,88.520,11.480,19.68,256,0.900,bicubic,-11.336,-6.454,+4
cspdarknet53,68.730,31.270,88.540,11.460,27.64,256,0.887,bilinear,-11.320,-6.552,+3
cspresnext50,68.720,31.280,88.020,11.980,20.57,224,0.875,bilinear,-11.332,-6.930,+1
gcresnet33ts,68.700,31.300,88.480,11.520,19.88,256,0.900,bicubic,-11.386,-6.512,-2
resnext50d_32x4d,68.670,31.330,88.230,11.770,25.05,224,0.875,bicubic,-10.994,-6.636,+23
dpn131,68.660,31.340,87.220,12.780,79.25,224,0.875,bicubic,-11.174,-7.492,+10
gluon_resnet101_v1s,68.650,31.350,87.720,12.280,44.67,224,0.875,bicubic,-11.632,-7.442,-18
gmlp_s16_224,68.620,31.380,87.950,12.050,19.42,224,0.875,bicubic,-11.022,-6.672,+22
xcit_tiny_12_p8_224,68.610,31.390,88.690,11.310,6.71,224,1.000,bicubic,-11.100,-6.368,+15
gluon_seresnext50_32x4d,68.580,31.420,88.150,11.850,27.56,224,0.875,bicubic,-11.344,-6.678,-2
regnetx_160,68.520,31.480,88.280,11.720,54.28,224,0.875,bicubic,-11.314,-6.544,+7
regnety_080,68.510,31.490,88.000,12.000,39.18,224,0.875,bicubic,-11.362,-6.832,0
deit_small_patch16_224,68.490,31.510,88.260,11.740,22.05,224,0.900,bicubic,-11.376,-6.796,+1
tf_efficientnet_b2,68.460,31.540,88.010,11.990,9.11,260,0.890,bicubic,-11.608,-6.894,-11
skresnext50_32x4d,68.440,31.560,87.610,12.390,27.48,224,0.875,bicubic,-11.702,-7.034,-16
resnet50,68.440,31.560,87.600,12.400,25.56,224,0.950,bicubic,-11.942,-6.994,-34
dpn107,68.430,31.570,88.080,11.920,86.92,224,0.875,bicubic,-11.742,-6.824,-20
cspresnet50,68.380,31.620,87.950,12.050,21.62,256,0.887,bilinear,-11.196,-6.752,+14
dla102x2,68.380,31.620,87.810,12.190,41.28,224,0.875,bilinear,-11.060,-6.834,+20
resnext50_32x4d,68.380,31.620,87.590,12.410,25.03,224,0.875,bicubic,-11.420,-7.024,0
cait_xxs36_224,68.350,31.650,88.610,11.390,17.30,224,1.000,bicubic,-11.412,-6.258,+1
ssl_resnet50,68.350,31.650,88.580,11.420,25.56,224,0.875,bilinear,-10.886,-6.252,+31
xcit_tiny_24_p16_224,68.340,31.660,88.120,11.880,12.12,224,1.000,bicubic,-11.112,-6.768,+15
regnety_064,68.330,31.670,88.030,11.970,30.58,224,0.875,bicubic,-11.400,-6.732,-1
vit_base_patch16_sam_224,68.310,31.690,87.680,12.320,86.57,224,0.900,bicubic,-11.932,-7.082,-32
dpn98,68.300,31.700,87.570,12.430,61.57,224,0.875,bicubic,-11.354,-7.034,+3
resmlp_big_24_224,68.280,31.720,87.700,12.300,129.14,224,0.875,bicubic,-12.752,-7.322,-81
ecaresnet26t,68.240,31.760,88.660,11.340,16.01,320,0.950,bicubic,-11.594,-6.424,-11
ese_vovnet39b,68.230,31.770,88.290,11.710,24.57,224,0.875,bicubic,-11.074,-6.434,+17
regnetx_120,68.230,31.770,87.580,12.420,46.11,224,0.875,bicubic,-11.376,-7.150,+1
rexnet_130,68.220,31.780,88.000,12.000,7.56,224,0.875,bicubic,-11.276,-6.674,+3
efficientnet_b2_pruned,68.220,31.780,88.080,11.920,8.31,260,0.890,bicubic,-11.686,-6.774,-21
gluon_resnext50_32x4d,68.160,31.840,87.360,12.640,25.03,224,0.875,bicubic,-11.204,-7.064,+9
ecaresnet50d_pruned,68.140,31.860,88.340,11.660,19.94,224,0.875,bicubic,-11.566,-6.534,-9
tf_efficientnet_el,68.100,31.900,88.020,11.980,10.59,300,0.904,bicubic,-12.148,-7.104,-43
resnetv2_50x1_bitm,67.930,32.070,89.090,10.910,25.55,448,1.000,bilinear,-12.414,-6.596,-53
regnetx_080,67.920,32.080,87.070,12.930,39.57,224,0.875,bicubic,-11.300,-7.476,+18
resmlp_36_224,67.920,32.080,88.220,11.780,44.69,224,0.875,bicubic,-11.856,-6.666,-17
tf_efficientnet_lite3,67.920,32.080,87.710,12.290,8.20,300,0.904,bilinear,-11.900,-7.200,-20
pit_xs_distilled_224,67.900,32.100,87.710,12.290,11.00,224,0.900,bicubic,-11.394,-6.664,+10
resnetrs50,67.890,32.110,87.660,12.340,35.69,224,0.910,bicubic,-11.980,-7.310,-28
legacy_seresnext50_32x4d,67.880,32.120,87.590,12.410,27.56,224,0.875,bilinear,-11.198,-6.842,+20
gluon_resnet50_v1d,67.870,32.130,86.940,13.060,25.58,224,0.875,bicubic,-11.194,-7.520,+20
levit_192,67.840,32.160,87.820,12.180,10.95,224,0.900,bicubic,-12.020,-6.982,-29
nf_regnet_b1,67.840,32.160,88.080,11.920,10.22,288,0.900,bicubic,-11.456,-6.662,+4
tf_efficientnetv2_b1,67.840,32.160,87.620,12.380,8.14,240,0.882,bicubic,-11.634,-7.100,-10
hrnet_w48,67.800,32.200,87.370,12.630,77.47,224,0.875,bilinear,-11.522,-7.144,-3
resnext101_32x8d,67.760,32.240,87.360,12.640,88.79,224,0.875,bilinear,-11.552,-7.162,-3
tf_efficientnet_b0_ns,67.720,32.280,87.940,12.060,5.29,224,0.875,bicubic,-10.938,-6.430,+33
resmlp_24_224,67.700,32.300,87.570,12.430,30.02,224,0.875,bicubic,-11.686,-6.976,-10
halonet26t,67.690,32.310,87.310,12.690,12.48,256,0.950,bicubic,-11.444,-7.006,+8
hrnet_w44,67.690,32.310,87.490,12.510,67.06,224,0.875,bilinear,-11.200,-6.892,+19
regnetx_064,67.670,32.330,87.470,12.530,26.21,224,0.875,bicubic,-11.390,-6.996,+11
coat_lite_mini,67.660,32.340,87.720,12.280,11.01,224,0.900,bicubic,-11.440,-6.882,+7
dla169,67.650,32.350,87.460,12.540,53.39,224,0.875,bilinear,-11.048,-6.872,+24
regnety_040,67.620,32.380,87.390,12.610,20.65,224,0.875,bicubic,-11.608,-7.256,-2
efficientnet_em,67.570,32.430,88.110,11.890,6.90,240,0.882,bicubic,-11.690,-6.682,-5
dpn92,67.550,32.450,87.290,12.710,37.67,224,0.875,bicubic,-12.444,-7.546,-52
xception,67.550,32.450,87.520,12.480,22.86,299,0.897,bicubic,-11.498,-6.876,+6
gluon_inception_v3,67.540,32.460,87.250,12.750,23.83,299,0.875,bicubic,-11.258,-7.130,+16
dpn68b,67.520,32.480,87.490,12.510,12.61,224,0.875,bicubic,-11.696,-6.932,-5
legacy_seresnet152,67.510,32.490,87.500,12.500,66.82,224,0.875,bilinear,-11.152,-6.876,+19
lambda_resnet26t,67.490,32.510,87.650,12.350,10.96,256,0.940,bicubic,-11.618,-6.938,-4
efficientnet_b1,67.490,32.510,87.430,12.570,7.79,256,1.000,bicubic,-11.314,-6.916,+12
hrnet_w40,67.470,32.530,87.140,12.860,57.56,224,0.875,bilinear,-11.456,-7.338,+5
resnetblur50,67.440,32.560,87.580,12.420,25.56,224,0.875,bicubic,-11.860,-6.950,-19
tf_efficientnet_b1_ap,67.430,32.570,87.540,12.460,7.79,240,0.882,bicubic,-11.844,-6.762,-16
tf_efficientnet_cc_b1_8e,67.380,32.620,87.280,12.720,39.72,240,0.882,bicubic,-11.946,-7.088,-25
res2net50_26w_8s,67.360,32.640,87.130,12.870,48.40,224,0.875,bilinear,-11.620,-7.154,-1
res2net101_26w_4s,67.360,32.640,87.170,12.830,45.21,224,0.875,bilinear,-11.832,-7.268,-12
gluon_resnet101_v1b,67.350,32.650,87.050,12.950,44.55,224,0.875,bicubic,-11.950,-7.586,-23
cait_xxs24_224,67.310,32.690,87.490,12.510,11.96,224,1.000,bicubic,-11.066,-6.826,+26
xception41,67.310,32.690,87.150,12.850,26.97,299,0.903,bicubic,-11.222,-7.134,+12
gluon_resnet101_v1c,67.290,32.710,87.060,12.940,44.57,224,0.875,bicubic,-12.244,-7.528,-40
resnet33ts,67.170,32.830,87.410,12.590,19.68,256,0.900,bicubic,-12.044,-7.162,-18
regnetx_032,67.150,32.850,86.980,13.020,15.30,224,0.875,bicubic,-11.000,-7.106,+31
coat_tiny,67.120,32.880,87.380,12.620,5.50,224,0.900,bicubic,-11.314,-6.654,+17
resnest26d,67.120,32.880,87.130,12.870,17.07,224,0.875,bilinear,-11.358,-7.166,+10
dla60_res2net,67.110,32.890,87.080,12.920,20.85,224,0.875,bilinear,-11.352,-7.128,+11
legacy_seresnet101,67.100,32.900,87.020,12.980,49.33,224,0.875,bilinear,-11.284,-7.244,+16
dla60x,67.080,32.920,87.200,12.800,17.35,224,0.875,bilinear,-11.166,-6.824,+22
dla102x,67.000,33.000,86.730,13.270,26.31,224,0.875,bilinear,-11.512,-7.496,+4
res2net50_26w_6s,66.980,33.020,86.830,13.170,37.05,224,0.875,bilinear,-11.586,-7.288,+1
xcit_tiny_12_p16_224_dist,66.970,33.030,87.340,12.660,6.72,224,1.000,bicubic,-11.610,-6.864,-1
repvgg_b2,66.950,33.050,87.260,12.740,89.02,224,0.875,bilinear,-11.844,-7.166,-8
gluon_resnet50_v1s,66.940,33.060,86.800,13.200,25.68,224,0.875,bicubic,-11.756,-7.448,-6
mixnet_l,66.940,33.060,86.790,13.210,7.33,224,0.875,bicubic,-12.040,-7.390,-20
pit_xs_224,66.940,33.060,87.190,12.810,10.62,224,0.900,bicubic,-11.244,-6.974,+18
tv_resnet152,66.930,33.070,87.440,12.560,60.19,224,0.875,bilinear,-11.392,-6.604,+11
eca_halonext26ts,66.820,33.180,87.070,12.930,10.76,256,0.940,bicubic,-12.020,-7.186,-17
repvgg_b1,66.820,33.180,86.690,13.310,57.42,224,0.875,bilinear,-11.558,-7.414,+6
tf_efficientnet_b1,66.810,33.190,86.920,13.080,7.79,240,0.882,bicubic,-12.026,-7.274,-18
lambda_resnet26rpt_256,66.800,33.200,87.060,12.940,10.99,256,0.940,bicubic,-12.168,-7.368,-24
efficientnet_es,66.720,33.280,86.670,13.330,5.44,224,0.875,bicubic,-11.362,-7.274,+17
xcit_nano_12_p8_384_dist,66.720,33.280,87.050,12.950,3.05,384,1.000,bicubic,-11.098,-6.984,+32
gluon_resnet50_v1c,66.710,33.290,86.110,13.890,25.58,224,0.875,bicubic,-11.296,-7.878,+17
dla60_res2next,66.710,33.290,86.940,13.060,17.03,224,0.875,bilinear,-11.732,-7.218,-4
hrnet_w30,66.690,33.310,86.740,13.260,37.71,224,0.875,bilinear,-11.512,-7.488,+7
resnet32ts,66.690,33.310,87.130,12.870,17.96,256,0.900,bicubic,-12.330,-7.232,-33
hrnet_w32,66.650,33.350,87.190,12.810,41.23,224,0.875,bilinear,-11.792,-7.006,-7
regnetx_040,66.650,33.350,86.530,13.470,22.12,224,0.875,bicubic,-11.834,-7.724,-14
selecsls60b,66.650,33.350,86.590,13.410,32.77,224,0.875,bicubic,-11.758,-7.586,-7
tf_mixnet_l,66.630,33.370,86.380,13.620,7.33,224,0.875,bicubic,-12.148,-7.620,-25
dla102,66.590,33.410,86.930,13.070,33.27,224,0.875,bilinear,-11.438,-7.028,+9
wide_resnet101_2,66.570,33.430,87.010,12.990,126.89,224,0.875,bilinear,-12.284,-7.274,-33
tf_efficientnetv2_b0,66.520,33.480,86.620,13.380,7.14,224,0.875,bicubic,-11.850,-7.406,-7
levit_128,66.500,33.500,86.710,13.290,9.21,224,0.900,bicubic,-11.966,-7.300,-18
adv_inception_v3,66.370,33.630,86.380,13.620,23.83,299,0.875,bicubic,-11.208,-7.360,+26
vit_tiny_patch16_384,66.330,33.670,87.160,12.840,5.79,384,1.000,bicubic,-12.116,-7.384,-18
tf_inception_v3,66.320,33.680,86.570,13.430,23.83,299,0.875,bicubic,-11.540,-7.076,+14
selecsls60,66.310,33.690,86.290,13.710,30.67,224,0.875,bicubic,-11.674,-7.542,+5
resmlp_12_distilled_224,66.280,33.720,86.470,13.530,15.35,224,0.875,bicubic,-11.664,-7.092,+6
hardcorenas_f,66.240,33.760,86.250,13.750,8.20,224,0.875,bilinear,-11.864,-7.544,-3
coat_lite_tiny,66.230,33.770,86.950,13.050,5.72,224,0.900,bicubic,-11.284,-6.966,+23
bat_resnext26ts,66.210,33.790,86.650,13.350,10.73,256,0.900,bicubic,-12.052,-7.450,-14
efficientnet_b0,66.120,33.880,86.100,13.900,5.29,224,0.875,bicubic,-11.584,-7.422,+13
tf_efficientnet_cc_b0_8e,66.120,33.880,86.100,13.900,24.01,224,0.875,bicubic,-11.788,-7.556,+3
legacy_seresnet50,66.090,33.910,86.290,13.710,28.09,224,0.875,bilinear,-11.548,-7.456,+12
gmixer_24_224,66.080,33.920,85.980,14.020,24.72,224,0.875,bicubic,-11.972,-7.688,-7
res2net50_14w_8s,66.030,33.970,86.200,13.800,25.06,224,0.875,bilinear,-12.104,-7.656,-11
tf_efficientnet_em,66.030,33.970,86.210,13.790,6.90,240,0.882,bicubic,-12.112,-7.848,-13
res2net50_26w_4s,66.010,33.990,86.590,13.410,25.70,224,0.875,bilinear,-11.976,-7.258,-7
inception_v3,66.000,34.000,86.120,13.880,23.83,299,0.875,bicubic,-11.464,-7.356,+16
hardcorenas_e,65.990,34.010,85.980,14.020,8.07,224,0.875,bilinear,-11.810,-7.716,+4
regnety_016,65.960,34.040,86.270,13.730,11.20,224,0.875,bicubic,-11.904,-7.454,-3
efficientnet_b1_pruned,65.950,34.050,86.510,13.490,6.33,240,0.882,bicubic,-12.300,-7.326,-24
tv_resnext50_32x4d,65.940,34.060,86.030,13.970,25.03,224,0.875,bilinear,-11.670,-7.654,+4
gluon_resnet50_v1b,65.910,34.090,86.230,13.770,25.56,224,0.875,bicubic,-11.666,-7.492,+7
tv_resnet101,65.820,34.180,85.980,14.020,44.55,224,0.875,bilinear,-11.548,-7.580,+13
gcresnext26ts,65.810,34.190,85.850,14.150,10.48,256,0.900,bicubic,-12.010,-7.976,-4
rexnet_100,65.810,34.190,86.510,13.490,4.80,224,0.875,bicubic,-12.050,-7.366,-8
seresnext26t_32x4d,65.780,34.220,85.610,14.390,16.81,224,0.875,bicubic,-12.198,-8.132,-15
resnet34d,65.770,34.230,86.620,13.380,21.82,224,0.875,bicubic,-11.344,-6.762,+17
repvgg_b1g4,65.760,34.240,85.970,14.030,39.97,224,0.875,bilinear,-11.834,-7.872,-2
densenet161,65.700,34.300,86.510,13.490,28.68,224,0.875,bicubic,-11.652,-7.126,+8
skresnet34,65.660,34.340,85.960,14.040,22.28,224,0.875,bicubic,-11.260,-7.360,+23
eca_resnext26ts,65.630,34.370,85.780,14.220,10.30,256,0.900,bicubic,-11.820,-7.798,+3
mobilenetv3_large_100_miil,65.620,34.380,85.210,14.790,5.48,224,0.875,bilinear,-12.292,-7.694,-19
res2next50,65.610,34.390,85.810,14.190,24.67,224,0.875,bilinear,-12.632,-8.094,-35
hardcorenas_d,65.570,34.430,85.530,14.470,7.50,224,0.875,bilinear,-11.854,-7.956,+1
selecsls42b,65.550,34.450,85.870,14.130,32.46,224,0.875,bicubic,-11.640,-7.520,+7
xcit_tiny_12_p16_224,65.500,34.500,86.190,13.810,6.72,224,1.000,bicubic,-11.620,-7.528,+7
resnet26t,65.470,34.530,86.240,13.760,16.01,256,0.940,bicubic,-12.402,-7.594,-22
seresnext26ts,65.450,34.550,86.020,13.980,10.39,256,0.900,bicubic,-12.398,-7.768,-19
convmixer_1024_20_ks9_p14,65.430,34.570,85.520,14.480,24.38,224,0.960,bicubic,-11.514,-7.838,+13
tf_efficientnet_lite2,65.300,34.700,86.010,13.990,6.09,260,0.890,bicubic,-12.182,-7.738,-8
densenet201,65.290,34.710,85.660,14.340,20.01,224,0.875,bicubic,-12.000,-7.820,-2
seresnext26d_32x4d,65.260,34.740,85.810,14.190,16.81,224,0.875,bicubic,-12.326,-7.794,-15
densenetblur121d,65.250,34.750,85.780,14.220,8.00,224,0.875,bicubic,-11.340,-7.412,+20
crossvit_9_dagger_240,65.230,34.770,86.470,13.530,8.78,240,0.875,bicubic,-11.760,-7.136,+5
res2net50_48w_2s,65.220,34.780,85.920,14.080,25.29,224,0.875,bilinear,-12.314,-7.638,-15
tf_efficientnet_b0_ap,65.200,34.800,85.490,14.510,5.29,224,0.875,bicubic,-11.904,-7.774,-1
hrnet_w18,65.110,34.890,85.690,14.310,21.30,224,0.875,bilinear,-11.648,-7.748,+11
ese_vovnet19b_dw,65.100,34.900,85.420,14.580,6.54,224,0.875,bicubic,-11.724,-7.860,+8
dla60,65.070,34.930,85.700,14.300,22.04,224,0.875,bilinear,-11.964,-7.624,-1
gernet_s,65.000,35.000,85.520,14.480,8.17,224,0.875,bilinear,-11.906,-7.614,+4
tf_efficientnet_cc_b0_4e,64.960,35.040,85.020,14.980,13.31,224,0.875,bicubic,-12.360,-8.302,-13
mobilenetv2_120d,64.920,35.080,85.850,14.150,5.83,224,0.875,bicubic,-12.366,-7.662,-12
hardcorenas_c,64.850,35.150,85.240,14.760,5.52,224,0.875,bilinear,-12.200,-7.932,-6
legacy_seresnext26_32x4d,64.830,35.170,85.550,14.450,16.79,224,0.875,bicubic,-12.264,-7.760,-8
mixnet_m,64.740,35.260,85.510,14.490,5.01,224,0.875,bicubic,-12.534,-7.912,-14
resnet26d,64.590,35.410,85.090,14.910,16.01,224,0.875,bicubic,-12.100,-8.058,+3
xcit_nano_12_p8_224_dist,64.520,35.480,85.900,14.100,3.05,224,1.000,bicubic,-11.810,-7.186,+12
tf_efficientnet_lite1,64.490,35.510,85.520,14.480,5.42,240,0.882,bicubic,-12.174,-7.714,+2
tf_mixnet_m,64.460,35.540,84.930,15.070,5.01,224,0.875,bicubic,-12.498,-8.236,-9
levit_128s,64.440,35.560,84.690,15.310,7.78,224,0.900,bicubic,-12.098,-8.174,+5
densenet169,64.420,35.580,85.250,14.750,14.15,224,0.875,bicubic,-11.478,-7.774,+16
resnext26ts,64.380,35.620,85.000,15.000,10.30,256,0.900,bicubic,-12.392,-8.130,-5
resmlp_12_224,64.340,35.660,85.600,14.400,15.35,224,0.875,bicubic,-12.314,-7.572,-2
repvgg_a2,64.270,35.730,84.980,15.020,28.21,224,0.875,bilinear,-12.210,-8.040,+4
regnetx_016,64.230,35.770,85.440,14.560,9.19,224,0.875,bicubic,-12.716,-7.986,-14
xcit_nano_12_p16_384_dist,64.230,35.770,85.280,14.720,3.05,384,1.000,bicubic,-11.238,-7.396,+19
hardcorenas_b,64.210,35.790,84.860,15.140,5.18,224,0.875,bilinear,-12.320,-7.892,-1
tf_efficientnet_b0,64.160,35.840,85.170,14.830,5.29,224,0.875,bicubic,-12.686,-8.060,-13
dpn68,64.030,35.970,84.990,15.010,12.61,224,0.875,bicubic,-12.264,-7.972,+2
tf_efficientnet_es,63.900,36.100,84.580,15.420,5.44,224,0.875,bicubic,-12.690,-8.632,-6
vit_small_patch32_224,63.880,36.120,85.590,14.410,22.88,224,0.900,bicubic,-12.114,-7.686,+3
mobilenetv2_140,63.870,36.130,84.950,15.050,6.11,224,0.875,bicubic,-12.646,-8.050,-5
densenet121,63.730,36.270,84.600,15.400,7.98,224,0.875,bicubic,-11.838,-8.052,+8
regnety_008,63.730,36.270,85.240,14.760,6.26,224,0.875,bicubic,-12.590,-7.828,-4
hardcorenas_a,63.680,36.320,84.470,15.530,5.26,224,0.875,bilinear,-12.232,-8.044,+1
resnest14d,63.550,36.450,84.010,15.990,10.61,224,0.875,bilinear,-11.956,-8.510,+7
mixnet_s,63.540,36.460,84.710,15.290,4.13,224,0.875,bicubic,-12.454,-8.082,-4
tf_mixnet_s,63.430,36.570,84.090,15.910,4.13,224,0.875,bicubic,-12.254,-8.546,+1
resnet26,63.420,36.580,84.210,15.790,16.00,224,0.875,bicubic,-11.872,-8.364,+9
mobilenetv3_large_100,63.310,36.690,84.050,15.950,5.48,224,0.875,bicubic,-12.464,-8.490,-2
efficientnet_es_pruned,63.300,36.700,84.840,15.160,5.44,224,0.875,bicubic,-11.696,-7.600,+15
mobilenetv3_rw,63.270,36.730,84.560,15.440,5.48,224,0.875,bicubic,-12.348,-8.152,-2
tv_resnet50,63.200,36.800,84.640,15.360,25.56,224,0.875,bilinear,-12.952,-8.238,-11
vit_tiny_r_s16_p8_384,63.190,36.810,85.120,14.880,6.36,384,1.000,bicubic,-12.782,-8.152,-9
efficientnet_lite0,63.160,36.840,84.350,15.650,4.65,224,0.875,bicubic,-12.344,-8.166,-1
mixer_b16_224,63.160,36.840,83.080,16.920,59.88,224,0.875,bicubic,-13.462,-9.148,-24
vit_tiny_patch16_224,63.100,36.900,84.900,15.100,5.72,224,0.900,bicubic,-12.354,-7.952,-1
pit_ti_distilled_224,63.090,36.910,84.010,15.990,5.10,224,0.900,bicubic,-11.440,-8.090,+15
semnasnet_100,63.050,36.950,84.450,15.550,3.89,224,0.875,bicubic,-12.402,-8.156,-2
resnet34,62.850,37.150,84.150,15.850,21.80,224,0.875,bilinear,-12.262,-8.126,+2
tv_densenet121,62.790,37.210,84.120,15.880,7.98,224,0.875,bicubic,-11.956,-8.034,+8
legacy_seresnet34,62.770,37.230,84.200,15.800,21.96,224,0.875,bilinear,-12.022,-7.928,+6
regnety_006,62.740,37.260,84.100,15.900,6.06,224,0.875,bicubic,-12.526,-8.434,-4
deit_tiny_distilled_patch16_224,62.720,37.280,83.800,16.200,5.91,224,0.900,bicubic,-11.804,-8.096,+10
hrnet_w18_small_v2,62.660,37.340,83.850,16.150,15.60,224,0.875,bilinear,-12.446,-8.562,-2
swsl_resnet18,62.650,37.350,84.290,15.710,11.69,224,0.875,bilinear,-10.632,-7.468,+22
mobilenetv2_110d,62.620,37.380,84.450,15.550,4.52,224,0.875,bicubic,-12.432,-7.738,-2
repvgg_b0,62.620,37.380,83.660,16.340,15.82,224,0.875,bilinear,-12.532,-8.754,-8
tf_efficientnet_lite0,62.560,37.440,84.140,15.860,4.65,224,0.875,bicubic,-12.272,-8.036,-2
regnetx_008,62.510,37.490,83.980,16.020,7.26,224,0.875,bicubic,-12.546,-8.368,-6
dla34,62.500,37.500,83.860,16.140,15.74,224,0.875,bilinear,-12.108,-8.198,0
gluon_resnet34_v1b,62.460,37.540,83.920,16.080,21.80,224,0.875,bicubic,-12.132,-8.076,0
xcit_nano_12_p8_224,62.450,37.550,84.190,15.810,3.05,224,1.000,bicubic,-11.462,-7.976,+7
fbnetc_100,62.380,37.620,83.370,16.630,5.57,224,0.875,bilinear,-12.740,-9.004,-13
tf_mobilenetv3_large_100,62.230,37.770,83.850,16.150,5.48,224,0.875,bilinear,-13.280,-8.758,-23
crossvit_9_240,62.110,37.890,84.300,15.700,8.55,240,0.875,bicubic,-11.872,-7.670,+3
crossvit_tiny_240,62.060,37.940,83.780,16.220,7.01,240,0.875,bicubic,-11.284,-8.142,+9
regnety_004,61.990,38.010,83.440,16.560,4.34,224,0.875,bicubic,-12.022,-8.326,-1
vgg19_bn,61.910,38.090,83.380,16.620,143.68,224,0.875,bilinear,-12.324,-8.474,-4
mnasnet_100,61.900,38.100,83.730,16.270,4.38,224,0.875,bicubic,-12.774,-8.368,-10
ssl_resnet18,61.530,38.470,83.300,16.700,11.69,224,0.875,bilinear,-11.082,-8.120,+12
eca_botnext26ts_256,61.520,38.480,82.760,17.240,10.59,256,0.950,bicubic,-12.358,-9.028,-1
convit_tiny,61.470,38.530,83.990,16.010,5.71,224,0.875,bicubic,-11.642,-7.730,+6
tv_resnet34,61.150,38.850,82.640,17.360,21.80,224,0.875,bilinear,-12.154,-8.782,+3
regnetx_006,61.120,38.880,83.250,16.750,6.20,224,0.875,bicubic,-12.726,-8.432,-3
spnasnet_100,61.070,38.930,82.750,17.250,4.42,224,0.875,bilinear,-13.008,-9.070,-10
pit_ti_224,60.940,39.060,83.820,16.180,4.85,224,0.900,bicubic,-11.982,-7.590,+5
vgg16_bn,60.820,39.180,83.010,16.990,138.37,224,0.875,bilinear,-12.540,-8.482,-4
skresnet18,60.820,39.180,82.870,17.130,11.96,224,0.875,bicubic,-12.202,-8.300,+2
ghostnet_100,60.610,39.390,82.270,17.730,5.18,224,0.875,bilinear,-13.374,-9.190,-12
tf_mobilenetv3_large_075,60.360,39.640,81.800,18.200,3.99,224,0.875,bilinear,-13.090,-9.540,-7
xcit_nano_12_p16_224_dist,60.330,39.670,82.490,17.510,3.05,224,1.000,bicubic,-11.982,-8.362,+5
mobilenetv2_100,60.210,39.790,82.040,17.960,3.50,224,0.875,bicubic,-12.742,-8.962,-2
vit_base_patch32_sam_224,59.970,40.030,81.300,18.700,88.22,224,0.900,bicubic,-13.730,-9.708,-37
deit_tiny_patch16_224,59.920,40.080,82.730,17.270,5.72,224,0.900,bicubic,-12.240,-8.382,+6
resnet18d,59.860,40.140,82.310,17.690,11.71,224,0.875,bicubic,-12.408,-8.374,+3
legacy_seresnet18,59.730,40.270,81.600,18.400,11.78,224,0.875,bicubic,-12.004,-8.738,+7
vgg19,59.720,40.280,81.420,18.580,143.67,224,0.875,bilinear,-12.668,-9.466,-2
regnetx_004,59.260,40.740,81.830,18.170,5.16,224,0.875,bicubic,-13.130,-8.988,-4
tf_mobilenetv3_large_minimal_100,59.040,40.960,80.880,19.120,3.92,224,0.875,bilinear,-13.212,-9.756,0
hrnet_w18_small,58.920,41.080,81.340,18.660,13.19,224,0.875,bilinear,-13.412,-9.346,-4
vit_tiny_r_s16_p8_224,58.880,41.120,81.630,18.370,6.34,224,0.900,bicubic,-12.918,-9.194,+1
vgg13_bn,58.850,41.150,81.040,18.960,133.05,224,0.875,bilinear,-12.714,-9.334,+3
vgg16,58.630,41.370,81.670,18.330,138.36,224,0.875,bilinear,-12.954,-8.720,+1
xcit_nano_12_p16_224,58.340,41.660,80.900,19.100,3.05,224,1.000,bicubic,-11.632,-8.858,+5
gluon_resnet18_v1b,58.300,41.700,80.990,19.010,11.69,224,0.875,bicubic,-12.534,-8.770,+1
resnet18,57.240,42.760,80.090,19.910,11.69,224,0.875,bilinear,-12.500,-8.996,+5
vgg13,57.100,42.900,79.610,20.390,133.05,224,0.875,bilinear,-12.838,-9.648,+3
vgg11_bn,57.040,42.960,79.760,20.240,132.87,224,0.875,bilinear,-13.322,-10.046,-1
regnety_002,56.980,43.020,79.830,20.170,3.16,224,0.875,bicubic,-13.302,-9.714,-1
mixer_l16_224,56.200,43.800,75.690,24.310,208.20,224,0.875,bicubic,-15.866,-11.964,-9
dla60x_c,56.090,43.910,78.950,21.050,1.32,224,0.875,bilinear,-11.822,-9.468,+5
vgg11,55.900,44.100,78.760,21.240,132.86,224,0.875,bilinear,-13.148,-9.876,0
regnetx_002,55.790,44.210,79.240,20.760,2.68,224,0.875,bicubic,-12.960,-9.320,0
tf_mobilenetv3_small_100,54.530,45.470,77.010,22.990,2.54,224,0.875,bilinear,-13.396,-10.666,+1
botnet26t_256,53.690,46.310,77.400,22.600,12.49,256,0.950,bicubic,-14.856,-11.296,-1
dla46x_c,53.120,46.880,76.810,23.190,1.07,224,0.875,bilinear,-12.856,-10.178,+1
tf_mobilenetv3_small_075,52.360,47.640,75.470,24.530,2.04,224,0.875,bilinear,-13.360,-10.666,+1
dla46_c,52.020,47.980,75.730,24.270,1.30,224,0.875,bilinear,-12.850,-10.564,+1
tf_mobilenetv3_small_minimal_100,49.560,50.440,72.820,27.180,2.04,224,0.875,bilinear,-13.348,-11.426,+1
resnest50d,70.250,29.750,88.630,11.370,27.48,224,0.875,bilinear,-10.672,-7.100,+10
tf_efficientnet_lite4,70.190,29.810,89.040,10.960,13.01,380,0.920,bilinear,-11.336,-6.654,-26
gluon_resnet152_v1s,70.120,29.880,88.890,11.110,60.32,224,0.875,bicubic,-10.834,-6.748,+5
resmlp_36_distilled_224,70.120,29.880,89.060,10.940,44.69,224,0.875,bicubic,-10.980,-6.274,-4
efficientnet_el,70.060,29.940,89.150,10.850,10.59,300,0.904,bicubic,-11.164,-6.202,-12
inception_resnet_v2,70.030,29.970,88.620,11.380,55.84,299,0.897,bicubic,-10.352,-5.974,+31
haloregnetz_b,69.980,30.020,88.850,11.150,11.68,224,0.940,bicubic,-11.020,-6.476,-2
repvgg_b3,69.940,30.060,88.660,11.340,123.09,224,0.875,bilinear,-10.522,-6.548,+22
gluon_seresnext101_32x4d,69.940,30.060,88.870,11.130,48.96,224,0.875,bicubic,-10.854,-6.376,+8
levit_256,69.930,30.070,89.240,10.760,18.89,224,0.900,bicubic,-11.520,-6.278,-29
regnety_320,69.870,30.130,88.760,11.240,145.05,224,0.875,bicubic,-10.848,-6.714,+9
gluon_resnet152_v1d,69.810,30.190,88.490,11.510,60.21,224,0.875,bicubic,-10.638,-6.818,+21
pit_s_224,69.800,30.200,88.830,11.170,23.46,224,0.900,bicubic,-11.220,-6.592,-9
sehalonet33ts,69.770,30.230,88.580,11.420,13.69,256,0.940,bicubic,-11.168,-6.860,-4
ecaresnet101d_pruned,69.710,30.290,89.330,10.670,24.88,224,0.875,bicubic,-11.016,-5.848,+4
lambda_resnet50ts,69.710,30.290,88.830,11.170,21.54,256,0.950,bicubic,-11.394,-6.812,-315
xcit_tiny_24_p16_224_dist,69.610,30.390,88.730,11.270,12.12,224,1.000,bicubic,-10.794,-6.294,+19
ens_adv_inception_resnet_v2,69.590,30.410,88.350,11.650,55.84,299,0.897,bicubic,-10.294,-6.582,+50
ssl_resnext50_32x4d,69.590,30.410,89.310,10.690,25.03,224,0.875,bilinear,-10.658,-5.760,+29
ecaresnet50d,69.580,30.420,89.290,10.710,25.58,224,0.875,bicubic,-10.936,-5.974,+8
gcresnet50t,69.570,30.430,88.920,11.080,25.90,256,0.900,bicubic,-11.288,-6.320,-6
efficientnet_b3_pruned,69.550,30.450,88.770,11.230,9.86,300,0.904,bicubic,-11.182,-6.796,-3
repvgg_b3g4,69.520,30.480,88.500,11.500,83.83,224,0.875,bilinear,-10.624,-6.472,+33
resmlp_24_distilled_224,69.510,30.490,89.010,10.990,30.02,224,0.875,bicubic,-11.146,-6.326,-3
gernet_m,69.510,30.490,88.590,11.410,21.14,224,0.875,bilinear,-11.110,-6.718,0
convmixer_768_32,69.500,30.500,88.950,11.050,21.11,224,0.960,bicubic,-10.586,-6.042,+33
gluon_resnext101_64x4d,69.490,30.510,88.250,11.750,83.46,224,0.875,bicubic,-11.048,-6.910,0
xcit_tiny_12_p16_384_dist,69.470,30.530,88.970,11.030,6.72,384,1.000,bicubic,-11.400,-6.336,-14
swin_tiny_patch4_window7_224,69.460,30.540,89.020,10.980,28.29,224,0.900,bicubic,-11.916,-6.590,-42
efficientnet_el_pruned,69.460,30.540,88.890,11.110,10.59,300,0.904,bicubic,-10.788,-6.234,+20
regnetx_320,69.440,30.560,88.140,11.860,107.81,224,0.875,bicubic,-10.782,-6.872,+20
gcresnext50ts,69.430,30.570,88.770,11.230,15.67,256,0.900,bicubic,-11.046,-6.432,-2
rexnet_150,69.410,30.590,88.970,11.030,9.73,224,0.875,bicubic,-10.872,-6.192,+13
efficientnet_b2,69.390,30.610,88.650,11.350,9.11,288,1.000,bicubic,-11.096,-6.948,-5
inception_v4,69.370,30.630,88.740,11.260,42.68,299,0.875,bicubic,-10.698,-6.164,+25
vit_base_patch32_224,69.350,30.650,89.270,10.730,88.22,224,0.900,bicubic,-11.276,-5.732,-13
ecaresnetlight,69.330,30.670,89.210,10.790,30.16,224,0.875,bicubic,-11.056,-5.912,0
nf_resnet50,69.320,30.680,88.700,11.300,25.56,288,0.940,bicubic,-11.274,-6.480,-12
xception71,69.270,30.730,88.170,11.830,42.34,299,0.903,bicubic,-10.590,-6.632,+33
resnet50d,69.170,30.830,88.140,11.860,25.58,224,0.875,bicubic,-11.298,-6.792,-9
tf_efficientnetv2_b2,69.090,30.910,88.150,11.850,10.10,260,0.890,bicubic,-11.052,-6.494,+16
legacy_seresnext101_32x4d,69.060,30.940,88.080,11.920,48.96,224,0.875,bilinear,-11.100,-6.994,+13
mixnet_xl,69.040,30.960,88.340,11.660,11.90,224,0.875,bicubic,-11.366,-6.740,-8
regnety_120,68.980,31.020,88.190,11.810,51.82,224,0.875,bicubic,-11.358,-6.718,-3
seresnet33ts,68.960,31.040,88.340,11.660,19.78,256,0.900,bicubic,-11.346,-6.692,-3
gluon_resnet152_v1c,68.960,31.040,87.670,12.330,60.21,224,0.875,bicubic,-10.910,-7.300,+25
vit_small_patch32_384,68.950,31.050,89.660,10.340,22.92,384,1.000,bicubic,-11.504,-5.592,-14
resnetv2_50,68.900,31.100,88.400,11.600,25.55,224,0.950,bicubic,-11.472,-6.714,-9
gluon_resnext101_32x4d,68.880,31.120,88.280,11.720,44.18,224,0.875,bicubic,-11.408,-6.942,-4
hrnet_w64,68.830,31.170,88.140,11.860,128.06,224,0.875,bilinear,-10.550,-6.554,+48
gluon_resnet152_v1b,68.800,31.200,87.570,12.430,60.19,224,0.875,bicubic,-10.806,-7.160,+37
tf_efficientnet_b2_ap,68.790,31.210,88.330,11.670,9.11,260,0.890,bicubic,-11.458,-6.696,-5
gluon_resnet101_v1d,68.780,31.220,88.080,11.920,44.57,224,0.875,bicubic,-11.564,-7.606,-13
seresnet50,68.760,31.240,88.520,11.480,28.09,224,0.875,bicubic,-11.454,-6.524,-4
xception65,68.760,31.240,88.250,11.750,39.92,299,0.903,bicubic,-10.696,-6.404,+36
eca_resnet33ts,68.760,31.240,88.520,11.480,19.68,256,0.900,bicubic,-11.290,-6.572,+8
repvgg_b2g4,68.760,31.240,88.260,11.740,61.76,224,0.875,bilinear,-10.552,-6.262,+46
gluon_xception65,68.760,31.240,87.950,12.050,39.92,299,0.903,bicubic,-10.882,-6.672,+32
cspdarknet53,68.730,31.270,88.540,11.460,27.64,256,0.887,bilinear,-11.182,-6.312,+7
cspresnext50,68.720,31.280,88.020,11.980,20.57,224,0.875,bilinear,-11.204,-6.808,+5
gcresnet33ts,68.700,31.300,88.480,11.520,19.88,256,0.900,bicubic,-11.294,-6.356,+2
resnext50d_32x4d,68.670,31.330,88.230,11.770,25.05,224,0.875,bicubic,-10.906,-6.472,+27
dpn131,68.660,31.340,87.220,12.780,79.25,224,0.875,bicubic,-11.102,-7.648,+16
gluon_resnet101_v1s,68.650,31.350,87.720,12.280,44.67,224,0.875,bicubic,-11.592,-7.042,-14
gmlp_s16_224,68.620,31.380,87.950,12.050,19.42,224,0.875,bicubic,-10.914,-6.638,+26
xcit_tiny_12_p8_224,68.610,31.390,88.690,11.310,6.71,224,1.000,bicubic,-11.054,-6.176,+19
gluon_seresnext50_32x4d,68.580,31.420,88.150,11.850,27.56,224,0.875,bicubic,-11.292,-6.682,+2
regnetx_160,68.520,31.480,88.280,11.720,54.28,224,0.875,bicubic,-11.256,-6.606,+10
regnety_080,68.510,31.490,88.000,12.000,39.18,224,0.875,bicubic,-11.324,-6.712,+4
deit_small_patch16_224,68.490,31.510,88.260,11.740,22.05,224,0.900,bicubic,-11.344,-6.564,+5
tf_efficientnet_b2,68.460,31.540,88.010,11.990,9.11,260,0.890,bicubic,-11.518,-6.926,-7
skresnext50_32x4d,68.440,31.560,87.610,12.390,27.48,224,0.875,bicubic,-11.612,-7.340,-12
resnet50,68.440,31.560,87.600,12.400,25.56,224,0.950,bicubic,-11.870,-7.560,-30
dpn107,68.430,31.570,88.080,11.920,86.92,224,0.875,bicubic,-11.666,-6.894,-16
cspresnet50,68.380,31.620,87.950,12.050,21.62,256,0.887,bilinear,-11.094,-6.770,+18
dla102x2,68.380,31.620,87.810,12.190,41.28,224,0.875,bilinear,-10.946,-6.558,+24
resnext50_32x4d,68.380,31.620,87.590,12.410,25.03,224,0.875,bicubic,-11.330,-7.468,+4
ssl_resnet50,68.350,31.650,88.580,11.420,25.56,224,0.875,bilinear,-10.784,-5.736,+37
cait_xxs36_224,68.350,31.650,88.610,11.390,17.30,224,1.000,bicubic,-11.352,-6.258,+5
xcit_tiny_24_p16_224,68.340,31.660,88.120,11.880,12.12,224,1.000,bicubic,-11.024,-6.304,+19
regnety_064,68.330,31.670,88.030,11.970,30.58,224,0.875,bicubic,-11.350,-6.706,+3
vit_base_patch16_sam_224,68.310,31.690,87.680,12.320,86.57,224,0.900,bicubic,-11.862,-7.224,-28
dpn98,68.300,31.700,87.570,12.430,61.57,224,0.875,bicubic,-11.246,-7.090,+7
resmlp_big_24_224,68.280,31.720,87.700,12.300,129.14,224,0.875,bicubic,-12.702,-7.572,-77
ecaresnet26t,68.240,31.760,88.660,11.340,16.01,320,0.950,bicubic,-11.560,-5.954,-8
regnetx_120,68.230,31.770,87.580,12.420,46.11,224,0.875,bicubic,-11.266,-7.094,+5
ese_vovnet39b,68.230,31.770,88.290,11.710,24.57,224,0.875,bicubic,-11.064,-6.084,+21
efficientnet_b2_pruned,68.220,31.780,88.080,11.920,8.31,260,0.890,bicubic,-11.646,-6.976,-17
rexnet_130,68.220,31.780,88.000,12.000,7.56,224,0.875,bicubic,-11.220,-6.644,+7
gluon_resnext50_32x4d,68.160,31.840,87.360,12.640,25.03,224,0.875,bicubic,-11.144,-7.364,+13
ecaresnet50d_pruned,68.140,31.860,88.340,11.660,19.94,224,0.875,bicubic,-11.514,-6.264,-5
tf_efficientnet_el,68.100,31.900,88.020,11.980,10.59,300,0.904,bicubic,-12.118,-7.084,-40
resnetv2_50x1_bitm,67.930,32.070,89.090,10.910,25.55,448,1.000,bilinear,-12.372,-6.328,-49
regnetx_080,67.920,32.080,87.070,12.930,39.57,224,0.875,bicubic,-11.180,-7.532,+24
resmlp_36_224,67.920,32.080,88.220,11.780,44.69,224,0.875,bicubic,-11.786,-6.654,-13
tf_efficientnet_lite3,67.920,32.080,87.710,12.290,8.20,300,0.904,bilinear,-11.810,-7.052,-16
pit_xs_distilled_224,67.900,32.100,87.710,12.290,11.00,224,0.900,bicubic,-11.328,-6.936,+14
resnetrs50,67.890,32.110,87.660,12.340,35.69,224,0.910,bicubic,-11.944,-7.424,-24
legacy_seresnext50_32x4d,67.880,32.120,87.590,12.410,27.56,224,0.875,bilinear,-11.100,-6.694,+26
gluon_resnet50_v1d,67.870,32.130,86.940,13.060,25.58,224,0.875,bicubic,-11.098,-7.488,+26
levit_192,67.840,32.160,87.820,12.180,10.95,224,0.900,bicubic,-11.980,-7.090,-25
tf_efficientnetv2_b1,67.840,32.160,87.620,12.380,8.14,240,0.882,bicubic,-11.546,-6.926,-6
nf_regnet_b1,67.840,32.160,88.080,11.920,10.22,288,0.900,bicubic,-11.396,-6.752,+8
hrnet_w48,67.800,32.200,87.370,12.630,77.47,224,0.875,bilinear,-11.500,-7.266,+1
resnext101_32x8d,67.760,32.240,87.360,12.640,88.79,224,0.875,bilinear,-11.536,-7.382,+1
tf_efficientnet_b0_ns,67.720,32.280,87.940,12.060,5.29,224,0.875,bicubic,-10.758,-6.356,+39
resmlp_24_224,67.700,32.300,87.570,12.430,30.02,224,0.875,bicubic,-11.622,-6.944,-6
hrnet_w44,67.690,32.310,87.490,12.510,67.06,224,0.875,bilinear,-11.104,-6.936,+25
halonet26t,67.690,32.310,87.310,12.690,12.48,256,0.950,bicubic,-11.358,-7.086,+14
eca_botnext26ts_256,67.680,32.320,87.090,12.910,10.59,256,0.950,bicubic,-11.536,-7.332,-203
regnetx_064,67.670,32.330,87.470,12.530,26.21,224,0.875,bicubic,-11.256,-7.008,+17
coat_lite_mini,67.660,32.340,87.720,12.280,11.01,224,0.900,bicubic,-11.320,-6.460,+13
dla169,67.650,32.350,87.460,12.540,53.39,224,0.875,bilinear,-10.882,-6.824,+30
regnety_040,67.620,32.380,87.390,12.610,20.65,224,0.875,bicubic,-11.488,-7.198,+4
efficientnet_em,67.570,32.430,88.110,11.890,6.90,240,0.882,bicubic,-11.622,-6.328,+1
dpn92,67.550,32.450,87.290,12.710,37.67,224,0.875,bicubic,-12.356,-7.564,-48
xception,67.550,32.450,87.520,12.480,22.86,299,0.897,bicubic,-11.340,-6.862,+12
gluon_inception_v3,67.540,32.460,87.250,12.750,23.83,299,0.875,bicubic,-11.118,-7.120,+22
dpn68b,67.520,32.480,87.490,12.510,12.61,224,0.875,bicubic,-11.558,-6.942,+1
legacy_seresnet152,67.510,32.490,87.500,12.500,66.82,224,0.875,bilinear,-10.974,-6.754,+25
lambda_resnet26t,67.490,32.510,87.650,12.350,10.96,256,0.940,bicubic,-11.530,-6.712,+2
efficientnet_b1,67.490,32.510,87.430,12.570,7.79,256,1.000,bicubic,-11.172,-6.946,+18
hrnet_w40,67.470,32.530,87.140,12.860,57.56,224,0.875,bilinear,-11.328,-7.240,+11
resnetblur50,67.440,32.560,87.580,12.420,25.56,224,0.875,bicubic,-11.820,-7.212,-14
tf_efficientnet_b1_ap,67.430,32.570,87.540,12.460,7.79,240,0.882,bicubic,-11.790,-7.006,-12
tf_efficientnet_cc_b1_8e,67.380,32.620,87.280,12.720,39.72,240,0.882,bicubic,-11.920,-7.250,-21
res2net50_26w_8s,67.360,32.640,87.130,12.870,48.40,224,0.875,bilinear,-11.480,-7.126,+4
res2net101_26w_4s,67.360,32.640,87.170,12.830,45.21,224,0.875,bilinear,-11.700,-7.296,-6
gluon_resnet101_v1b,67.350,32.650,87.050,12.950,44.55,224,0.875,bicubic,-11.924,-7.252,-20
cait_xxs24_224,67.310,32.690,87.490,12.510,11.96,224,1.000,bicubic,-10.932,-6.414,+32
xception41,67.310,32.690,87.150,12.850,26.97,299,0.903,bicubic,-11.136,-7.394,+18
gluon_resnet101_v1c,67.290,32.710,87.060,12.940,44.57,224,0.875,bicubic,-12.162,-7.828,-36
resnet33ts,67.170,32.830,87.410,12.590,19.68,256,0.900,bicubic,-11.894,-7.050,-12
regnetx_032,67.150,32.850,86.980,13.020,15.30,224,0.875,bicubic,-10.878,-6.978,+37
botnet26t_256,67.130,32.870,87.500,12.500,12.49,256,0.950,bicubic,-12.084,-7.072,-203
coat_tiny,67.120,32.880,87.380,12.620,5.50,224,0.900,bicubic,-11.202,-6.664,+23
resnest26d,67.120,32.880,87.130,12.870,17.07,224,0.875,bilinear,-11.314,-6.904,+16
dla60_res2net,67.110,32.890,87.080,12.920,20.85,224,0.875,bilinear,-11.274,-7.184,+17
legacy_seresnet101,67.100,32.900,87.020,12.980,49.33,224,0.875,bilinear,-11.150,-6.816,+22
dla60x,67.080,32.920,87.200,12.800,17.35,224,0.875,bilinear,-11.054,-6.656,+28
dla102x,67.000,33.000,86.730,13.270,26.31,224,0.875,bilinear,-11.442,-7.428,+10
res2net50_26w_6s,66.980,33.020,86.830,13.170,37.05,224,0.875,bilinear,-11.482,-7.378,+7
xcit_tiny_12_p16_224_dist,66.970,33.030,87.340,12.660,6.72,224,1.000,bicubic,-11.496,-6.670,+5
repvgg_b2,66.950,33.050,87.260,12.740,89.02,224,0.875,bilinear,-11.630,-6.944,-2
pit_xs_224,66.940,33.060,87.190,12.810,10.62,224,0.900,bicubic,-11.112,-6.478,+24
mixnet_l,66.940,33.060,86.790,13.210,7.33,224,0.875,bicubic,-11.896,-7.404,-13
gluon_resnet50_v1s,66.940,33.060,86.800,13.200,25.68,224,0.875,bicubic,-11.572,-7.426,0
tv_resnet152,66.930,33.070,87.440,12.560,60.19,224,0.875,bilinear,-11.254,-6.724,+17
repvgg_b1,66.820,33.180,86.690,13.310,57.42,224,0.875,bilinear,-11.426,-7.334,+12
eca_halonext26ts,66.820,33.180,87.070,12.930,10.76,256,0.940,bicubic,-11.878,-7.262,-11
tf_efficientnet_b1,66.810,33.190,86.920,13.080,7.79,240,0.882,bicubic,-11.886,-7.328,-12
lambda_resnet26rpt_256,66.800,33.200,87.060,12.940,10.99,256,0.940,bicubic,-12.004,-7.286,-18
efficientnet_es,66.720,33.280,86.670,13.330,5.44,224,0.875,bicubic,-11.258,-7.072,+23
xcit_nano_12_p8_384_dist,66.720,33.280,87.050,12.950,3.05,384,1.000,bicubic,-10.866,-6.554,+38
gluon_resnet50_v1c,66.710,33.290,86.110,13.890,25.58,224,0.875,bicubic,-11.198,-7.546,+23
dla60_res2next,66.710,33.290,86.940,13.060,17.03,224,0.875,bilinear,-11.666,-7.376,+2
hrnet_w30,66.690,33.310,86.740,13.260,37.71,224,0.875,bilinear,-11.392,-7.204,+13
resnet32ts,66.690,33.310,87.130,12.870,17.96,256,0.900,bicubic,-12.164,-7.154,-27
selecsls60b,66.650,33.350,86.590,13.410,32.77,224,0.875,bicubic,-11.612,-7.510,-1
regnetx_040,66.650,33.350,86.530,13.470,22.12,224,0.875,bicubic,-11.792,-7.666,-8
hrnet_w32,66.650,33.350,87.190,12.810,41.23,224,0.875,bilinear,-11.720,-6.836,-1
tf_mixnet_l,66.630,33.370,86.380,13.620,7.33,224,0.875,bicubic,-11.936,-7.738,-19
dla102,66.590,33.410,86.930,13.070,33.27,224,0.875,bilinear,-11.322,-5.974,+15
wide_resnet101_2,66.570,33.430,87.010,12.990,126.89,224,0.875,bilinear,-12.208,-6.990,-27
tf_efficientnetv2_b0,66.520,33.480,86.620,13.380,7.14,224,0.875,bicubic,-11.682,-7.608,-1
levit_128,66.500,33.500,86.710,13.290,9.21,224,0.900,bicubic,-11.908,-7.466,-12
adv_inception_v3,66.370,33.630,86.380,13.620,23.83,299,0.875,bicubic,-11.080,-7.198,+32
vit_tiny_patch16_384,66.330,33.670,87.160,12.840,5.79,384,1.000,bicubic,-12.048,-6.944,-12
tf_inception_v3,66.320,33.680,86.570,13.430,23.83,299,0.875,bicubic,-11.384,-6.952,+19
selecsls60,66.310,33.690,86.290,13.710,30.67,224,0.875,bicubic,-11.554,-7.434,+11
resmlp_12_distilled_224,66.280,33.720,86.470,13.530,15.35,224,0.875,bicubic,-11.580,-7.176,+12
hardcorenas_f,66.240,33.760,86.250,13.750,8.20,224,0.875,bilinear,-11.744,-7.582,+3
coat_lite_tiny,66.230,33.770,86.950,13.050,5.72,224,0.900,bicubic,-11.122,-6.686,+29
bat_resnext26ts,66.210,33.790,86.650,13.350,10.73,256,0.900,bicubic,-11.940,-7.436,-8
tf_efficientnet_cc_b0_8e,66.120,33.880,86.100,13.900,24.01,224,0.875,bicubic,-11.700,-7.726,+9
efficientnet_b0,66.120,33.880,86.100,13.900,5.29,224,0.875,bicubic,-11.456,-7.622,+19
legacy_seresnet50,66.090,33.910,86.290,13.710,28.09,224,0.875,bilinear,-11.444,-7.268,+18
gmixer_24_224,66.080,33.920,85.980,14.020,24.72,224,0.875,bicubic,-11.864,-7.582,-1
tf_efficientnet_em,66.030,33.970,86.210,13.790,6.90,240,0.882,bicubic,-11.976,-7.778,-7
res2net50_14w_8s,66.030,33.970,86.200,13.800,25.06,224,0.875,bilinear,-11.956,-7.648,-5
res2net50_26w_4s,66.010,33.990,86.590,13.410,25.70,224,0.875,bilinear,-11.862,-7.244,-1
inception_v3,66.000,34.000,86.120,13.880,23.83,299,0.875,bicubic,-11.290,-7.360,+22
hardcorenas_e,65.990,34.010,85.980,14.020,8.07,224,0.875,bilinear,-11.588,-7.760,+10
regnety_016,65.960,34.040,86.270,13.730,11.20,224,0.875,bicubic,-11.840,-7.426,+3
efficientnet_b1_pruned,65.950,34.050,86.510,13.490,6.33,240,0.882,bicubic,-12.192,-7.548,-18
tv_resnext50_32x4d,65.940,34.060,86.030,13.970,25.03,224,0.875,bilinear,-11.574,-7.886,+10
gluon_resnet50_v1b,65.910,34.090,86.230,13.770,25.56,224,0.875,bicubic,-11.514,-7.256,+13
tv_resnet101,65.820,34.180,85.980,14.020,44.55,224,0.875,bilinear,-11.370,-7.410,+19
rexnet_100,65.810,34.190,86.510,13.490,4.80,224,0.875,bicubic,-11.828,-7.236,-1
gcresnext26ts,65.810,34.190,85.850,14.150,10.48,256,0.900,bicubic,-11.784,-7.992,+2
seresnext26t_32x4d,65.780,34.220,85.610,14.390,16.81,224,0.875,bicubic,-12.080,-8.266,-9
resnet34d,65.770,34.230,86.620,13.380,21.82,224,0.875,bicubic,-11.188,-6.546,+23
repvgg_b1g4,65.760,34.240,85.970,14.030,39.97,224,0.875,bilinear,-11.722,-7.778,+4
densenet161,65.700,34.300,86.510,13.490,28.68,224,0.875,bicubic,-11.420,-7.208,+14
skresnet34,65.660,34.340,85.960,14.040,22.28,224,0.875,bicubic,-11.030,-7.188,+29
eca_resnext26ts,65.630,34.370,85.780,14.220,10.30,256,0.900,bicubic,-11.656,-7.732,+9
mobilenetv3_large_100_miil,65.620,34.380,85.210,14.790,5.48,224,0.875,bilinear,-12.228,-8.578,-13
res2next50,65.610,34.390,85.810,14.190,24.67,224,0.875,bilinear,-12.494,-7.984,-29
hardcorenas_d,65.570,34.430,85.530,14.470,7.50,224,0.875,bilinear,-11.704,-7.892,+7
selecsls42b,65.550,34.450,85.870,14.130,32.46,224,0.875,bicubic,-11.484,-7.454,+13
xcit_tiny_12_p16_224,65.500,34.500,86.190,13.810,6.72,224,1.000,bicubic,-11.490,-7.416,+13
resnet26t,65.470,34.530,86.240,13.760,16.01,256,0.940,bicubic,-12.348,-7.794,-16
seresnext26ts,65.450,34.550,86.020,13.980,10.39,256,0.900,bicubic,-12.160,-7.664,-13
convmixer_1024_20_ks9_p14,65.430,34.570,85.520,14.480,24.38,224,0.960,bicubic,-11.328,-7.918,+19
tf_efficientnet_lite2,65.300,34.700,86.010,13.990,6.09,260,0.890,bicubic,-12.020,-7.312,-2
densenet201,65.290,34.710,85.660,14.340,20.01,224,0.875,bicubic,-11.814,-7.604,+4
seresnext26d_32x4d,65.260,34.740,85.810,14.190,16.81,224,0.875,bicubic,-12.204,-7.666,-9
densenetblur121d,65.250,34.750,85.780,14.220,8.00,224,0.875,bicubic,-11.070,-7.288,+27
crossvit_9_dagger_240,65.230,34.770,86.470,13.530,8.78,240,0.875,bicubic,-11.616,-6.760,+11
res2net50_48w_2s,65.220,34.780,85.920,14.080,25.29,224,0.875,bilinear,-12.148,-7.640,-9
tf_efficientnet_b0_ap,65.200,34.800,85.490,14.510,5.29,224,0.875,bicubic,-11.746,-7.936,+5
hrnet_w18,65.110,34.890,85.690,14.310,21.30,224,0.875,bilinear,-11.480,-7.522,+17
ese_vovnet19b_dw,65.100,34.900,85.420,14.580,6.54,224,0.875,bicubic,-11.522,-6.808,+14
dla60,65.070,34.930,85.700,14.300,22.04,224,0.875,bilinear,-11.836,-7.434,+5
gernet_s,65.000,35.000,85.520,14.480,8.17,224,0.875,bilinear,-11.664,-7.714,+10
tf_efficientnet_cc_b0_4e,64.960,35.040,85.020,14.980,13.31,224,0.875,bicubic,-12.154,-8.362,-7
mobilenetv2_120d,64.920,35.080,85.850,14.150,5.83,224,0.875,bicubic,-12.174,-7.460,-6
hardcorenas_c,64.850,35.150,85.240,14.760,5.52,224,0.875,bilinear,-12.070,-8.080,0
legacy_seresnext26_32x4d,64.830,35.170,85.550,14.450,16.79,224,0.875,bicubic,-12.114,-7.808,-2
mixnet_m,64.740,35.260,85.510,14.490,5.01,224,0.875,bicubic,-12.310,-7.662,-8
resnet26d,64.590,35.410,85.090,14.910,16.01,224,0.875,bicubic,-11.948,-7.774,+9
xcit_nano_12_p8_224_dist,64.520,35.480,85.900,14.100,3.05,224,1.000,bicubic,-11.452,-7.372,+18
tf_efficientnet_lite1,64.490,35.510,85.520,14.480,5.42,240,0.882,bicubic,-12.040,-7.232,+8
tf_mixnet_m,64.460,35.540,84.930,15.070,5.01,224,0.875,bicubic,-12.364,-8.350,-3
levit_128s,64.440,35.560,84.690,15.310,7.78,224,0.900,bicubic,-11.854,-8.272,+11
densenet169,64.420,35.580,85.250,14.750,14.15,224,0.875,bicubic,-11.086,-7.270,+22
resnext26ts,64.380,35.620,85.000,15.000,10.30,256,0.900,bicubic,-12.210,-8.192,+1
resmlp_12_224,64.340,35.660,85.600,14.400,15.35,224,0.875,bicubic,-12.176,-7.400,+4
repvgg_a2,64.270,35.730,84.980,15.020,28.21,224,0.875,bilinear,-11.724,-8.296,+10
xcit_nano_12_p16_384_dist,64.230,35.770,85.280,14.720,3.05,384,1.000,bicubic,-10.890,-7.094,+25
regnetx_016,64.230,35.770,85.440,14.560,9.19,224,0.875,bicubic,-12.542,-7.690,-8
hardcorenas_b,64.210,35.790,84.860,15.140,5.18,224,0.875,bilinear,-11.942,-8.018,+5
tf_efficientnet_b0,64.160,35.840,85.170,14.830,5.29,224,0.875,bicubic,-12.494,-8.002,-7
dpn68,64.030,35.970,84.990,15.010,12.61,224,0.875,bicubic,-11.868,-8.034,+8
tf_efficientnet_es,63.900,36.100,84.580,15.420,5.44,224,0.875,bicubic,-12.430,-8.506,-1
vit_small_patch32_224,63.880,36.120,85.590,14.410,22.88,224,0.900,bicubic,-11.804,-7.046,+8
mobilenetv2_140,63.870,36.130,84.950,15.050,6.11,224,0.875,bicubic,-12.124,-7.842,+1
densenet121,63.730,36.270,84.600,15.400,7.98,224,0.875,bicubic,-11.722,-8.006,+14
regnety_008,63.730,36.270,85.240,14.760,6.26,224,0.875,bicubic,-12.182,-7.274,+2
hardcorenas_a,63.680,36.320,84.470,15.530,5.26,224,0.875,bilinear,-11.830,-8.138,+7
resnest14d,63.550,36.450,84.010,15.990,10.61,224,0.875,bilinear,-11.716,-8.524,+13
mixnet_s,63.540,36.460,84.710,15.290,4.13,224,0.875,bicubic,-12.078,-8.002,+3
tf_mixnet_s,63.430,36.570,84.090,15.910,4.13,224,0.875,bicubic,-12.038,-8.586,+7
resnet26,63.420,36.580,84.210,15.790,16.00,224,0.875,bicubic,-11.636,-8.138,+15
mobilenetv3_large_100,63.310,36.690,84.050,15.950,5.48,224,0.875,bicubic,-12.194,-8.466,+4
efficientnet_es_pruned,63.300,36.700,84.840,15.160,5.44,224,0.875,bicubic,-11.292,-7.156,+21
mobilenetv3_rw,63.270,36.730,84.560,15.440,5.48,224,0.875,bicubic,-12.184,-8.292,+4
tv_resnet50,63.200,36.800,84.640,15.360,25.56,224,0.875,bilinear,-12.574,-7.900,-5
vit_tiny_r_s16_p8_384,63.190,36.810,85.120,14.880,6.36,384,1.000,bicubic,-12.378,-7.532,-3
efficientnet_lite0,63.160,36.840,84.350,15.650,4.65,224,0.875,bicubic,-11.992,-8.064,+5
mixer_b16_224,63.160,36.840,83.080,16.920,59.88,224,0.875,bicubic,-13.320,-9.940,-18
vit_tiny_patch16_224,63.100,36.900,84.900,15.100,5.72,224,0.900,bicubic,-12.012,-7.376,+5
pit_ti_distilled_224,63.090,36.910,84.010,15.990,5.10,224,0.900,bicubic,-10.892,-7.960,+21
semnasnet_100,63.050,36.950,84.450,15.550,3.89,224,0.875,bicubic,-12.056,-7.962,+4
resnet34,62.850,37.150,84.150,15.850,21.80,224,0.875,bilinear,-11.942,-7.978,+8
tv_densenet121,62.790,37.210,84.120,15.880,7.98,224,0.875,bicubic,-11.444,-7.734,+14
legacy_seresnet34,62.770,37.230,84.200,15.800,21.96,224,0.875,bilinear,-11.754,-7.696,+12
regnety_006,62.740,37.260,84.100,15.900,6.06,224,0.875,bicubic,-12.312,-8.088,+2
deit_tiny_distilled_patch16_224,62.720,37.280,83.800,16.200,5.91,224,0.900,bicubic,-11.192,-8.366,+16
hrnet_w18_small_v2,62.660,37.340,83.850,16.150,15.60,224,0.875,bilinear,-12.086,-8.304,+4
swsl_resnet18,62.650,37.350,84.290,15.710,11.69,224,0.875,bilinear,-9.740,-6.528,+27
repvgg_b0,62.620,37.380,83.660,16.340,15.82,224,0.875,bilinear,-12.376,-8.780,-2
mobilenetv2_110d,62.620,37.380,84.450,15.550,4.52,224,0.875,bicubic,-11.988,-7.608,+4
tf_efficientnet_lite0,62.560,37.440,84.140,15.860,4.65,224,0.875,bicubic,-11.970,-7.960,+4
regnetx_008,62.510,37.490,83.980,16.020,7.26,224,0.875,bicubic,-12.164,-8.118,0
dla34,62.500,37.500,83.860,16.140,15.74,224,0.875,bilinear,-11.512,-7.906,+6
gluon_resnet34_v1b,62.460,37.540,83.920,16.080,21.80,224,0.875,bicubic,-11.524,-7.540,+6
xcit_nano_12_p8_224,62.450,37.550,84.190,15.810,3.05,224,1.000,bicubic,-10.854,-7.232,+13
fbnetc_100,62.380,37.620,83.370,16.630,5.57,224,0.875,bilinear,-12.452,-8.806,-7
tf_mobilenetv3_large_100,62.230,37.770,83.850,16.150,5.48,224,0.875,bilinear,-13.062,-8.724,-17
crossvit_9_240,62.110,37.890,84.300,15.700,8.55,240,0.875,bicubic,-11.234,-7.622,+9
crossvit_tiny_240,62.060,37.940,83.780,16.220,7.01,240,0.875,bicubic,-10.862,-7.630,+14
regnety_004,61.990,38.010,83.440,16.560,4.34,224,0.875,bicubic,-11.460,-7.900,+5
vgg19_bn,61.910,38.090,83.380,16.620,143.68,224,0.875,bilinear,-11.936,-8.302,+2
mnasnet_100,61.900,38.100,83.730,16.270,4.38,224,0.875,bicubic,-12.178,-8.090,-4
ssl_resnet18,61.530,38.470,83.300,16.700,11.69,224,0.875,bilinear,-10.722,-7.336,+17
convit_tiny,61.470,38.530,83.990,16.010,5.71,224,0.875,bicubic,-10.918,-6.896,+12
tv_resnet34,61.150,38.850,82.640,17.360,21.80,224,0.875,bilinear,-11.462,-8.780,+9
regnetx_006,61.120,38.880,83.250,16.750,6.20,224,0.875,bicubic,-12.162,-8.508,+3
spnasnet_100,61.070,38.930,82.750,17.250,4.42,224,0.875,bilinear,-12.630,-8.258,-3
pit_ti_224,60.940,39.060,83.820,16.180,4.85,224,0.900,bicubic,-11.328,-6.864,+11
skresnet18,60.820,39.180,82.870,17.130,11.96,224,0.875,bicubic,-11.512,-7.816,+8
vgg16_bn,60.820,39.180,83.010,16.990,138.37,224,0.875,bilinear,-12.132,-7.992,+2
ghostnet_100,60.610,39.390,82.270,17.730,5.18,224,0.875,bilinear,-12.750,-9.222,-5
tf_mobilenetv3_large_075,60.360,39.640,81.800,18.200,3.99,224,0.875,bilinear,-12.662,-9.370,-1
xcit_nano_12_p16_224_dist,60.330,39.670,82.490,17.510,3.05,224,1.000,bicubic,-11.404,-7.848,+11
mobilenetv2_100,60.210,39.790,82.040,17.960,3.50,224,0.875,bicubic,-12.102,-8.812,+4
deit_tiny_patch16_224,59.920,40.080,82.730,17.270,5.72,224,0.900,bicubic,-10.914,-7.030,+12
resnet18d,59.860,40.140,82.310,17.690,11.71,224,0.875,bicubic,-11.724,-8.080,+9
legacy_seresnet18,59.730,40.270,81.600,18.400,11.78,224,0.875,bicubic,-10.242,-8.158,+13
vgg19,59.720,40.280,81.420,18.580,143.67,224,0.875,bilinear,-12.346,-6.234,+4
regnetx_004,59.260,40.740,81.830,18.170,5.16,224,0.875,bicubic,-12.900,-9.282,+2
tf_mobilenetv3_large_minimal_100,59.040,40.960,80.880,19.120,3.92,224,0.875,bilinear,-12.524,-9.494,+6
hrnet_w18_small,58.920,41.080,81.340,18.660,13.19,224,0.875,bilinear,-12.878,-9.484,+2
vit_tiny_r_s16_p8_224,58.880,41.120,81.630,18.370,6.34,224,0.900,bicubic,-11.402,-7.914,+7
vgg13_bn,58.850,41.150,81.040,18.960,133.05,224,0.875,bilinear,-10.890,-8.046,+9
vgg16,58.630,41.370,81.670,18.330,138.36,224,0.875,bilinear,-11.308,-7.588,+7
xcit_nano_12_p16_224,58.340,41.660,80.900,19.100,3.05,224,1.000,bicubic,-9.572,-7.518,+11
gluon_resnet18_v1b,58.300,41.700,80.990,19.010,11.69,224,0.875,bicubic,-10.748,-7.646,+7
resnet18,57.240,42.760,80.090,19.910,11.69,224,0.875,bilinear,-8.480,-6.046,+11
vgg13,57.100,42.900,79.610,20.390,133.05,224,0.875,bilinear,-8.876,-7.378,+9
vgg11_bn,57.040,42.960,79.760,20.240,132.87,224,0.875,bilinear,-11.710,-8.800,+5
regnety_002,56.980,43.020,79.830,20.170,3.16,224,0.875,bicubic,-10.946,-7.846,+5
mixer_l16_224,56.200,43.800,75.690,24.310,208.20,224,0.875,bicubic,-14.162,-14.116,-3
dla60x_c,56.090,43.910,78.950,21.050,1.32,224,0.875,bilinear,-25.430,-16.308,+10
vgg11,55.900,44.100,78.760,21.240,132.86,224,0.875,bilinear,-8.970,-7.534,+6
regnetx_002,55.790,44.210,79.240,20.760,2.68,224,0.875,bicubic,-7.118,-5.006,+6
tf_mobilenetv3_small_100,54.530,45.470,77.010,22.990,2.54,224,0.875,bilinear,-27.018,-18.302,+6
dla46x_c,53.120,46.880,76.810,23.190,1.07,224,0.875,bilinear,-28.302,-18.246,+7
tf_mobilenetv3_small_075,52.360,47.640,75.470,24.530,2.04,224,0.875,bilinear,-28.806,-19.626,+7
dla46_c,52.020,47.980,75.730,24.270,1.30,224,0.875,bilinear,-27.254,-18.876,+7
tf_mobilenetv3_small_minimal_100,49.560,50.440,72.820,27.180,2.04,224,0.875,bilinear,-29.700,-21.714,+7
vit_base_patch32_sam_224,0.110,99.890,0.430,99.570,88.22,224,0.900,bicubic,-73.002,-91.290,-30

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation top1_diff top5_diff rank_diff
64 tf_efficientnetv2_s_in21ft1k 74.240 25.760 92.400 7.600 21.46 384 1.000 bicubic -10.056 -4.856 +8
65 resmlp_big_24_224_in22ft1k 74.220 25.780 92.080 7.920 129.14 224 0.875 bicubic -10.204 -5.036 +4
66 xcit_large_24_p8_224 74.170 25.830 90.880 9.120 188.93 224 1.000 bicubic -10.212 -5.776 +4
67 vit_large_r50_s32_224 74.140 25.860 92.290 7.710 328.99 224 0.900 bicubic -10.300 -4.680 -4.864 -1 0
68 seresnet152d 74.110 25.890 91.920 8.080 66.84 320 1.000 bicubic -10.252 -5.122 +3
69 cait_xs24_384 74.090 25.910 91.900 8.100 26.67 384 1.000 bicubic -9.964 -4.986 +14
70 pit_b_distilled_224 74.080 25.920 91.590 8.410 74.79 224 0.900 bicubic -10.078 -5.268 +10
86 ig_resnext101_32x8d 73.670 26.330 92.190 7.810 88.79 224 0.875 bilinear -9.040 -4.450 +49
87 xcit_medium_24_p16_224_dist 73.610 26.390 91.450 8.550 84.40 224 1.000 bicubic -10.668 -5.492 -14
88 xcit_tiny_24_p8_384_dist 73.460 26.540 91.640 8.360 12.11 384 1.000 bicubic -10.304 -5.064 +11
89 resnetrs270 73.450 26.550 91.460 8.540 129.86 352 1.000 bicubic -10.990 -5.694 -5.510 -22 -23
90 twins_svt_large 73.420 26.580 90.870 9.130 99.27 224 0.900 bicubic -10.264 -5.740 +13
91 resmlp_big_24_distilled_224 73.340 26.660 91.100 8.900 129.14 224 0.875 bicubic -10.256 -5.556 +14
92 resnet200d 73.320 26.680 91.470 8.530 64.69 320 1.000 bicubic -10.650 -5.348 -3
144 swin_small_patch4_window7_224 71.750 28.250 90.280 9.720 49.61 224 0.900 bicubic -11.476 -6.050 -28
145 crossvit_15_dagger_240 71.650 28.350 89.800 10.200 28.21 240 0.875 bicubic -10.660 -6.162 +9
146 pit_b_224 71.650 28.350 89.280 10.720 73.76 224 0.900 bicubic -10.794 -6.432 0
147 swsl_resnet50 71.640 28.360 90.500 9.500 25.56 224 0.875 bilinear -9.506 -9.402 -5.478 -4.700 +57 +60
148 eca_nfnet_l0 71.580 28.420 91.010 8.990 24.14 288 1.000 bicubic -11.012 -5.476 -11
149 resnet61q 71.550 28.450 90.010 9.990 36.85 288 1.000 bicubic -10.972 -6.124 -7
150 xcit_large_24_p16_224 71.540 28.460 89.200 10.800 189.10 224 1.000 bicubic -11.358 -6.682 -23
162 ssl_resnext101_32x16d 71.170 28.830 90.460 9.540 194.03 224 0.875 bilinear -10.674 -5.630 +11
163 ecaresnet50t 71.110 28.890 90.410 9.590 25.57 320 0.950 bicubic -11.254 -5.732 -12
164 xcit_small_24_p16_224 71.090 28.910 89.530 10.470 47.67 224 1.000 bicubic -11.488 -6.470 -25
xcit_small_12_p16_224 71.070 28.930 89.730 10.270 26.25 224 1.000 bicubic -10.906 -6.088 +3
165 crossvit_base_240 71.070 28.930 89.780 10.220 105.03 240 0.875 bicubic -11.136 -6.048 -4
166 resnet51q 71.070 28.930 90.070 9.930 35.70 288 1.000 bilinear -11.298 -6.106 -16
167 convmixer_1536_20 xcit_small_12_p16_224 71.050 71.070 28.950 28.930 89.470 89.730 10.530 10.270 51.63 26.25 224 0.960 1.000 bicubic -10.326 -10.906 -6.140 -6.088 +25 +3
168 convmixer_1536_20 71.050 28.950 89.470 10.530 51.63 224 0.960 bicubic -10.256 -6.066 +28
169 coat_lite_small 71.010 28.990 89.460 10.540 19.84 224 0.900 bicubic -11.292 -6.400 -14
170 tf_efficientnet_b3_ap 71.010 28.990 89.220 10.780 12.23 300 0.904 bicubic -10.812 -6.400 +5
171 deit_base_patch16_224 70.970 29.030 89.170 10.830 86.57 224 0.900 bicubic -11.014 -6.572 -2
172 xcit_medium_24_p16_224 70.960 29.040 89.460 10.540 84.40 224 1.000 bicubic -11.666 -6.516 -36
173 tnt_s_patch16_224 70.920 29.080 89.510 10.490 23.76 224 0.900 bicubic -10.594 -10.582 -6.234 -5.970 +10 +12
174 xcit_tiny_12_p8_224_dist 70.910 29.090 89.720 10.280 6.71 224 1.000 bicubic -10.304 -10.236 -5.886 -6.258 +27 +29
175 vit_large_patch32_384 70.890 29.110 90.460 9.540 306.63 384 1.000 bicubic -10.616 -10.594 -5.626 -5.160 +9 +11
176 resnest50d_4s2x40d 70.850 29.150 89.520 10.480 30.42 224 0.875 bicubic -10.270 -10.182 -6.040 -5.502 +29 +32
177 visformer_small 70.850 29.150 89.310 10.690 40.22 224 0.900 bicubic -11.246 -6.568 -12
178 rexnet_200 70.840 29.160 89.800 10.200 16.37 224 0.875 bicubic -10.786 -5.872 +1
179 tresnet_m_448 70.770 29.230 88.690 11.310 31.39 448 0.875 bilinear -10.944 -6.880 -3
180 jx_nest_tiny 70.720 29.280 89.840 10.160 17.06 224 0.875 bicubic -10.714 -10.666 -5.780 -5.696 +8 +10
181 resnetrs101 70.700 29.300 89.620 10.380 63.62 288 0.940 bicubic -11.594 -6.382 -24
182 wide_resnet50_2 70.690 29.310 89.120 10.880 68.88 224 0.875 bicubic -10.760 -10.722 -6.398 -6.626 +5 +7
183 tresnet_l 70.680 29.320 89.640 10.360 55.99 224 0.875 bilinear -10.804 -10.754 -5.980 +3 +5
184 vit_small_patch16_224 70.670 29.330 90.090 9.910 22.05 224 0.900 bicubic -10.716 -10.676 -6.040 -5.446 +7 +10
185 convit_small 70.660 29.340 89.570 10.430 27.78 224 0.875 bicubic -10.752 -10.724 -6.176 -6.168 +4 +7
186 resnetv2_101x1_bitm 70.630 29.370 90.950 9.050 44.54 448 1.000 bilinear -11.700 -5.578 -33
187 tf_efficientnet_b1_ns 70.630 29.370 89.930 10.070 7.79 240 0.882 bicubic -10.754 -10.696 -5.808 -5.576 +5 +8
188 tf_efficientnetv2_b3 70.630 29.370 89.370 10.630 14.36 300 0.904 bicubic -11.324 -6.414 -17
189 halo2botnet50ts_256 70.610 29.390 89.020 10.980 22.64 256 0.950 bicubic -10.896 -7.066 -333
190 levit_384 70.610 29.390 89.240 10.760 39.13 224 0.900 bicubic -11.982 -6.774 -51
191 crossvit_small_240 70.580 29.420 89.410 10.590 26.86 240 0.875 bicubic -10.450 -10.382 -6.056 -5.968 +20 +23
192 vit_small_r26_s32_224 70.560 29.440 90.020 9.980 36.43 224 0.900 bicubic -11.278 -6.006 -17
193 cait_xxs24_384 70.550 29.450 89.780 10.220 12.03 384 1.000 bicubic -10.404 -10.326 -5.858 -5.512 +23 +26
194 twins_pcpvt_small lamhalobotnet50ts_256 70.490 70.530 29.510 29.470 89.060 88.910 10.940 11.090 24.11 22.57 224 256 0.900 0.950 bicubic -10.614 -10.856 -6.582 -7.220 +13 -327
195 legacy_senet154 twins_pcpvt_small 70.480 70.490 29.520 29.510 88.960 89.060 11.040 10.940 115.09 24.11 224 0.875 0.900 bilinear bicubic -10.846 -10.540 -6.546 -6.406 +2 +16
196 coat_mini legacy_senet154 70.470 70.480 29.530 29.520 89.580 88.960 10.420 11.040 10.34 115.09 224 0.900 0.875 bicubic bilinear -10.812 -10.788 -5.814 -6.666 +3 +4
197 gluon_seresnext101_64x4d coat_mini 70.470 29.530 89.180 89.580 10.820 10.420 88.23 10.34 224 0.875 0.900 bicubic -10.400 -10.744 -6.126 -6.026 +24 +5
198 deit_small_distilled_patch16_224 gluon_seresnext101_64x4d 70.460 70.470 29.540 29.530 89.400 89.180 10.600 10.820 22.44 88.23 224 0.900 0.875 bicubic -10.742 -10.290 -5.978 -6.040 +5 +27
199 seresnext50_32x4d deit_small_distilled_patch16_224 70.450 70.460 29.550 29.540 89.130 89.400 10.870 10.600 27.56 22.44 224 0.875 0.900 bicubic -10.818 -10.660 -6.496 -6.160 +1 +7
200 seresnext50_32x4d 70.450 29.550 89.130 10.870 27.56 224 0.875 bicubic -10.752 -6.248 +3
201 tf_efficientnet_b3 70.400 29.600 89.270 10.730 12.23 300 0.904 bicubic -11.246 -6.450 -22
202 regnetz_b 70.400 29.600 89.440 10.560 9.72 288 0.940 bicubic -10.318 -10.210 -6.034 -5.876 +28 +31
203 gernet_l 70.380 29.620 88.940 11.060 31.08 256 0.875 bilinear -10.966 -10.902 -6.596 -6.454 -6 -4
204 resnest50d_1s4x24d halonet50ts 70.360 70.370 29.640 29.630 89.140 88.760 10.860 11.240 25.68 22.73 224 256 0.875 0.940 bicubic -10.640 -11.170 -6.186 -6.900 +10 -338
205 ssl_resnext101_32x4d 70.360 29.640 89.810 10.190 44.18 224 0.875 bilinear -10.562 -10.452 -5.920 -5.830 +15 +18
206 crossvit_15_240 resnest50d_1s4x24d 70.350 70.360 29.650 29.640 89.520 89.140 10.480 10.860 27.53 25.68 240 224 0.875 bicubic -11.176 -10.584 -6.174 -6.274 -22 +13
207 gluon_senet154 crossvit_15_240 70.340 70.350 29.660 29.650 88.960 89.520 11.040 10.480 115.09 27.53 224 240 0.875 bicubic -10.884 -11.164 -6.392 -6.224 -5 -21
208 gluon_senet154 70.340 29.660 88.960 11.040 115.09 224 0.875 bicubic -10.814 -6.536 -3
209 twins_svt_small 70.330 29.670 89.300 10.700 24.06 224 0.900 bicubic -11.352 -6.378 -29
210 halonet50ts resnest50d 70.250 29.750 88.710 88.630 11.290 11.370 22.73 27.48 256 224 0.940 0.875 bicubic bilinear -11.100 -10.672 -6.574 -7.100 -13 +10
211 resnest50d tf_efficientnet_lite4 70.250 70.190 29.750 29.810 88.630 89.040 11.370 10.960 27.48 13.01 224 380 0.875 0.920 bilinear -10.712 -11.336 -6.748 -6.654 +6 -26
212 tf_efficientnet_lite4 gluon_resnet152_v1s 70.190 70.120 29.810 29.880 89.040 88.890 10.960 11.110 13.01 60.32 380 224 0.920 0.875 bilinear bicubic -11.350 -10.834 -6.620 -6.748 -28 +5
213 gluon_resnet152_v1s resmlp_36_distilled_224 70.120 29.880 88.890 89.060 11.110 10.940 60.32 44.69 224 0.875 bicubic -10.900 -10.980 -6.532 -6.274 +1 -4
214 resmlp_36_distilled_224 efficientnet_el 70.120 70.060 29.880 29.940 89.060 89.150 10.940 10.850 44.69 10.59 224 300 0.875 0.904 bicubic -11.034 -11.164 -6.436 -6.202 -8 -12
215 efficientnet_el inception_resnet_v2 70.060 70.030 29.940 29.970 89.150 88.620 10.850 11.380 10.59 55.84 300 299 0.904 0.897 bicubic -11.246 -10.352 -6.386 -5.974 -15 +31
216 inception_resnet_v2 haloregnetz_b 70.030 69.980 29.970 30.020 88.620 88.850 11.380 11.150 55.84 11.68 299 224 0.897 0.940 bicubic -10.418 -11.020 -6.688 -6.476 +27 -2
217 haloregnetz_b repvgg_b3 69.980 69.940 30.020 30.060 88.850 88.660 11.150 11.340 11.68 123.09 224 0.940 0.875 bicubic bilinear -11.062 -10.522 -6.350 -6.548 -6 +22
218 gluon_seresnext101_32x4d 69.940 30.060 88.870 11.130 48.96 224 0.875 bicubic -10.936 -10.854 -6.422 -6.376 +4 +8
219 repvgg_b3 levit_256 69.940 69.930 30.060 30.070 88.660 89.240 11.340 10.760 123.09 18.89 224 0.875 0.900 bilinear bicubic -10.576 -11.520 -6.604 -6.278 +18 -29
220 levit_256 regnety_320 69.930 69.870 30.070 30.130 89.240 88.760 10.760 11.240 18.89 145.05 224 0.900 0.875 bicubic -11.572 -10.848 -6.240 -6.714 -32 +9
221 regnety_320 gluon_resnet152_v1d 69.870 69.810 30.130 30.190 88.760 88.490 11.240 11.510 145.05 60.21 224 0.875 bicubic -10.924 -10.638 -6.486 -6.818 +5 +21
222 gluon_resnet152_v1d pit_s_224 69.810 69.800 30.190 30.200 88.490 88.830 11.510 11.170 60.21 23.46 224 0.875 0.900 bicubic -10.666 -11.220 -6.712 -6.592 +17 -9
223 pit_s_224 sehalonet33ts 69.800 69.770 30.200 30.230 88.830 88.580 11.170 11.420 23.46 13.69 224 256 0.900 0.940 bicubic -11.300 -11.168 -6.504 -6.860 -13 -4
224 sehalonet33ts ecaresnet101d_pruned 69.770 69.710 30.230 30.290 88.580 89.330 11.420 10.670 13.69 24.88 256 224 0.940 0.875 bicubic -11.212 -11.016 -6.692 -5.848 -8 +4
225 ecaresnet101d_pruned lambda_resnet50ts 69.710 30.290 89.330 88.830 10.670 11.170 24.88 21.54 224 256 0.875 0.950 bicubic -11.102 -11.394 -6.310 -6.812 0 -315
226 xcit_tiny_24_p16_224_dist 69.610 30.390 88.730 11.270 12.12 224 1.000 bicubic -10.852 -10.794 -6.478 -6.294 +15 +19
227 ens_adv_inception_resnet_v2 69.590 30.410 88.350 11.650 55.84 299 0.897 bicubic -10.388 -10.294 -6.586 -6.582 +46 +50
228 ssl_resnext50_32x4d 69.590 30.410 89.310 10.690 25.03 224 0.875 bilinear -10.712 -10.658 -6.108 -5.760 +25 +29
229 ecaresnet50d 69.580 30.420 89.290 10.710 25.58 224 0.875 bicubic -11.040 -10.936 -6.018 -5.974 +4 +8
230 gcresnet50t 69.570 30.430 88.920 11.080 25.90 256 0.900 bicubic -11.368 -11.288 -6.520 -6.320 -10 -6
231 efficientnet_b3_pruned 69.550 30.450 88.770 11.230 9.86 300 0.904 bicubic -11.308 -11.182 -6.470 -6.796 -7 -3
232 repvgg_b3g4 69.520 30.480 88.500 11.500 83.83 224 0.875 bilinear -10.698 -10.624 -6.604 -6.472 +29 +33
233 resmlp_24_distilled_224 69.510 30.490 89.010 10.990 30.02 224 0.875 bicubic -11.250 -11.146 -6.210 -6.326 -7 -3
234 gernet_m 69.510 30.490 88.590 11.410 21.14 224 0.875 bilinear -11.216 -11.110 -6.588 -6.718 -4 0
235 convmixer_768_32 69.500 30.500 88.950 11.050 21.11 224 0.960 bicubic -10.660 -10.586 -6.124 -6.042 +29 +33
236 gluon_resnext101_64x4d 69.490 30.510 88.250 11.750 83.46 224 0.875 bicubic -11.136 -11.048 -6.752 -6.910 -4 0
237 xcit_tiny_12_p16_384_dist 69.470 30.530 88.970 11.030 6.72 384 1.000 bicubic -11.474 -11.400 -6.444 -6.336 -18 -14
238 efficientnet_el_pruned swin_tiny_patch4_window7_224 69.460 30.540 88.890 89.020 11.110 10.980 10.59 28.29 300 224 0.904 0.900 bicubic -10.828 -11.916 -6.332 -6.590 +16 -42
239 swin_tiny_patch4_window7_224 efficientnet_el_pruned 69.460 30.540 89.020 88.890 10.980 11.110 28.29 10.59 224 300 0.900 0.904 bicubic -11.926 -10.788 -6.516 -6.234 -46 +20
240 regnetx_320 69.440 30.560 88.140 11.860 107.81 224 0.875 bicubic -10.808 -10.782 -6.886 -6.872 +16 +20
241 gcresnext50ts 69.430 30.570 88.770 11.230 15.67 256 0.900 bicubic -11.164 -11.046 -6.410 -6.432 -6 -2
242 rexnet_150 69.410 30.590 88.970 11.030 9.73 224 0.875 bicubic -10.900 -10.872 -6.190 -6.192 +9 +13
243 efficientnet_b2 69.390 30.610 88.650 11.350 9.11 288 1.000 bicubic -11.220 -11.096 -6.666 -6.948 -9 -5
244 inception_v4 69.370 30.630 88.740 11.260 42.68 299 0.875 bicubic -10.774 -10.698 -6.232 -6.164 +21 +25
245 vit_base_patch32_224 69.350 30.650 89.270 10.730 88.22 224 0.900 bicubic -11.382 -11.276 -6.296 -5.732 -17 -13
246 ecaresnetlight 69.330 30.670 89.210 10.790 30.16 224 0.875 bicubic -11.124 -11.056 -6.042 -5.912 -4 0
247 nf_resnet50 69.320 30.680 88.700 11.300 25.56 288 0.940 bicubic -11.336 -11.274 -6.636 -6.480 -16 -12
248 xception71 69.270 30.730 88.170 11.830 42.34 299 0.903 bicubic -10.614 -10.590 -6.762 -6.632 +29 +33
249 resnet50d 69.170 30.830 88.140 11.860 25.58 224 0.875 bicubic -11.368 -11.298 -7.020 -6.792 -13 -9
250 tf_efficientnetv2_b2 69.090 30.910 88.150 11.850 10.10 260 0.890 bicubic -11.124 -11.052 -6.894 -6.494 +12 +16
251 legacy_seresnext101_32x4d 69.060 30.940 88.080 11.920 48.96 224 0.875 bilinear -11.162 -11.100 -6.932 -6.994 +9 +13
252 mixnet_xl 69.040 30.960 88.340 11.660 11.90 224 0.875 bicubic -11.428 -11.366 -6.592 -6.740 -12 -8
253 regnety_120 68.980 31.020 88.190 11.810 51.82 224 0.875 bicubic -11.406 -11.358 -6.932 -6.718 -7 -3
254 gluon_resnet152_v1c seresnet33ts 68.960 31.040 87.670 88.340 12.330 11.660 60.21 19.78 224 256 0.875 0.900 bicubic -10.952 -11.346 -7.182 -6.692 +21 -3
255 seresnet33ts gluon_resnet152_v1c 68.960 31.040 88.340 87.670 11.660 12.330 19.78 60.21 256 224 0.900 0.875 bicubic -11.412 -10.910 -6.774 -7.300 -7 +25
256 vit_small_patch32_384 68.950 31.050 89.660 10.340 22.92 384 1.000 bicubic -11.536 -11.504 -5.938 -5.592 -18 -14
257 resnetv2_50 68.900 31.100 88.400 11.600 25.55 224 0.950 bicubic -11.506 -11.472 -6.680 -6.714 -13 -9
258 gluon_resnext101_32x4d 68.880 31.120 88.280 11.720 44.18 224 0.875 bicubic -11.458 -11.408 -6.628 -6.942 -8 -4
259 hrnet_w64 68.830 31.170 88.140 11.860 128.06 224 0.875 bilinear -10.626 -10.550 -6.514 -6.554 +44 +48
260 gluon_resnet152_v1b 68.800 31.200 87.570 12.430 60.19 224 0.875 bicubic -10.880 -10.806 -7.166 -7.160 +33 +37
261 tf_efficientnet_b2_ap 68.790 31.210 88.330 11.670 9.11 260 0.890 bicubic -11.516 -11.458 -6.702 -6.696 -9 -5
262 gluon_resnet101_v1d 68.780 31.220 88.080 11.920 44.57 224 0.875 bicubic -11.624 -11.564 -6.944 -7.606 -17 -13
263 xception65 seresnet50 68.760 31.240 88.250 88.520 11.750 11.480 39.92 28.09 299 224 0.903 0.875 bicubic -10.786 -11.454 -6.410 -6.524 +32 -4
264 seresnet50 xception65 68.760 31.240 88.520 88.250 11.480 11.750 28.09 39.92 224 299 0.875 0.903 bicubic -11.488 -10.696 -6.550 -6.404 -9 +36
265 gluon_xception65 eca_resnet33ts 68.760 31.240 87.950 88.520 12.050 11.480 39.92 19.68 299 256 0.903 0.900 bicubic -10.942 -11.290 -6.918 -6.572 +28 +8
266 repvgg_b2g4 68.760 31.240 88.260 11.740 61.76 224 0.875 bilinear -10.620 -10.552 -6.434 -6.262 +42 +46
267 eca_resnet33ts gluon_xception65 68.760 31.240 88.520 87.950 11.480 12.050 19.68 39.92 256 299 0.900 0.903 bicubic -11.336 -10.882 -6.454 -6.672 +4 +32
268 cspdarknet53 68.730 31.270 88.540 11.460 27.64 256 0.887 bilinear -11.320 -11.182 -6.552 -6.312 +3 +7
269 cspresnext50 68.720 31.280 88.020 11.980 20.57 224 0.875 bilinear -11.332 -11.204 -6.930 -6.808 +1 +5
270 gcresnet33ts 68.700 31.300 88.480 11.520 19.88 256 0.900 bicubic -11.386 -11.294 -6.512 -6.356 -2 +2
271 resnext50d_32x4d 68.670 31.330 88.230 11.770 25.05 224 0.875 bicubic -10.994 -10.906 -6.636 -6.472 +23 +27
272 dpn131 68.660 31.340 87.220 12.780 79.25 224 0.875 bicubic -11.174 -11.102 -7.492 -7.648 +10 +16
273 gluon_resnet101_v1s 68.650 31.350 87.720 12.280 44.67 224 0.875 bicubic -11.632 -11.592 -7.442 -7.042 -18 -14
274 gmlp_s16_224 68.620 31.380 87.950 12.050 19.42 224 0.875 bicubic -11.022 -10.914 -6.672 -6.638 +22 +26
275 xcit_tiny_12_p8_224 68.610 31.390 88.690 11.310 6.71 224 1.000 bicubic -11.100 -11.054 -6.368 -6.176 +15 +19
276 gluon_seresnext50_32x4d 68.580 31.420 88.150 11.850 27.56 224 0.875 bicubic -11.344 -11.292 -6.678 -6.682 -2 +2
277 regnetx_160 68.520 31.480 88.280 11.720 54.28 224 0.875 bicubic -11.314 -11.256 -6.544 -6.606 +7 +10
278 regnety_080 68.510 31.490 88.000 12.000 39.18 224 0.875 bicubic -11.362 -11.324 -6.832 -6.712 0 +4
279 deit_small_patch16_224 68.490 31.510 88.260 11.740 22.05 224 0.900 bicubic -11.376 -11.344 -6.796 -6.564 +1 +5
280 tf_efficientnet_b2 68.460 31.540 88.010 11.990 9.11 260 0.890 bicubic -11.608 -11.518 -6.894 -6.926 -11 -7
281 skresnext50_32x4d 68.440 31.560 87.610 12.390 27.48 224 0.875 bicubic -11.702 -11.612 -7.034 -7.340 -16 -12
282 resnet50 68.440 31.560 87.600 12.400 25.56 224 0.950 bicubic -11.942 -11.870 -6.994 -7.560 -34 -30
283 dpn107 68.430 31.570 88.080 11.920 86.92 224 0.875 bicubic -11.742 -11.666 -6.824 -6.894 -20 -16
284 cspresnet50 68.380 31.620 87.950 12.050 21.62 256 0.887 bilinear -11.196 -11.094 -6.752 -6.770 +14 +18
285 dla102x2 68.380 31.620 87.810 12.190 41.28 224 0.875 bilinear -11.060 -10.946 -6.834 -6.558 +20 +24
286 resnext50_32x4d 68.380 31.620 87.590 12.410 25.03 224 0.875 bicubic -11.420 -11.330 -7.024 -7.468 0 +4
287 cait_xxs36_224 ssl_resnet50 68.350 31.650 88.610 88.580 11.390 11.420 17.30 25.56 224 1.000 0.875 bicubic bilinear -11.412 -10.784 -6.258 -5.736 +1 +37
288 ssl_resnet50 cait_xxs36_224 68.350 31.650 88.580 88.610 11.420 11.390 25.56 17.30 224 0.875 1.000 bilinear bicubic -10.886 -11.352 -6.252 -6.258 +31 +5
289 xcit_tiny_24_p16_224 68.340 31.660 88.120 11.880 12.12 224 1.000 bicubic -11.112 -11.024 -6.768 -6.304 +15 +19
290 regnety_064 68.330 31.670 88.030 11.970 30.58 224 0.875 bicubic -11.400 -11.350 -6.732 -6.706 -1 +3
291 vit_base_patch16_sam_224 68.310 31.690 87.680 12.320 86.57 224 0.900 bicubic -11.932 -11.862 -7.082 -7.224 -32 -28
292 dpn98 68.300 31.700 87.570 12.430 61.57 224 0.875 bicubic -11.354 -11.246 -7.034 -7.090 +3 +7
293 resmlp_big_24_224 68.280 31.720 87.700 12.300 129.14 224 0.875 bicubic -12.752 -12.702 -7.322 -7.572 -81 -77
294 ecaresnet26t 68.240 31.760 88.660 11.340 16.01 320 0.950 bicubic -11.594 -11.560 -6.424 -5.954 -11 -8
295 ese_vovnet39b regnetx_120 68.230 31.770 88.290 87.580 11.710 12.420 24.57 46.11 224 0.875 bicubic -11.074 -11.266 -6.434 -7.094 +17 +5
296 regnetx_120 ese_vovnet39b 68.230 31.770 87.580 88.290 12.420 11.710 46.11 24.57 224 0.875 bicubic -11.376 -11.064 -7.150 -6.084 +1 +21
297 rexnet_130 efficientnet_b2_pruned 68.220 31.780 88.000 88.080 12.000 11.920 7.56 8.31 224 260 0.875 0.890 bicubic -11.276 -11.646 -6.674 -6.976 +3 -17
298 efficientnet_b2_pruned rexnet_130 68.220 31.780 88.080 88.000 11.920 12.000 8.31 7.56 260 224 0.890 0.875 bicubic -11.686 -11.220 -6.774 -6.644 -21 +7
299 gluon_resnext50_32x4d 68.160 31.840 87.360 12.640 25.03 224 0.875 bicubic -11.204 -11.144 -7.064 -7.364 +9 +13
300 ecaresnet50d_pruned 68.140 31.860 88.340 11.660 19.94 224 0.875 bicubic -11.566 -11.514 -6.534 -6.264 -9 -5
301 tf_efficientnet_el 68.100 31.900 88.020 11.980 10.59 300 0.904 bicubic -12.148 -12.118 -7.104 -7.084 -43 -40
302 resnetv2_50x1_bitm 67.930 32.070 89.090 10.910 25.55 448 1.000 bilinear -12.414 -12.372 -6.596 -6.328 -53 -49
303 regnetx_080 67.920 32.080 87.070 12.930 39.57 224 0.875 bicubic -11.300 -11.180 -7.476 -7.532 +18 +24
304 resmlp_36_224 67.920 32.080 88.220 11.780 44.69 224 0.875 bicubic -11.856 -11.786 -6.666 -6.654 -17 -13
305 tf_efficientnet_lite3 67.920 32.080 87.710 12.290 8.20 300 0.904 bilinear -11.900 -11.810 -7.200 -7.052 -20 -16
306 pit_xs_distilled_224 67.900 32.100 87.710 12.290 11.00 224 0.900 bicubic -11.394 -11.328 -6.664 -6.936 +10 +14
307 resnetrs50 67.890 32.110 87.660 12.340 35.69 224 0.910 bicubic -11.980 -11.944 -7.310 -7.424 -28 -24
308 legacy_seresnext50_32x4d 67.880 32.120 87.590 12.410 27.56 224 0.875 bilinear -11.198 -11.100 -6.842 -6.694 +20 +26
309 gluon_resnet50_v1d 67.870 32.130 86.940 13.060 25.58 224 0.875 bicubic -11.194 -11.098 -7.520 -7.488 +20 +26
310 levit_192 67.840 32.160 87.820 12.180 10.95 224 0.900 bicubic -12.020 -11.980 -6.982 -7.090 -29 -25
311 nf_regnet_b1 tf_efficientnetv2_b1 67.840 32.160 88.080 87.620 11.920 12.380 10.22 8.14 288 240 0.900 0.882 bicubic -11.456 -11.546 -6.662 -6.926 +4 -6
312 tf_efficientnetv2_b1 nf_regnet_b1 67.840 32.160 87.620 88.080 12.380 11.920 8.14 10.22 240 288 0.882 0.900 bicubic -11.634 -11.396 -7.100 -6.752 -10 +8
313 hrnet_w48 67.800 32.200 87.370 12.630 77.47 224 0.875 bilinear -11.522 -11.500 -7.144 -7.266 -3 +1
314 resnext101_32x8d 67.760 32.240 87.360 12.640 88.79 224 0.875 bilinear -11.552 -11.536 -7.162 -7.382 -3 +1
315 tf_efficientnet_b0_ns 67.720 32.280 87.940 12.060 5.29 224 0.875 bicubic -10.938 -10.758 -6.430 -6.356 +33 +39
316 resmlp_24_224 67.700 32.300 87.570 12.430 30.02 224 0.875 bicubic -11.686 -11.622 -6.976 -6.944 -10 -6
317 halonet26t hrnet_w44 67.690 32.310 87.310 87.490 12.690 12.510 12.48 67.06 256 224 0.950 0.875 bicubic bilinear -11.444 -11.104 -7.006 -6.936 +8 +25
318 hrnet_w44 halonet26t 67.690 32.310 87.490 87.310 12.510 12.690 67.06 12.48 224 256 0.875 0.950 bilinear bicubic -11.200 -11.358 -6.892 -7.086 +19 +14
319 regnetx_064 eca_botnext26ts_256 67.670 67.680 32.330 32.320 87.470 87.090 12.530 12.910 26.21 10.59 224 256 0.875 0.950 bicubic -11.390 -11.536 -6.996 -7.332 +11 -203
320 coat_lite_mini regnetx_064 67.660 67.670 32.340 32.330 87.720 87.470 12.280 12.530 11.01 26.21 224 0.900 0.875 bicubic -11.440 -11.256 -6.882 -7.008 +7 +17
321 dla169 coat_lite_mini 67.650 67.660 32.350 32.340 87.460 87.720 12.540 12.280 53.39 11.01 224 0.875 0.900 bilinear bicubic -11.048 -11.320 -6.872 -6.460 +24 +13
322 regnety_040 dla169 67.620 67.650 32.380 32.350 87.390 87.460 12.610 12.540 20.65 53.39 224 0.875 bicubic bilinear -11.608 -10.882 -7.256 -6.824 -2 +30
323 efficientnet_em regnety_040 67.570 67.620 32.430 32.380 88.110 87.390 11.890 12.610 6.90 20.65 240 224 0.882 0.875 bicubic -11.690 -11.488 -6.682 -7.198 -5 +4
324 dpn92 efficientnet_em 67.550 67.570 32.450 32.430 87.290 88.110 12.710 11.890 37.67 6.90 224 240 0.875 0.882 bicubic -12.444 -11.622 -7.546 -6.328 -52 +1
325 xception dpn92 67.550 32.450 87.520 87.290 12.480 12.710 22.86 37.67 299 224 0.897 0.875 bicubic -11.498 -12.356 -6.876 -7.564 +6 -48
326 gluon_inception_v3 xception 67.540 67.550 32.460 32.450 87.250 87.520 12.750 12.480 23.83 22.86 299 0.875 0.897 bicubic -11.258 -11.340 -7.130 -6.862 +16 +12
327 dpn68b gluon_inception_v3 67.520 67.540 32.480 32.460 87.490 87.250 12.510 12.750 12.61 23.83 224 299 0.875 bicubic -11.696 -11.118 -6.932 -7.120 -5 +22
328 legacy_seresnet152 dpn68b 67.510 67.520 32.490 32.480 87.500 87.490 12.500 12.510 66.82 12.61 224 0.875 bilinear bicubic -11.152 -11.558 -6.876 -6.942 +19 +1
329 lambda_resnet26t legacy_seresnet152 67.490 67.510 32.510 32.490 87.650 87.500 12.350 12.500 10.96 66.82 256 224 0.940 0.875 bicubic bilinear -11.618 -10.974 -6.938 -6.754 -4 +25
330 efficientnet_b1 lambda_resnet26t 67.490 32.510 87.430 87.650 12.570 12.350 7.79 10.96 256 1.000 0.940 bicubic -11.314 -11.530 -6.916 -6.712 +12 +2
331 hrnet_w40 efficientnet_b1 67.470 67.490 32.530 32.510 87.140 87.430 12.860 12.570 57.56 7.79 224 256 0.875 1.000 bilinear bicubic -11.456 -11.172 -7.338 -6.946 +5 +18
332 resnetblur50 hrnet_w40 67.440 67.470 32.560 32.530 87.580 87.140 12.420 12.860 25.56 57.56 224 0.875 bicubic bilinear -11.860 -11.328 -6.950 -7.240 -19 +11
333 tf_efficientnet_b1_ap resnetblur50 67.430 67.440 32.570 32.560 87.540 87.580 12.460 12.420 7.79 25.56 240 224 0.882 0.875 bicubic -11.844 -11.820 -6.762 -7.212 -16 -14
334 tf_efficientnet_cc_b1_8e tf_efficientnet_b1_ap 67.380 67.430 32.620 32.570 87.280 87.540 12.720 12.460 39.72 7.79 240 0.882 bicubic -11.946 -11.790 -7.088 -7.006 -25 -12
335 res2net50_26w_8s tf_efficientnet_cc_b1_8e 67.360 67.380 32.640 32.620 87.130 87.280 12.870 12.720 48.40 39.72 224 240 0.875 0.882 bilinear bicubic -11.620 -11.920 -7.154 -7.250 -1 -21
336 res2net101_26w_4s res2net50_26w_8s 67.360 32.640 87.170 87.130 12.830 12.870 45.21 48.40 224 0.875 bilinear -11.832 -11.480 -7.268 -7.126 -12 +4
337 gluon_resnet101_v1b res2net101_26w_4s 67.350 67.360 32.650 32.640 87.050 87.170 12.950 12.830 44.55 45.21 224 0.875 bicubic bilinear -11.950 -11.700 -7.586 -7.296 -23 -6
338 cait_xxs24_224 gluon_resnet101_v1b 67.310 67.350 32.690 32.650 87.490 87.050 12.510 12.950 11.96 44.55 224 1.000 0.875 bicubic -11.066 -11.924 -6.826 -7.252 +26 -20
339 xception41 cait_xxs24_224 67.310 32.690 87.150 87.490 12.850 12.510 26.97 11.96 299 224 0.903 1.000 bicubic -11.222 -10.932 -7.134 -6.414 +12 +32
340 gluon_resnet101_v1c xception41 67.290 67.310 32.710 32.690 87.060 87.150 12.940 12.850 44.57 26.97 224 299 0.875 0.903 bicubic -12.244 -11.136 -7.528 -7.394 -40 +18
341 resnet33ts gluon_resnet101_v1c 67.170 67.290 32.830 32.710 87.410 87.060 12.590 12.940 19.68 44.57 256 224 0.900 0.875 bicubic -12.044 -12.162 -7.162 -7.828 -18 -36
342 regnetx_032 resnet33ts 67.150 67.170 32.850 32.830 86.980 87.410 13.020 12.590 15.30 19.68 224 256 0.875 0.900 bicubic -11.000 -11.894 -7.106 -7.050 +31 -12
343 coat_tiny regnetx_032 67.120 67.150 32.880 32.850 87.380 86.980 12.620 13.020 5.50 15.30 224 0.900 0.875 bicubic -11.314 -10.878 -6.654 -6.978 +17 +37
344 resnest26d botnet26t_256 67.120 67.130 32.880 32.870 87.130 87.500 12.870 12.500 17.07 12.49 224 256 0.875 0.950 bilinear bicubic -11.358 -12.084 -7.166 -7.072 +10 -203
345 dla60_res2net coat_tiny 67.110 67.120 32.890 32.880 87.080 87.380 12.920 12.620 20.85 5.50 224 0.875 0.900 bilinear bicubic -11.352 -11.202 -7.128 -6.664 +11 +23
346 legacy_seresnet101 resnest26d 67.100 67.120 32.900 32.880 87.020 87.130 12.980 12.870 49.33 17.07 224 0.875 bilinear -11.284 -11.314 -7.244 -6.904 +16
347 dla60x dla60_res2net 67.080 67.110 32.920 32.890 87.200 87.080 12.800 12.920 17.35 20.85 224 0.875 bilinear -11.166 -11.274 -6.824 -7.184 +22 +17
348 dla102x legacy_seresnet101 67.000 67.100 33.000 32.900 86.730 87.020 13.270 12.980 26.31 49.33 224 0.875 bilinear -11.512 -11.150 -7.496 -6.816 +4 +22
349 res2net50_26w_6s dla60x 66.980 67.080 33.020 32.920 86.830 87.200 13.170 12.800 37.05 17.35 224 0.875 bilinear -11.586 -11.054 -7.288 -6.656 +1 +28
350 xcit_tiny_12_p16_224_dist dla102x 66.970 67.000 33.030 33.000 87.340 86.730 12.660 13.270 6.72 26.31 224 1.000 0.875 bicubic bilinear -11.610 -11.442 -6.864 -7.428 -1 +10
351 repvgg_b2 res2net50_26w_6s 66.950 66.980 33.050 33.020 87.260 86.830 12.740 13.170 89.02 37.05 224 0.875 bilinear -11.844 -11.482 -7.166 -7.378 -8 +7
352 gluon_resnet50_v1s xcit_tiny_12_p16_224_dist 66.940 66.970 33.060 33.030 86.800 87.340 13.200 12.660 25.68 6.72 224 0.875 1.000 bicubic -11.756 -11.496 -7.448 -6.670 -6 +5
353 mixnet_l repvgg_b2 66.940 66.950 33.060 33.050 86.790 87.260 13.210 12.740 7.33 89.02 224 0.875 bicubic bilinear -12.040 -11.630 -7.390 -6.944 -20 -2
354 pit_xs_224 66.940 33.060 87.190 12.810 10.62 224 0.900 bicubic -11.244 -11.112 -6.974 -6.478 +18 +24
355 tv_resnet152 mixnet_l 66.930 66.940 33.070 33.060 87.440 86.790 12.560 13.210 60.19 7.33 224 0.875 bilinear bicubic -11.392 -11.896 -6.604 -7.404 +11 -13
356 eca_halonext26ts gluon_resnet50_v1s 66.820 66.940 33.180 33.060 87.070 86.800 12.930 13.200 10.76 25.68 256 224 0.940 0.875 bicubic -12.020 -11.572 -7.186 -7.426 -17 0
357 repvgg_b1 tv_resnet152 66.820 66.930 33.180 33.070 86.690 87.440 13.310 12.560 57.42 60.19 224 0.875 bilinear -11.558 -11.254 -7.414 -6.724 +6 +17
358 tf_efficientnet_b1 repvgg_b1 66.810 66.820 33.190 33.180 86.920 86.690 13.080 13.310 7.79 57.42 240 224 0.882 0.875 bicubic bilinear -12.026 -11.426 -7.274 -7.334 -18 +12
359 lambda_resnet26rpt_256 eca_halonext26ts 66.800 66.820 33.200 33.180 87.060 87.070 12.940 12.930 10.99 10.76 256 0.940 bicubic -12.168 -11.878 -7.368 -7.262 -24 -11
360 efficientnet_es tf_efficientnet_b1 66.720 66.810 33.280 33.190 86.670 86.920 13.330 13.080 5.44 7.79 224 240 0.875 0.882 bicubic -11.362 -11.886 -7.274 -7.328 +17 -12
361 xcit_nano_12_p8_384_dist lambda_resnet26rpt_256 66.720 66.800 33.280 33.200 87.050 87.060 12.950 12.940 3.05 10.99 384 256 1.000 0.940 bicubic -11.098 -12.004 -6.984 -7.286 +32 -18
362 gluon_resnet50_v1c efficientnet_es 66.710 66.720 33.290 33.280 86.110 86.670 13.890 13.330 25.58 5.44 224 0.875 bicubic -11.296 -11.258 -7.878 -7.072 +17 +23
363 dla60_res2next xcit_nano_12_p8_384_dist 66.710 66.720 33.290 33.280 86.940 87.050 13.060 12.950 17.03 3.05 224 384 0.875 1.000 bilinear bicubic -11.732 -10.866 -7.218 -6.554 -4 +38
364 hrnet_w30 gluon_resnet50_v1c 66.690 66.710 33.310 33.290 86.740 86.110 13.260 13.890 37.71 25.58 224 0.875 bilinear bicubic -11.512 -11.198 -7.488 -7.546 +7 +23
365 resnet32ts dla60_res2next 66.690 66.710 33.310 33.290 87.130 86.940 12.870 13.060 17.96 17.03 256 224 0.900 0.875 bicubic bilinear -12.330 -11.666 -7.232 -7.376 -33 +2
366 hrnet_w32 hrnet_w30 66.650 66.690 33.350 33.310 87.190 86.740 12.810 13.260 41.23 37.71 224 0.875 bilinear -11.792 -11.392 -7.006 -7.204 -7 +13
367 regnetx_040 resnet32ts 66.650 66.690 33.350 33.310 86.530 87.130 13.470 12.870 22.12 17.96 224 256 0.875 0.900 bicubic -11.834 -12.164 -7.724 -7.154 -14 -27
368 selecsls60b 66.650 33.350 86.590 13.410 32.77 224 0.875 bicubic -11.758 -11.612 -7.586 -7.510 -7 -1
369 tf_mixnet_l regnetx_040 66.630 66.650 33.370 33.350 86.380 86.530 13.620 13.470 7.33 22.12 224 0.875 bicubic -12.148 -11.792 -7.620 -7.666 -25 -8
370 dla102 hrnet_w32 66.590 66.650 33.410 33.350 86.930 87.190 13.070 12.810 33.27 41.23 224 0.875 bilinear -11.438 -11.720 -7.028 -6.836 +9 -1
371 wide_resnet101_2 tf_mixnet_l 66.570 66.630 33.430 33.370 87.010 86.380 12.990 13.620 126.89 7.33 224 0.875 bilinear bicubic -12.284 -11.936 -7.274 -7.738 -33 -19
372 tf_efficientnetv2_b0 dla102 66.520 66.590 33.480 33.410 86.620 86.930 13.380 13.070 7.14 33.27 224 0.875 bicubic bilinear -11.850 -11.322 -7.406 -5.974 -7 +15
373 levit_128 wide_resnet101_2 66.500 66.570 33.500 33.430 86.710 87.010 13.290 12.990 9.21 126.89 224 0.900 0.875 bicubic bilinear -11.966 -12.208 -7.300 -6.990 -18 -27
374 adv_inception_v3 tf_efficientnetv2_b0 66.370 66.520 33.630 33.480 86.380 86.620 13.620 13.380 23.83 7.14 299 224 0.875 bicubic -11.208 -11.682 -7.360 -7.608 +26 -1
375 vit_tiny_patch16_384 levit_128 66.330 66.500 33.670 33.500 87.160 86.710 12.840 13.290 5.79 9.21 384 224 1.000 0.900 bicubic -12.116 -11.908 -7.384 -7.466 -18 -12
376 tf_inception_v3 adv_inception_v3 66.320 66.370 33.680 33.630 86.570 86.380 13.430 13.620 23.83 299 0.875 bicubic -11.540 -11.080 -7.076 -7.198 +14 +32
377 selecsls60 vit_tiny_patch16_384 66.310 66.330 33.690 33.670 86.290 87.160 13.710 12.840 30.67 5.79 224 384 0.875 1.000 bicubic -11.674 -12.048 -7.542 -6.944 +5 -12
378 resmlp_12_distilled_224 tf_inception_v3 66.280 66.320 33.720 33.680 86.470 86.570 13.530 13.430 15.35 23.83 224 299 0.875 bicubic -11.664 -11.384 -7.092 -6.952 +6 +19
379 hardcorenas_f selecsls60 66.240 66.310 33.760 33.690 86.250 86.290 13.750 13.710 8.20 30.67 224 0.875 bilinear bicubic -11.864 -11.554 -7.544 -7.434 -3 +11
380 coat_lite_tiny resmlp_12_distilled_224 66.230 66.280 33.770 33.720 86.950 86.470 13.050 13.530 5.72 15.35 224 0.900 0.875 bicubic -11.284 -11.580 -6.966 -7.176 +23 +12
381 bat_resnext26ts hardcorenas_f 66.210 66.240 33.790 33.760 86.650 86.250 13.350 13.750 10.73 8.20 256 224 0.900 0.875 bicubic bilinear -12.052 -11.744 -7.450 -7.582 -14 +3
382 efficientnet_b0 coat_lite_tiny 66.120 66.230 33.880 33.770 86.100 86.950 13.900 13.050 5.29 5.72 224 0.875 0.900 bicubic -11.584 -11.122 -7.422 -6.686 +13 +29
383 tf_efficientnet_cc_b0_8e bat_resnext26ts 66.120 66.210 33.880 33.790 86.100 86.650 13.900 13.350 24.01 10.73 224 256 0.875 0.900 bicubic -11.788 -11.940 -7.556 -7.436 +3 -8
384 legacy_seresnet50 tf_efficientnet_cc_b0_8e 66.090 66.120 33.910 33.880 86.290 86.100 13.710 13.900 28.09 24.01 224 0.875 bilinear bicubic -11.548 -11.700 -7.456 -7.726 +12 +9
385 gmixer_24_224 efficientnet_b0 66.080 66.120 33.920 33.880 85.980 86.100 14.020 13.900 24.72 5.29 224 0.875 bicubic -11.972 -11.456 -7.688 -7.622 -7 +19
386 res2net50_14w_8s legacy_seresnet50 66.030 66.090 33.970 33.910 86.200 86.290 13.800 13.710 25.06 28.09 224 0.875 bilinear -12.104 -11.444 -7.656 -7.268 -11 +18
387 tf_efficientnet_em gmixer_24_224 66.030 66.080 33.970 33.920 86.210 85.980 13.790 14.020 6.90 24.72 240 224 0.882 0.875 bicubic -12.112 -11.864 -7.848 -7.582 -13 -1
388 res2net50_26w_4s tf_efficientnet_em 66.010 66.030 33.990 33.970 86.590 86.210 13.410 13.790 25.70 6.90 224 240 0.875 0.882 bilinear bicubic -11.976 -7.258 -7.778 -7
389 inception_v3 res2net50_14w_8s 66.000 66.030 34.000 33.970 86.120 86.200 13.880 13.800 23.83 25.06 299 224 0.875 bicubic bilinear -11.464 -11.956 -7.356 -7.648 +16 -5
390 hardcorenas_e res2net50_26w_4s 65.990 66.010 34.010 33.990 85.980 86.590 14.020 13.410 8.07 25.70 224 0.875 bilinear -11.810 -11.862 -7.716 -7.244 +4 -1
391 regnety_016 inception_v3 65.960 66.000 34.040 34.000 86.270 86.120 13.730 13.880 11.20 23.83 224 299 0.875 bicubic -11.904 -11.290 -7.454 -7.360 -3 +22
392 efficientnet_b1_pruned hardcorenas_e 65.950 65.990 34.050 34.010 86.510 85.980 13.490 14.020 6.33 8.07 240 224 0.882 0.875 bicubic bilinear -12.300 -11.588 -7.326 -7.760 -24 +10
393 tv_resnext50_32x4d regnety_016 65.940 65.960 34.060 34.040 86.030 86.270 13.970 13.730 25.03 11.20 224 0.875 bilinear bicubic -11.670 -11.840 -7.654 -7.426 +4 +3
394 gluon_resnet50_v1b efficientnet_b1_pruned 65.910 65.950 34.090 34.050 86.230 86.510 13.770 13.490 25.56 6.33 224 240 0.875 0.882 bicubic -11.666 -12.192 -7.492 -7.548 +7 -18
395 tv_resnet101 tv_resnext50_32x4d 65.820 65.940 34.180 34.060 85.980 86.030 14.020 13.970 44.55 25.03 224 0.875 bilinear -11.548 -11.574 -7.580 -7.886 +13 +10
396 gcresnext26ts gluon_resnet50_v1b 65.810 65.910 34.190 34.090 85.850 86.230 14.150 13.770 10.48 25.56 256 224 0.900 0.875 bicubic -12.010 -11.514 -7.976 -7.256 -4 +13
397 rexnet_100 tv_resnet101 65.810 65.820 34.190 34.180 86.510 85.980 13.490 14.020 4.80 44.55 224 0.875 bicubic bilinear -12.050 -11.370 -7.366 -7.410 -8 +19
398 seresnext26t_32x4d rexnet_100 65.780 65.810 34.220 34.190 85.610 86.510 14.390 13.490 16.81 4.80 224 0.875 bicubic -12.198 -11.828 -8.132 -7.236 -15 -1
399 resnet34d gcresnext26ts 65.770 65.810 34.230 34.190 86.620 85.850 13.380 14.150 21.82 10.48 224 256 0.875 0.900 bicubic -11.344 -11.784 -6.762 -7.992 +17 +2
400 repvgg_b1g4 seresnext26t_32x4d 65.760 65.780 34.240 34.220 85.970 85.610 14.030 14.390 39.97 16.81 224 0.875 bilinear bicubic -11.834 -12.080 -7.872 -8.266 -2 -9
401 densenet161 resnet34d 65.700 65.770 34.300 34.230 86.510 86.620 13.490 13.380 28.68 21.82 224 0.875 bicubic -11.652 -11.188 -7.126 -6.546 +8 +23
402 skresnet34 repvgg_b1g4 65.660 65.760 34.340 34.240 85.960 85.970 14.040 14.030 22.28 39.97 224 0.875 bicubic bilinear -11.260 -11.722 -7.360 -7.778 +23 +4
403 eca_resnext26ts densenet161 65.630 65.700 34.370 34.300 85.780 86.510 14.220 13.490 10.30 28.68 256 224 0.900 0.875 bicubic -11.820 -11.420 -7.798 -7.208 +3 +14
404 mobilenetv3_large_100_miil skresnet34 65.620 65.660 34.380 34.340 85.210 85.960 14.790 14.040 5.48 22.28 224 0.875 bilinear bicubic -12.292 -11.030 -7.694 -7.188 -19 +29
405 res2next50 eca_resnext26ts 65.610 65.630 34.390 34.370 85.810 85.780 14.190 14.220 24.67 10.30 224 256 0.875 0.900 bilinear bicubic -12.632 -11.656 -8.094 -7.732 -35 +9
406 hardcorenas_d mobilenetv3_large_100_miil 65.570 65.620 34.430 34.380 85.530 85.210 14.470 14.790 7.50 5.48 224 0.875 bilinear -11.854 -12.228 -7.956 -8.578 +1 -13
407 selecsls42b res2next50 65.550 65.610 34.450 34.390 85.870 85.810 14.130 14.190 32.46 24.67 224 0.875 bicubic bilinear -11.640 -12.494 -7.520 -7.984 +7 -29
408 xcit_tiny_12_p16_224 hardcorenas_d 65.500 65.570 34.500 34.430 86.190 85.530 13.810 14.470 6.72 7.50 224 1.000 0.875 bicubic bilinear -11.620 -11.704 -7.528 -7.892 +7
409 resnet26t selecsls42b 65.470 65.550 34.530 34.450 86.240 85.870 13.760 14.130 16.01 32.46 256 224 0.940 0.875 bicubic -12.402 -11.484 -7.594 -7.454 -22 +13
410 seresnext26ts xcit_tiny_12_p16_224 65.450 65.500 34.550 34.500 86.020 86.190 13.980 13.810 10.39 6.72 256 224 0.900 1.000 bicubic -12.398 -11.490 -7.768 -7.416 -19 +13
411 convmixer_1024_20_ks9_p14 resnet26t 65.430 65.470 34.570 34.530 85.520 86.240 14.480 13.760 24.38 16.01 224 256 0.960 0.940 bicubic -11.514 -12.348 -7.838 -7.794 +13 -16
412 tf_efficientnet_lite2 seresnext26ts 65.300 65.450 34.700 34.550 86.010 86.020 13.990 13.980 6.09 10.39 260 256 0.890 0.900 bicubic -12.182 -12.160 -7.738 -7.664 -8 -13
413 densenet201 convmixer_1024_20_ks9_p14 65.290 65.430 34.710 34.570 85.660 85.520 14.340 14.480 20.01 24.38 224 0.875 0.960 bicubic -12.000 -11.328 -7.820 -7.918 -2 +19
414 seresnext26d_32x4d tf_efficientnet_lite2 65.260 65.300 34.740 34.700 85.810 86.010 14.190 13.990 16.81 6.09 224 260 0.875 0.890 bicubic -12.326 -12.020 -7.794 -7.312 -15 -2
415 densenetblur121d densenet201 65.250 65.290 34.750 34.710 85.780 85.660 14.220 14.340 8.00 20.01 224 0.875 bicubic -11.340 -11.814 -7.412 -7.604 +20 +4
416 crossvit_9_dagger_240 seresnext26d_32x4d 65.230 65.260 34.770 34.740 86.470 85.810 13.530 14.190 8.78 16.81 240 224 0.875 bicubic -11.760 -12.204 -7.136 -7.666 +5 -9
417 res2net50_48w_2s densenetblur121d 65.220 65.250 34.780 34.750 85.920 85.780 14.080 14.220 25.29 8.00 224 0.875 bilinear bicubic -12.314 -11.070 -7.638 -7.288 -15 +27
418 tf_efficientnet_b0_ap crossvit_9_dagger_240 65.200 65.230 34.800 34.770 85.490 86.470 14.510 13.530 5.29 8.78 224 240 0.875 bicubic -11.904 -11.616 -7.774 -6.760 -1 +11
419 hrnet_w18 res2net50_48w_2s 65.110 65.220 34.890 34.780 85.690 85.920 14.310 14.080 21.30 25.29 224 0.875 bilinear -11.648 -12.148 -7.748 -7.640 +11 -9
420 ese_vovnet19b_dw tf_efficientnet_b0_ap 65.100 65.200 34.900 34.800 85.420 85.490 14.580 14.510 6.54 5.29 224 0.875 bicubic -11.724 -11.746 -7.860 -7.936 +8 +5
421 dla60 hrnet_w18 65.070 65.110 34.930 34.890 85.700 85.690 14.300 14.310 22.04 21.30 224 0.875 bilinear -11.964 -11.480 -7.624 -7.522 -1 +17
422 gernet_s ese_vovnet19b_dw 65.000 65.100 35.000 34.900 85.520 85.420 14.480 14.580 8.17 6.54 224 0.875 bilinear bicubic -11.906 -11.522 -7.614 -6.808 +4 +14
423 tf_efficientnet_cc_b0_4e dla60 64.960 65.070 35.040 34.930 85.020 85.700 14.980 14.300 13.31 22.04 224 0.875 bicubic bilinear -12.360 -11.836 -8.302 -7.434 -13 +5
424 mobilenetv2_120d gernet_s 64.920 65.000 35.080 35.000 85.850 85.520 14.150 14.480 5.83 8.17 224 0.875 bicubic bilinear -12.366 -11.664 -7.662 -7.714 -12 +10
425 hardcorenas_c tf_efficientnet_cc_b0_4e 64.850 64.960 35.150 35.040 85.240 85.020 14.760 14.980 5.52 13.31 224 0.875 bilinear bicubic -12.200 -12.154 -7.932 -8.362 -6 -7
426 legacy_seresnext26_32x4d mobilenetv2_120d 64.830 64.920 35.170 35.080 85.550 85.850 14.450 14.150 16.79 5.83 224 0.875 bicubic -12.264 -12.174 -7.760 -7.460 -8 -6
427 mixnet_m hardcorenas_c 64.740 64.850 35.260 35.150 85.510 85.240 14.490 14.760 5.01 5.52 224 0.875 bicubic bilinear -12.534 -12.070 -7.912 -8.080 -14 0
428 resnet26d legacy_seresnext26_32x4d 64.590 64.830 35.410 35.170 85.090 85.550 14.910 14.450 16.01 16.79 224 0.875 bicubic -12.100 -12.114 -8.058 -7.808 +3 -2
429 xcit_nano_12_p8_224_dist mixnet_m 64.520 64.740 35.480 35.260 85.900 85.510 14.100 14.490 3.05 5.01 224 1.000 0.875 bicubic -11.810 -12.310 -7.186 -7.662 +12 -8
430 tf_efficientnet_lite1 resnet26d 64.490 64.590 35.510 35.410 85.520 85.090 14.480 14.910 5.42 16.01 240 224 0.882 0.875 bicubic -12.174 -11.948 -7.714 -7.774 +2 +9
431 tf_mixnet_m xcit_nano_12_p8_224_dist 64.460 64.520 35.540 35.480 84.930 85.900 15.070 14.100 5.01 3.05 224 0.875 1.000 bicubic -12.498 -11.452 -8.236 -7.372 -9 +18
432 levit_128s tf_efficientnet_lite1 64.440 64.490 35.560 35.510 84.690 85.520 15.310 14.480 7.78 5.42 224 240 0.900 0.882 bicubic -12.098 -12.040 -8.174 -7.232 +5 +8
433 densenet169 tf_mixnet_m 64.420 64.460 35.580 35.540 85.250 84.930 14.750 15.070 14.15 5.01 224 0.875 bicubic -11.478 -12.364 -7.774 -8.350 +16 -3
434 resnext26ts levit_128s 64.380 64.440 35.620 35.560 85.000 84.690 15.000 15.310 10.30 7.78 256 224 0.900 bicubic -12.392 -11.854 -8.130 -8.272 -5 +11
435 resmlp_12_224 densenet169 64.340 64.420 35.660 35.580 85.600 85.250 14.400 14.750 15.35 14.15 224 0.875 bicubic -12.314 -11.086 -7.572 -7.270 -2 +22
436 repvgg_a2 resnext26ts 64.270 64.380 35.730 35.620 84.980 85.000 15.020 15.000 28.21 10.30 224 256 0.875 0.900 bilinear bicubic -12.210 -8.040 -8.192 +4 +1
437 regnetx_016 resmlp_12_224 64.230 64.340 35.770 35.660 85.440 85.600 14.560 14.400 9.19 15.35 224 0.875 bicubic -12.716 -12.176 -7.986 -7.400 -14 +4
438 xcit_nano_12_p16_384_dist repvgg_a2 64.230 64.270 35.770 35.730 85.280 84.980 14.720 15.020 3.05 28.21 384 224 1.000 0.875 bicubic bilinear -11.238 -11.724 -7.396 -8.296 +19 +10
439 hardcorenas_b xcit_nano_12_p16_384_dist 64.210 64.230 35.790 35.770 84.860 85.280 15.140 14.720 5.18 3.05 224 384 0.875 1.000 bilinear bicubic -12.320 -10.890 -7.892 -7.094 -1 +25
440 tf_efficientnet_b0 regnetx_016 64.160 64.230 35.840 35.770 85.170 85.440 14.830 14.560 5.29 9.19 224 0.875 bicubic -12.686 -12.542 -8.060 -7.690 -13 -8
441 dpn68 hardcorenas_b 64.030 64.210 35.970 35.790 84.990 84.860 15.010 15.140 12.61 5.18 224 0.875 bicubic bilinear -12.264 -11.942 -7.972 -8.018 +2 +5
442 tf_efficientnet_es tf_efficientnet_b0 63.900 64.160 36.100 35.840 84.580 85.170 15.420 14.830 5.44 5.29 224 0.875 bicubic -12.690 -12.494 -8.632 -8.002 -6 -7
443 vit_small_patch32_224 dpn68 63.880 64.030 36.120 35.970 85.590 84.990 14.410 15.010 22.88 12.61 224 0.900 0.875 bicubic -12.114 -11.868 -7.686 -8.034 +3 +8
444 mobilenetv2_140 tf_efficientnet_es 63.870 63.900 36.130 36.100 84.950 84.580 15.050 15.420 6.11 5.44 224 0.875 bicubic -12.646 -12.430 -8.050 -8.506 -5 -1
445 densenet121 vit_small_patch32_224 63.730 63.880 36.270 36.120 84.600 85.590 15.400 14.410 7.98 22.88 224 0.875 0.900 bicubic -11.838 -11.804 -8.052 -7.046 +8
446 regnety_008 mobilenetv2_140 63.730 63.870 36.270 36.130 85.240 84.950 14.760 15.050 6.26 6.11 224 0.875 bicubic -12.590 -12.124 -7.828 -7.842 -4 +1
447 hardcorenas_a densenet121 63.680 63.730 36.320 36.270 84.470 84.600 15.530 15.400 5.26 7.98 224 0.875 bilinear bicubic -12.232 -11.722 -8.044 -8.006 +1 +14
448 resnest14d regnety_008 63.550 63.730 36.450 36.270 84.010 85.240 15.990 14.760 10.61 6.26 224 0.875 bilinear bicubic -11.956 -12.182 -8.510 -7.274 +7 +2
449 mixnet_s hardcorenas_a 63.540 63.680 36.460 36.320 84.710 84.470 15.290 15.530 4.13 5.26 224 0.875 bicubic bilinear -12.454 -11.830 -8.082 -8.138 -4 +7
450 tf_mixnet_s resnest14d 63.430 63.550 36.570 36.450 84.090 84.010 15.910 15.990 4.13 10.61 224 0.875 bicubic bilinear -12.254 -11.716 -8.546 -8.524 +1 +13
451 resnet26 mixnet_s 63.420 63.540 36.580 36.460 84.210 84.710 15.790 15.290 16.00 4.13 224 0.875 bicubic -11.872 -12.078 -8.364 -8.002 +9 +3
452 mobilenetv3_large_100 tf_mixnet_s 63.310 63.430 36.690 36.570 84.050 84.090 15.950 15.910 5.48 4.13 224 0.875 bicubic -12.464 -12.038 -8.490 -8.586 -2 +7
453 efficientnet_es_pruned resnet26 63.300 63.420 36.700 36.580 84.840 84.210 15.160 15.790 5.44 16.00 224 0.875 bicubic -11.696 -11.636 -7.600 -8.138 +15
454 mobilenetv3_rw mobilenetv3_large_100 63.270 63.310 36.730 36.690 84.560 84.050 15.440 15.950 5.48 224 0.875 bicubic -12.348 -12.194 -8.152 -8.466 -2 +4
455 tv_resnet50 efficientnet_es_pruned 63.200 63.300 36.800 36.700 84.640 84.840 15.360 15.160 25.56 5.44 224 0.875 bilinear bicubic -12.952 -11.292 -8.238 -7.156 -11 +21
456 vit_tiny_r_s16_p8_384 mobilenetv3_rw 63.190 63.270 36.810 36.730 85.120 84.560 14.880 15.440 6.36 5.48 384 224 1.000 0.875 bicubic -12.782 -12.184 -8.152 -8.292 -9 +4
457 efficientnet_lite0 tv_resnet50 63.160 63.200 36.840 36.800 84.350 84.640 15.650 15.360 4.65 25.56 224 0.875 bicubic bilinear -12.344 -12.574 -8.166 -7.900 -1 -5
458 mixer_b16_224 vit_tiny_r_s16_p8_384 63.160 63.190 36.840 36.810 83.080 85.120 16.920 14.880 59.88 6.36 224 384 0.875 1.000 bicubic -13.462 -12.378 -9.148 -7.532 -24 -3
459 vit_tiny_patch16_224 efficientnet_lite0 63.100 63.160 36.900 36.840 84.900 84.350 15.100 15.650 5.72 4.65 224 0.900 0.875 bicubic -12.354 -11.992 -7.952 -8.064 -1 +5
460 pit_ti_distilled_224 mixer_b16_224 63.090 63.160 36.910 36.840 84.010 83.080 15.990 16.920 5.10 59.88 224 0.900 0.875 bicubic -11.440 -13.320 -8.090 -9.940 +15 -18
461 semnasnet_100 vit_tiny_patch16_224 63.050 63.100 36.950 36.900 84.450 84.900 15.550 15.100 3.89 5.72 224 0.875 0.900 bicubic -12.402 -12.012 -8.156 -7.376 -2 +5
462 resnet34 pit_ti_distilled_224 62.850 63.090 37.150 36.910 84.150 84.010 15.850 15.990 21.80 5.10 224 0.875 0.900 bilinear bicubic -12.262 -10.892 -8.126 -7.960 +2 +21
463 tv_densenet121 semnasnet_100 62.790 63.050 37.210 36.950 84.120 84.450 15.880 15.550 7.98 3.89 224 0.875 bicubic -11.956 -12.056 -8.034 -7.962 +8 +4
464 legacy_seresnet34 resnet34 62.770 62.850 37.230 37.150 84.200 84.150 15.800 15.850 21.96 21.80 224 0.875 bilinear -12.022 -11.942 -7.928 -7.978 +6 +8
465 regnety_006 tv_densenet121 62.740 62.790 37.260 37.210 84.100 84.120 15.900 15.880 6.06 7.98 224 0.875 bicubic -12.526 -11.444 -8.434 -7.734 -4 +14
466 deit_tiny_distilled_patch16_224 legacy_seresnet34 62.720 62.770 37.280 37.230 83.800 84.200 16.200 15.800 5.91 21.96 224 0.900 0.875 bicubic bilinear -11.804 -11.754 -8.096 -7.696 +10 +12
467 hrnet_w18_small_v2 regnety_006 62.660 62.740 37.340 37.260 83.850 84.100 16.150 15.900 15.60 6.06 224 0.875 bilinear bicubic -12.446 -12.312 -8.562 -8.088 -2 +2
468 swsl_resnet18 deit_tiny_distilled_patch16_224 62.650 62.720 37.350 37.280 84.290 83.800 15.710 16.200 11.69 5.91 224 0.875 0.900 bilinear bicubic -10.632 -11.192 -7.468 -8.366 +22 +16
469 mobilenetv2_110d hrnet_w18_small_v2 62.620 62.660 37.380 37.340 84.450 83.850 15.550 16.150 4.52 15.60 224 0.875 bicubic bilinear -12.432 -12.086 -7.738 -8.304 -2 +4
470 repvgg_b0 swsl_resnet18 62.620 62.650 37.380 37.350 83.660 84.290 16.340 15.710 15.82 11.69 224 0.875 bilinear -12.532 -9.740 -8.754 -6.528 -8 +27
471 tf_efficientnet_lite0 repvgg_b0 62.560 62.620 37.440 37.380 84.140 83.660 15.860 16.340 4.65 15.82 224 0.875 bicubic bilinear -12.272 -12.376 -8.036 -8.780 -2
472 regnetx_008 mobilenetv2_110d 62.510 62.620 37.490 37.380 83.980 84.450 16.020 15.550 7.26 4.52 224 0.875 bicubic -12.546 -11.988 -8.368 -7.608 -6 +4
473 dla34 tf_efficientnet_lite0 62.500 62.560 37.500 37.440 83.860 84.140 16.140 15.860 15.74 4.65 224 0.875 bilinear bicubic -12.108 -11.970 -8.198 -7.960 0 +4
474 gluon_resnet34_v1b regnetx_008 62.460 62.510 37.540 37.490 83.920 83.980 16.080 16.020 21.80 7.26 224 0.875 bicubic -12.132 -12.164 -8.076 -8.118 0
475 xcit_nano_12_p8_224 dla34 62.450 62.500 37.550 37.500 84.190 83.860 15.810 16.140 3.05 15.74 224 1.000 0.875 bicubic bilinear -11.462 -11.512 -7.976 -7.906 +7 +6
476 fbnetc_100 gluon_resnet34_v1b 62.380 62.460 37.620 37.540 83.370 83.920 16.630 16.080 5.57 21.80 224 0.875 bilinear bicubic -12.740 -11.524 -9.004 -7.540 -13 +6
477 tf_mobilenetv3_large_100 xcit_nano_12_p8_224 62.230 62.450 37.770 37.550 83.850 84.190 16.150 15.810 5.48 3.05 224 0.875 1.000 bilinear bicubic -13.280 -10.854 -8.758 -7.232 -23 +13
478 crossvit_9_240 fbnetc_100 62.110 62.380 37.890 37.620 84.300 83.370 15.700 16.630 8.55 5.57 240 224 0.875 bicubic bilinear -11.872 -12.452 -7.670 -8.806 +3 -7
479 crossvit_tiny_240 tf_mobilenetv3_large_100 62.060 62.230 37.940 37.770 83.780 83.850 16.220 16.150 7.01 5.48 240 224 0.875 bicubic bilinear -11.284 -13.062 -8.142 -8.724 +9 -17
480 regnety_004 crossvit_9_240 61.990 62.110 38.010 37.890 83.440 84.300 16.560 15.700 4.34 8.55 224 240 0.875 bicubic -12.022 -11.234 -8.326 -7.622 -1 +9
481 vgg19_bn crossvit_tiny_240 61.910 62.060 38.090 37.940 83.380 83.780 16.620 16.220 143.68 7.01 224 240 0.875 bilinear bicubic -12.324 -10.862 -8.474 -7.630 -4 +14
482 mnasnet_100 regnety_004 61.900 61.990 38.100 38.010 83.730 83.440 16.270 16.560 4.38 4.34 224 0.875 bicubic -12.774 -11.460 -8.368 -7.900 -10 +5
483 ssl_resnet18 vgg19_bn 61.530 61.910 38.470 38.090 83.300 83.380 16.700 16.620 11.69 143.68 224 0.875 bilinear -11.082 -11.936 -8.120 -8.302 +12 +2
484 eca_botnext26ts_256 mnasnet_100 61.520 61.900 38.480 38.100 82.760 83.730 17.240 16.270 10.59 4.38 256 224 0.950 0.875 bicubic -12.358 -12.178 -9.028 -8.090 -1 -4
485 convit_tiny ssl_resnet18 61.470 61.530 38.530 38.470 83.990 83.300 16.010 16.700 5.71 11.69 224 0.875 bicubic bilinear -11.642 -10.722 -7.730 -7.336 +6 +17
486 tv_resnet34 convit_tiny 61.150 61.470 38.850 38.530 82.640 83.990 17.360 16.010 21.80 5.71 224 0.875 bilinear bicubic -12.154 -10.918 -8.782 -6.896 +3 +12
487 regnetx_006 tv_resnet34 61.120 61.150 38.880 38.850 83.250 82.640 16.750 17.360 6.20 21.80 224 0.875 bicubic bilinear -12.726 -11.462 -8.432 -8.780 -3 +9
488 spnasnet_100 regnetx_006 61.070 61.120 38.930 38.880 82.750 83.250 17.250 16.750 4.42 6.20 224 0.875 bilinear bicubic -13.008 -12.162 -9.070 -8.508 -10 +3
489 pit_ti_224 spnasnet_100 60.940 61.070 39.060 38.930 83.820 82.750 16.180 17.250 4.85 4.42 224 0.900 0.875 bicubic bilinear -11.982 -12.630 -7.590 -8.258 +5 -3
490 vgg16_bn pit_ti_224 60.820 60.940 39.180 39.060 83.010 83.820 16.990 16.180 138.37 4.85 224 0.875 0.900 bilinear bicubic -12.540 -11.328 -8.482 -6.864 -4 +11
491 skresnet18 60.820 39.180 82.870 17.130 11.96 224 0.875 bicubic -12.202 -11.512 -8.300 -7.816 +2 +8
492 ghostnet_100 vgg16_bn 60.610 60.820 39.390 39.180 82.270 83.010 17.730 16.990 5.18 138.37 224 0.875 bilinear -13.374 -12.132 -9.190 -7.992 -12 +2
493 tf_mobilenetv3_large_075 ghostnet_100 60.360 60.610 39.640 39.390 81.800 82.270 18.200 17.730 3.99 5.18 224 0.875 bilinear -13.090 -12.750 -9.540 -9.222 -7 -5
494 xcit_nano_12_p16_224_dist tf_mobilenetv3_large_075 60.330 60.360 39.670 39.640 82.490 81.800 17.510 18.200 3.05 3.99 224 1.000 0.875 bicubic bilinear -11.982 -12.662 -8.362 -9.370 +5 -1
495 mobilenetv2_100 xcit_nano_12_p16_224_dist 60.210 60.330 39.790 39.670 82.040 82.490 17.960 17.510 3.50 3.05 224 0.875 1.000 bicubic -12.742 -11.404 -8.962 -7.848 -2 +11
496 vit_base_patch32_sam_224 mobilenetv2_100 59.970 60.210 40.030 39.790 81.300 82.040 18.700 17.960 88.22 3.50 224 0.900 0.875 bicubic -13.730 -12.102 -9.708 -8.812 -37 +4
497 deit_tiny_patch16_224 59.920 40.080 82.730 17.270 5.72 224 0.900 bicubic -12.240 -10.914 -8.382 -7.030 +6 +12
498 resnet18d 59.860 40.140 82.310 17.690 11.71 224 0.875 bicubic -12.408 -11.724 -8.374 -8.080 +3 +9
499 legacy_seresnet18 59.730 40.270 81.600 18.400 11.78 224 0.875 bicubic -12.004 -10.242 -8.738 -8.158 +7 +13
500 vgg19 59.720 40.280 81.420 18.580 143.67 224 0.875 bilinear -12.668 -12.346 -9.466 -6.234 -2 +4
501 regnetx_004 59.260 40.740 81.830 18.170 5.16 224 0.875 bicubic -13.130 -12.900 -8.988 -9.282 -4 +2
502 tf_mobilenetv3_large_minimal_100 59.040 40.960 80.880 19.120 3.92 224 0.875 bilinear -13.212 -12.524 -9.756 -9.494 0 +6
503 hrnet_w18_small 58.920 41.080 81.340 18.660 13.19 224 0.875 bilinear -13.412 -12.878 -9.346 -9.484 -4 +2
504 vit_tiny_r_s16_p8_224 58.880 41.120 81.630 18.370 6.34 224 0.900 bicubic -12.918 -11.402 -9.194 -7.914 +1 +7
505 vgg13_bn 58.850 41.150 81.040 18.960 133.05 224 0.875 bilinear -12.714 -10.890 -9.334 -8.046 +3 +9
506 vgg16 58.630 41.370 81.670 18.330 138.36 224 0.875 bilinear -12.954 -11.308 -8.720 -7.588 +1 +7
507 xcit_nano_12_p16_224 58.340 41.660 80.900 19.100 3.05 224 1.000 bicubic -11.632 -9.572 -8.858 -7.518 +5 +11
508 gluon_resnet18_v1b 58.300 41.700 80.990 19.010 11.69 224 0.875 bicubic -12.534 -10.748 -8.770 -7.646 +1 +7
509 resnet18 57.240 42.760 80.090 19.910 11.69 224 0.875 bilinear -12.500 -8.480 -8.996 -6.046 +5 +11
510 vgg13 57.100 42.900 79.610 20.390 133.05 224 0.875 bilinear -12.838 -8.876 -9.648 -7.378 +3 +9
511 vgg11_bn 57.040 42.960 79.760 20.240 132.87 224 0.875 bilinear -13.322 -11.710 -10.046 -8.800 -1 +5
512 regnety_002 56.980 43.020 79.830 20.170 3.16 224 0.875 bicubic -13.302 -10.946 -9.714 -7.846 -1 +5
513 mixer_l16_224 56.200 43.800 75.690 24.310 208.20 224 0.875 bicubic -15.866 -14.162 -11.964 -14.116 -9 -3
514 dla60x_c 56.090 43.910 78.950 21.050 1.32 224 0.875 bilinear -11.822 -25.430 -9.468 -16.308 +5 +10
515 vgg11 55.900 44.100 78.760 21.240 132.86 224 0.875 bilinear -13.148 -8.970 -9.876 -7.534 0 +6
516 regnetx_002 55.790 44.210 79.240 20.760 2.68 224 0.875 bicubic -12.960 -7.118 -9.320 -5.006 0 +6
517 tf_mobilenetv3_small_100 54.530 45.470 77.010 22.990 2.54 224 0.875 bilinear -13.396 -27.018 -10.666 -18.302 +1 +6
518 botnet26t_256 dla46x_c 53.690 53.120 46.310 46.880 77.400 76.810 22.600 23.190 12.49 1.07 256 224 0.950 0.875 bicubic bilinear -14.856 -28.302 -11.296 -18.246 -1 +7
519 dla46x_c tf_mobilenetv3_small_075 53.120 52.360 46.880 47.640 76.810 75.470 23.190 24.530 1.07 2.04 224 0.875 bilinear -12.856 -28.806 -10.178 -19.626 +1 +7
520 tf_mobilenetv3_small_075 dla46_c 52.360 52.020 47.640 47.980 75.470 75.730 24.530 24.270 2.04 1.30 224 0.875 bilinear -13.360 -27.254 -10.666 -18.876 +1 +7
521 dla46_c tf_mobilenetv3_small_minimal_100 52.020 49.560 47.980 50.440 75.730 72.820 24.270 27.180 1.30 2.04 224 0.875 bilinear -12.850 -29.700 -10.564 -21.714 +1 +7
522 tf_mobilenetv3_small_minimal_100 vit_base_patch32_sam_224 49.560 0.110 50.440 99.890 72.820 0.430 27.180 99.570 2.04 88.22 224 0.875 0.900 bilinear bicubic -13.348 -73.002 -11.426 -91.290 +1 -30

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results/results-sketch.csv
Unescape View File

@ -10,16 +10,16 @@ beit_large_patch16_224,54.969,45.031,77.600,22.400,304.43,224,0.900,bicubic,-32.
ig_resnext101_32x8d,54.937,45.063,77.539,22.461,88.79,224,0.875,bilinear,-27.773,-19.101,+124
swsl_resnext101_32x4d,53.585,46.415,76.374,23.626,44.18,224,0.875,bilinear,-29.641,-20.394,+106
vit_large_patch16_384,52.762,47.238,74.725,25.275,304.72,384,1.000,bicubic,-34.330,-23.581,-4
vit_large_r50_s32_384,52.049,47.951,73.540,26.459,329.09,384,1.000,bicubic,-34.131,-24.383,+4
vit_large_r50_s32_384,52.049,47.951,73.540,26.459,329.09,384,1.000,bicubic,-34.131,-24.384,+4
vit_large_patch16_224,51.842,48.158,73.721,26.279,304.33,224,0.900,bicubic,-33.996,-24.105,+9
tf_efficientnet_l2_ns_475,51.435,48.565,73.845,26.155,480.31,475,0.936,bicubic,-36.803,-24.705,-10
swsl_resnext50_32x4d,50.408,49.592,73.348,26.652,25.03,224,0.875,bilinear,-31.758,-22.886,+148
swin_large_patch4_window12_384,50.357,49.643,72.546,27.454,196.74,384,1.000,bicubic,-36.793,-25.692,-10
swsl_resnet50,49.506,50.494,72.356,27.645,25.56,224,0.875,bilinear,-31.640,-23.622,+186
swsl_resnet50,49.506,50.494,72.356,27.645,25.56,224,0.875,bilinear,-31.536,-22.844,+189
swin_large_patch4_window7_224,48.989,51.011,71.377,28.623,196.53,224,0.900,bicubic,-37.327,-26.513,-4
beit_base_patch16_384,48.682,51.318,72.073,27.927,86.74,384,1.000,bicubic,-38.126,-26.067,-10
swin_base_patch4_window12_384,48.529,51.471,71.809,28.191,87.90,384,1.000,bicubic,-37.907,-26.257,-8
vit_large_r50_s32_224,48.215,51.785,70.870,29.130,328.99,224,0.900,bicubic,-36.225,-26.100,+44
vit_large_r50_s32_224,48.215,51.785,70.870,29.130,328.99,224,0.900,bicubic,-36.225,-26.284,+45
tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.131,29.869,208.12,512,1.000,bicubic,-38.659,-27.737,-9
tf_efficientnet_b6_ns,47.725,52.275,69.925,30.075,43.04,528,0.942,bicubic,-38.721,-27.955,-12
tf_efficientnet_b7_ns,47.725,52.275,69.603,30.398,66.35,600,0.949,bicubic,-39.105,-28.481,-16
@ -30,12 +30,12 @@ vit_base_patch16_384,45.900,54.100,68.537,31.463,86.86,384,1.000,bicubic,-40.100
tf_efficientnet_b8_ap,45.768,54.232,67.915,32.086,87.41,672,0.954,bicubic,-39.606,-29.383,+7
tf_efficientnet_b5_ns,45.599,54.401,67.820,32.180,30.39,456,0.934,bicubic,-40.477,-29.932,-12
swin_base_patch4_window7_224,45.589,54.411,68.512,31.488,87.77,224,0.900,bicubic,-39.679,-29.046,+7
tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.148,30.852,54.14,480,1.000,bicubic,-40.024,-28.604,-5
tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.148,30.852,54.14,480,1.000,bicubic,-40.024,-28.603,-5
cait_m48_448,44.249,55.751,64.668,35.332,356.46,448,1.000,bicubic,-42.245,-33.082,-23
vit_base_r50_s16_384,43.522,56.478,66.796,33.204,98.95,384,1.000,bicubic,-41.462,-30.502,+17
tf_efficientnet_b4_ns,43.438,56.562,65.474,34.526,19.34,380,0.922,bicubic,-41.712,-31.996,+5
vit_base_patch16_224,43.247,56.753,65.710,34.290,86.57,224,0.900,bicubic,-41.293,-31.596,+26
xcit_large_24_p8_384_dist,42.828,57.172,63.426,36.574,188.93,384,1.000,bicubic,-43.168,-34.262,-16
xcit_large_24_p8_384_dist,42.828,57.172,63.426,36.574,188.93,384,1.000,bicubic,-43.167,-34.262,-16
xcit_large_24_p8_224_dist,42.575,57.425,63.106,36.894,188.93,224,1.000,bicubic,-42.825,-34.310,-3
tf_efficientnet_b8,42.494,57.506,64.873,35.127,87.41,672,0.954,bicubic,-42.856,-32.519,-2
cait_m36_384,42.398,57.602,63.340,36.660,271.22,384,1.000,bicubic,-43.658,-34.390,-21
@ -64,7 +64,7 @@ dm_nfnet_f5,39.498,60.502,60.194,39.806,377.21,544,0.954,bicubic,-46.308,-37.288
xcit_small_24_p8_224_dist,39.309,60.691,59.404,40.596,47.63,224,1.000,bicubic,-45.567,-37.794,-8
xcit_medium_24_p16_224_dist,39.272,60.728,59.473,40.527,84.40,224,1.000,bicubic,-45.006,-37.469,+8
efficientnet_b4,39.136,60.864,59.628,40.372,19.34,384,1.000,bicubic,-44.294,-36.966,+42
xcit_small_24_p8_384_dist,39.001,60.999,59.196,40.804,47.63,384,1.000,bicubic,-46.565,-38.381,-38
xcit_small_24_p8_384_dist,39.001,60.999,59.196,40.804,47.63,384,1.000,bicubic,-46.565,-38.380,-38
resnetv2_152x2_bit_teacher_384,38.987,61.013,62.495,37.505,236.34,384,1.000,bicubic,-44.857,-34.623,+26
vit_base_patch32_384,38.810,61.190,60.351,39.649,88.30,384,1.000,bicubic,-44.536,-36.493,+44
eca_nfnet_l2,38.661,61.339,59.451,40.549,56.72,384,1.000,bicubic,-46.059,-37.807,-11
@ -90,9 +90,9 @@ resnest269e,37.299,62.701,57.466,42.534,110.93,416,0.928,bicubic,-47.225,-39.520
resmlp_big_24_224_in22ft1k,37.244,62.756,58.203,41.797,129.14,224,0.875,bicubic,-47.180,-38.913,-21
vit_small_r26_s32_224,37.244,62.756,59.052,40.948,36.43,224,0.900,bicubic,-44.594,-36.974,+83
cait_s24_224,37.150,62.850,56.725,43.275,46.92,224,1.000,bicubic,-46.312,-39.841,+15
vit_base_patch32_224,37.100,62.900,59.284,40.716,88.22,224,0.900,bicubic,-43.632,-36.282,+132
vit_base_patch32_224,37.100,62.900,59.284,40.716,88.22,224,0.900,bicubic,-43.526,-35.718,+135
tf_efficientnet_b3_ap,37.061,62.939,57.242,42.758,12.23,300,0.904,bicubic,-44.761,-38.378,+81
efficientnetv2_rw_s,37.057,62.943,56.831,43.169,23.94,384,1.000,bicubic,-46.773,-39.891,0
efficientnetv2_rw_s,37.057,62.943,56.831,43.169,23.94,384,1.000,bicubic,-46.773,-39.890,0
xcit_small_12_p16_224_dist,36.973,63.027,56.745,43.255,26.25,224,1.000,bicubic,-46.377,-39.677,+16
seresnet152d,36.804,63.196,56.731,43.269,66.84,320,1.000,bicubic,-47.558,-40.311,-26
resnetrs200,36.664,63.336,56.837,43.163,93.21,320,1.000,bicubic,-47.394,-40.037,-16
@ -101,14 +101,14 @@ efficientnet_b3,36.422,63.578,56.845,43.155,12.23,320,1.000,bicubic,-45.836,-39.
cait_xs24_384,36.411,63.589,56.938,43.062,26.67,384,1.000,bicubic,-47.643,-39.948,-18
deit_base_distilled_patch16_224,36.411,63.589,56.623,43.377,87.34,224,0.900,bicubic,-46.977,-39.867,+7
resnetv2_101x3_bitm,36.391,63.609,59.068,40.932,387.93,448,1.000,bilinear,-48.039,-38.304,-35
resnetrs270,36.346,63.654,56.572,43.428,129.86,352,1.000,bicubic,-48.094,-40.582,-37
resnetrs270,36.346,63.654,56.572,43.428,129.86,352,1.000,bicubic,-48.094,-40.398,-38
mixer_b16_224_miil,36.271,63.729,55.971,44.029,59.88,224,0.875,bilinear,-46.031,-39.743,+51
tresnet_m,36.271,63.729,55.802,44.198,31.39,224,0.875,bilinear,-46.805,-40.324,+16
tf_efficientnet_b2_ns,36.139,63.861,57.515,42.485,9.11,260,0.890,bicubic,-46.251,-38.725,+42
ecaresnet101d,36.014,63.986,56.199,43.801,44.57,224,0.875,bicubic,-46.158,-39.855,+55
dm_nfnet_f2,35.990,64.010,55.495,44.505,193.78,352,0.920,bicubic,-49.056,-41.743,-62
resnest200e,35.939,64.061,55.873,44.127,70.20,320,0.909,bicubic,-47.909,-41.017,-18
swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-37.429,-33.295,+376
swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-36.538,-32.355,+380
eca_nfnet_l1,35.835,64.165,55.965,44.035,41.41,320,1.000,bicubic,-48.197,-41.067,-25
xcit_small_24_p8_224,35.542,64.458,54.774,45.226,47.63,224,1.000,bicubic,-48.304,-41.858,-20
vit_small_patch16_384,35.515,64.485,57.549,42.451,22.20,384,1.000,bicubic,-48.279,-39.559,-16
@ -119,28 +119,28 @@ resnest101e,35.397,64.603,55.802,44.198,48.28,256,0.875,bilinear,-47.479,-40.510
convit_base,35.318,64.682,54.943,45.057,86.54,224,0.875,bicubic,-46.974,-40.991,+39
xcit_tiny_24_p8_224_dist,35.253,64.747,55.287,44.713,12.11,224,1.000,bicubic,-47.323,-40.893,+20
twins_svt_large,35.108,64.892,54.729,45.271,99.27,224,0.900,bicubic,-48.576,-41.881,-18
repvgg_b3g4,35.069,64.931,54.772,45.228,83.83,224,0.875,bilinear,-45.150,-40.332,+136
repvgg_b3,35.041,64.959,54.562,45.438,123.09,224,0.875,bilinear,-45.475,-40.702,+111
repvgg_b3g4,35.069,64.931,54.772,45.228,83.83,224,0.875,bilinear,-45.076,-40.200,+139
repvgg_b3,35.041,64.959,54.562,45.438,123.09,224,0.875,bilinear,-45.421,-40.646,+114
dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.634,-42.988,-62
xcit_tiny_24_p8_384_dist,34.925,65.075,55.153,44.847,12.11,384,1.000,bicubic,-48.839,-41.551,-26
resnet101d,34.870,65.130,54.216,45.784,44.57,320,1.000,bicubic,-48.154,-42.240,-1
resmlp_big_24_distilled_224,34.780,65.220,54.641,45.359,129.14,224,0.875,bicubic,-48.816,-42.016,-22
vit_large_patch32_384,34.693,65.307,55.723,44.277,306.63,384,1.000,bicubic,-46.813,-40.363,+56
vit_large_patch32_384,34.693,65.307,55.723,44.277,306.63,384,1.000,bicubic,-46.791,-39.897,+58
dm_nfnet_f0,34.630,65.370,54.676,45.324,71.49,256,0.900,bicubic,-48.754,-41.904,-19
ssl_resnext101_32x16d,34.593,65.407,55.949,44.051,194.03,224,0.875,bilinear,-47.251,-40.141,+43
resnetv2_101,34.587,65.413,53.155,46.845,44.54,224,0.950,bicubic,-47.445,-42.709,+36
repvgg_b2g4,34.581,65.419,54.809,45.191,61.76,224,0.875,bilinear,-44.799,-39.885,+172
repvgg_b2g4,34.581,65.419,54.809,45.191,61.76,224,0.875,bilinear,-44.731,-39.713,+175
resnetrs152,34.377,65.623,53.568,46.432,86.62,320,1.000,bicubic,-49.333,-43.042,-32
resnest50d_4s2x40d,34.367,65.633,54.731,45.269,30.42,224,0.875,bicubic,-46.753,-40.829,+71
resnest50d_4s2x40d,34.367,65.633,54.731,45.269,30.42,224,0.875,bicubic,-46.665,-40.291,+74
crossvit_18_dagger_408,34.245,65.755,53.086,46.914,44.61,408,1.000,bicubic,-49.939,-43.736,-57
xcit_medium_24_p16_224,34.218,65.782,53.184,46.816,84.40,224,1.000,bicubic,-48.408,-42.792,0
efficientnetv2_rw_t,34.153,65.847,53.151,46.849,13.65,288,1.000,bicubic,-48.185,-43.043,+15
tf_efficientnet_b1_ns,34.114,65.886,55.460,44.540,7.79,240,0.882,bicubic,-47.270,-40.278,+54
tf_efficientnet_b1_ns,34.114,65.886,55.460,44.540,7.79,240,0.882,bicubic,-47.212,-40.046,+57
twins_pcpvt_large,34.090,65.910,54.128,45.872,60.99,224,0.900,bicubic,-49.048,-42.480,-21
tf_efficientnet_b4,34.064,65.936,54.202,45.798,19.34,380,0.922,bicubic,-48.966,-42.096,-16
ssl_resnext101_32x8d,34.060,65.940,55.603,44.397,88.79,224,0.875,bilinear,-47.540,-40.443,+39
tf_efficientnet_b6,34.043,65.957,54.562,45.438,43.04,528,0.942,bicubic,-50.069,-42.326,-61
efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.841,-41.116,+78
efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.715,-41.442,+81
nfnet_l0,34.011,65.989,54.383,45.617,35.07,288,1.000,bicubic,-48.741,-42.133,-13
xcit_small_24_p16_224,34.009,65.991,53.294,46.706,47.67,224,1.000,bicubic,-48.569,-42.706,-6
regnety_160,33.978,66.022,53.558,46.442,83.59,288,1.000,bicubic,-49.724,-43.224,-44
@ -150,370 +150,373 @@ xcit_small_12_p16_224,33.776,66.225,53.230,46.770,26.25,224,1.000,bicubic,-48.20
resnetv2_50x3_bitm,33.695,66.305,55.922,44.078,217.32,448,1.000,bilinear,-50.289,-41.208,-62
resnet51q,33.585,66.415,53.029,46.971,35.70,288,1.000,bilinear,-48.783,-43.147,-1
xcit_tiny_24_p16_384_dist,33.530,66.470,52.776,47.224,12.12,384,1.000,bicubic,-49.038,-43.518,-11
convmixer_1536_20,33.447,66.553,53.041,46.959,51.63,224,0.960,bicubic,-47.929,-42.569,+40
convmixer_1536_20,33.447,66.553,53.041,46.959,51.63,224,0.960,bicubic,-47.859,-42.495,+43
regnety_032,33.406,66.594,52.803,47.197,19.44,288,1.000,bicubic,-49.316,-43.629,-22
crossvit_18_240,33.398,66.602,52.257,47.743,43.27,240,0.875,bicubic,-48.996,-43.805,-8
gernet_l,33.380,66.620,51.919,48.081,31.08,256,0.875,bilinear,-47.966,-43.617,+39
gernet_l,33.380,66.620,51.919,48.081,31.08,256,0.875,bilinear,-47.901,-43.475,+41
crossvit_15_dagger_408,33.331,66.669,52.224,47.776,28.50,408,1.000,bicubic,-50.495,-44.562,-61
crossvit_18_dagger_240,33.282,66.718,52.210,47.790,44.27,240,0.875,bicubic,-49.224,-43.862,-14
tresnet_xl,33.274,66.726,52.308,47.692,78.44,224,0.875,bilinear,-48.784,-43.624,+7
jx_nest_base,33.219,66.781,51.823,48.177,67.72,224,0.875,bicubic,-50.335,-44.541,-54
resnest50d_1s4x24d,33.157,66.844,52.852,47.148,25.68,224,0.875,bicubic,-47.843,-42.474,+51
resnest50d_1s4x24d,33.157,66.844,52.852,47.148,25.68,224,0.875,bicubic,-47.788,-42.562,+54
resnet61q,33.123,66.877,51.756,48.244,36.85,288,1.000,bicubic,-49.399,-44.378,-20
jx_nest_small,33.046,66.954,51.062,48.938,38.35,224,0.875,bicubic,-50.072,-45.270,-43
crossvit_base_240,33.041,66.960,51.384,48.616,105.03,240,0.875,bicubic,-49.166,-44.444,-3
twins_pcpvt_base,33.031,66.969,52.491,47.509,43.83,224,0.900,bicubic,-49.681,-43.857,-32
xcit_tiny_24_p16_224_dist,33.013,66.987,52.068,47.932,12.12,224,1.000,bicubic,-47.449,-43.140,+72
xcit_tiny_24_p16_224_dist,33.013,66.987,52.068,47.932,12.12,224,1.000,bicubic,-47.391,-42.956,+75
rexnet_200,32.984,67.016,52.945,47.055,16.37,224,0.875,bicubic,-48.642,-42.727,+12
resnest50d,32.974,67.026,52.715,47.285,27.48,224,0.875,bilinear,-47.988,-42.663,+46
convit_small,32.928,67.072,52.098,47.902,27.78,224,0.875,bicubic,-48.483,-43.648,+20
resnest50d,32.974,67.026,52.715,47.285,27.48,224,0.875,bilinear,-47.948,-43.015,+49
convit_small,32.928,67.072,52.098,47.902,27.78,224,0.875,bicubic,-48.456,-43.640,+23
tf_efficientnetv2_s,32.909,67.091,51.760,48.240,21.46,384,1.000,bicubic,-50.989,-44.938,-80
crossvit_15_dagger_240,32.895,67.105,51.768,48.232,28.21,240,0.875,bicubic,-49.415,-44.194,-17
vit_small_patch16_224,32.877,67.123,53.949,46.051,22.05,224,0.900,bicubic,-48.509,-42.181,+19
vit_small_patch16_224,32.877,67.123,53.949,46.051,22.05,224,0.900,bicubic,-48.469,-41.587,+22
pnasnet5large,32.848,67.152,50.518,49.482,86.06,331,0.911,bicubic,-49.950,-45.516,-43
twins_svt_base,32.838,67.162,51.559,48.441,56.07,224,0.900,bicubic,-50.286,-44.869,-55
tf_efficientnet_b3,32.834,67.166,52.955,47.045,12.23,300,0.904,bicubic,-48.812,-42.765,+3
regnetz_c,32.809,67.191,53.756,46.244,13.46,320,0.940,bicubic,-49.707,-42.604,-33
nasnetalarge,32.773,67.227,50.150,49.850,88.75,331,0.911,bicubic,-49.863,-45.900,-42
gernet_m,32.754,67.246,51.917,48.083,21.14,224,0.875,bilinear,-47.972,-43.261,+48
gluon_resnet152_v1d,32.754,67.246,51.080,48.920,60.21,224,0.875,bicubic,-47.722,-44.122,+57
inception_resnet_v2,32.746,67.254,50.642,49.358,55.84,299,0.897,bicubic,-47.702,-44.666,+60
gernet_m,32.754,67.246,51.917,48.083,21.14,224,0.875,bilinear,-47.866,-43.391,+51
gluon_resnet152_v1d,32.754,67.246,51.080,48.920,60.21,224,0.875,bicubic,-47.694,-44.228,+60
inception_resnet_v2,32.746,67.254,50.642,49.358,55.84,299,0.897,bicubic,-47.636,-43.952,+63
pit_b_224,32.710,67.290,49.832,50.168,73.76,224,0.900,bicubic,-49.734,-45.880,-35
tf_efficientnet_b2_ap,32.669,67.331,52.249,47.751,9.11,260,0.890,bicubic,-47.637,-42.783,+67
tf_efficientnet_b2_ap,32.669,67.331,52.249,47.751,9.11,260,0.890,bicubic,-47.579,-42.777,+70
cait_xxs36_384,32.569,67.431,52.218,47.782,17.37,384,1.000,bicubic,-49.621,-43.942,-21
tresnet_l,32.561,67.439,51.147,48.853,55.99,224,0.875,bilinear,-48.923,-44.473,+2
wide_resnet50_2,32.480,67.519,51.467,48.533,68.88,224,0.875,bicubic,-48.970,-44.051,+2
gmlp_s16_224,32.404,67.596,51.832,48.168,19.42,224,0.875,bicubic,-47.238,-42.790,+107
tresnet_l,32.561,67.439,51.147,48.853,55.99,224,0.875,bilinear,-48.873,-44.473,+4
wide_resnet50_2,32.480,67.519,51.467,48.533,68.88,224,0.875,bicubic,-48.932,-44.279,+4
gmlp_s16_224,32.404,67.596,51.832,48.168,19.42,224,0.875,bicubic,-47.130,-42.756,+110
deit_base_patch16_224,32.367,67.633,51.031,48.969,86.57,224,0.900,bicubic,-49.617,-44.711,-18
ens_adv_inception_resnet_v2,32.367,67.633,50.431,49.569,55.84,299,0.897,bicubic,-47.612,-44.505,+82
ens_adv_inception_resnet_v2,32.367,67.633,50.431,49.569,55.84,299,0.897,bicubic,-47.517,-44.501,+85
swin_small_patch4_window7_224,32.355,67.645,50.931,49.069,49.61,224,0.900,bicubic,-50.871,-45.399,-73
gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.685,-44.894,+21
deit_small_distilled_patch16_224,32.290,67.710,52.109,47.891,22.44,224,0.900,bicubic,-48.912,-43.268,+11
gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.619,-45.110,+24
deit_small_distilled_patch16_224,32.290,67.710,52.109,47.891,22.44,224,0.900,bicubic,-48.830,-43.451,+13
xcit_tiny_24_p8_224,32.270,67.730,51.913,48.087,12.11,224,1.000,bicubic,-49.624,-44.071,-20
gluon_seresnext101_64x4d,32.207,67.793,50.331,49.669,88.23,224,0.875,bicubic,-48.663,-44.975,+27
gluon_seresnext101_64x4d,32.207,67.793,50.331,49.669,88.23,224,0.875,bicubic,-48.553,-44.889,+30
coat_lite_small,32.135,67.865,49.946,50.054,19.84,224,0.900,bicubic,-50.167,-45.914,-39
gluon_seresnext101_32x4d,32.115,67.885,51.227,48.773,48.96,224,0.875,bicubic,-48.761,-44.065,+24
seresnext50_32x4d,32.001,67.999,51.245,48.755,27.56,224,0.875,bicubic,-49.267,-44.381,+3
gluon_seresnext101_32x4d,32.115,67.885,51.227,48.773,48.96,224,0.875,bicubic,-48.679,-44.019,+27
seresnext50_32x4d,32.001,67.999,51.245,48.755,27.56,224,0.875,bicubic,-49.201,-44.133,+5
deit_base_patch16_384,31.987,68.013,50.557,49.443,86.86,384,1.000,bicubic,-51.119,-45.819,-76
xcit_tiny_12_p8_224_dist,31.952,68.048,51.434,48.566,6.71,224,1.000,bicubic,-49.262,-44.173,+3
xcit_tiny_12_p8_224_dist,31.952,68.048,51.434,48.566,6.71,224,1.000,bicubic,-49.194,-44.544,+5
levit_384,31.879,68.121,50.610,49.390,39.13,224,0.900,bicubic,-50.713,-45.404,-61
resnetrs101,31.856,68.144,51.019,48.981,63.62,288,0.940,bicubic,-50.438,-44.983,-43
cspresnext50,31.820,68.180,51.616,48.384,20.57,224,0.875,bilinear,-48.232,-43.334,+66
tnt_s_patch16_224,31.632,68.368,51.156,48.844,23.76,224,0.900,bicubic,-49.882,-44.588,-19
cspresnext50,31.820,68.180,51.616,48.384,20.57,224,0.875,bilinear,-48.104,-43.212,+69
tnt_s_patch16_224,31.632,68.368,51.156,48.844,23.76,224,0.900,bicubic,-49.870,-44.324,-17
eca_nfnet_l0,31.614,68.386,51.606,48.394,24.14,288,1.000,bicubic,-50.978,-44.880,-66
resnetv2_50x1_bit_distilled,31.610,68.390,51.304,48.696,25.55,224,0.875,bicubic,-51.212,-45.220,-75
ssl_resnext101_32x4d,31.461,68.539,52.137,47.863,44.18,224,0.875,bilinear,-49.461,-43.593,+13
inception_v4,31.378,68.622,49.240,50.760,42.68,299,0.875,bicubic,-48.766,-45.732,+56
rexnet_150,31.374,68.626,51.294,48.706,9.73,224,0.875,bicubic,-48.936,-43.866,+41
pit_s_224,31.331,68.669,49.693,50.307,23.46,224,0.900,bicubic,-49.769,-45.642,-1
crossvit_15_240,31.313,68.687,50.192,49.808,27.53,240,0.875,bicubic,-50.213,-45.502,-27
cait_xxs36_224,31.276,68.724,50.616,49.384,17.30,224,1.000,bicubic,-48.486,-44.252,+75
crossvit_small_240,31.274,68.726,50.201,49.799,26.86,240,0.875,bicubic,-49.756,-45.265,-1
cspresnet50,31.254,68.746,51.235,48.765,21.62,256,0.887,bilinear,-48.322,-43.467,+82
convmixer_768_32,31.254,68.746,50.958,49.042,21.11,224,0.960,bicubic,-48.906,-44.116,+49
coat_mini,31.213,68.787,49.793,50.207,10.34,224,0.900,bicubic,-50.069,-45.601,-16
ssl_resnext101_32x4d,31.461,68.539,52.137,47.863,44.18,224,0.875,bilinear,-49.351,-43.503,+16
inception_v4,31.378,68.622,49.240,50.760,42.68,299,0.875,bicubic,-48.690,-45.663,+59
rexnet_150,31.374,68.626,51.294,48.706,9.73,224,0.875,bicubic,-48.908,-43.868,+44
pit_s_224,31.331,68.669,49.693,50.307,23.46,224,0.900,bicubic,-49.689,-45.729,+2
crossvit_15_240,31.313,68.687,50.192,49.808,27.53,240,0.875,bicubic,-50.201,-45.552,-26
cait_xxs36_224,31.276,68.724,50.616,49.384,17.30,224,1.000,bicubic,-48.426,-44.252,+78
crossvit_small_240,31.274,68.726,50.201,49.799,26.86,240,0.875,bicubic,-49.688,-45.177,+2
convmixer_768_32,31.254,68.746,50.958,49.042,21.11,224,0.960,bicubic,-48.832,-44.034,+52
cspresnet50,31.254,68.746,51.235,48.765,21.62,256,0.887,bilinear,-48.220,-43.485,+85
coat_mini,31.213,68.787,49.793,50.207,10.34,224,0.900,bicubic,-50.001,-45.813,-14
xcit_tiny_12_p8_384_dist,31.166,68.834,50.524,49.476,6.71,384,1.000,bicubic,-51.226,-45.694,-67
gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.130,-45.334,+36
ecaresnetlight,31.138,68.862,50.262,49.738,30.16,224,0.875,bicubic,-49.316,-44.990,+22
resmlp_36_distilled_224,31.091,68.909,49.694,50.306,44.69,224,0.875,bicubic,-50.063,-45.802,-15
ecaresnet50d,31.083,68.917,50.858,49.142,25.58,224,0.875,bicubic,-49.537,-44.450,+11
tf_efficientnet_cc_b0_8e,31.083,68.917,50.771,49.229,24.01,224,0.875,bicubic,-46.825,-42.885,+163
gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.090,-44.934,+39
ecaresnetlight,31.138,68.862,50.262,49.738,30.16,224,0.875,bicubic,-49.248,-44.860,+25
resmlp_36_distilled_224,31.091,68.909,49.694,50.306,44.69,224,0.875,bicubic,-50.009,-45.640,-12
ecaresnet50d,31.083,68.917,50.858,49.142,25.58,224,0.875,bicubic,-49.433,-44.406,+14
tf_efficientnet_cc_b0_8e,31.083,68.917,50.771,49.229,24.01,224,0.875,bicubic,-46.737,-43.055,+168
ecaresnet50t,31.066,68.934,50.596,49.404,25.57,320,0.950,bicubic,-51.298,-45.546,-70
resnet50d,31.038,68.962,49.844,50.156,25.58,224,0.875,bicubic,-49.500,-45.316,+11
gluon_resnet152_v1c,31.017,68.984,48.940,51.060,60.21,224,0.875,bicubic,-48.895,-45.912,+49
cspdarknet53,31.015,68.985,50.414,49.586,27.64,256,0.887,bilinear,-49.035,-44.678,+44
gcresnet50t,31.015,68.985,50.131,49.869,25.90,256,0.900,bicubic,-49.923,-45.309,-8
gluon_resnext101_64x4d,31.003,68.997,48.559,51.441,83.46,224,0.875,bicubic,-49.623,-46.443,+3
resnet50d,31.038,68.962,49.844,50.156,25.58,224,0.875,bicubic,-49.430,-45.088,+14
gluon_resnet152_v1c,31.017,68.984,48.940,51.060,60.21,224,0.875,bicubic,-48.854,-46.030,+52
cspdarknet53,31.015,68.985,50.414,49.586,27.64,256,0.887,bilinear,-48.897,-44.438,+47
gcresnet50t,31.015,68.985,50.131,49.869,25.90,256,0.900,bicubic,-49.843,-45.109,-5
gluon_resnext101_64x4d,31.003,68.997,48.559,51.441,83.46,224,0.875,bicubic,-49.535,-46.601,+6
twins_svt_small,31.001,68.999,49.237,50.763,24.06,224,0.900,bicubic,-50.681,-46.441,-50
ecaresnet101d_pruned,30.908,69.092,50.017,49.983,24.88,224,0.875,bicubic,-49.904,-45.623,-6
resmlp_24_distilled_224,30.889,69.111,50.184,49.816,30.02,224,0.875,bicubic,-49.871,-45.036,-5
tf_efficientnet_cc_b1_8e,30.887,69.113,50.076,49.924,39.72,240,0.882,bicubic,-48.439,-44.292,+76
gluon_resnext101_32x4d,30.885,69.115,48.563,51.437,44.18,224,0.875,bicubic,-49.453,-46.345,+16
ecaresnet101d_pruned,30.908,69.092,50.017,49.983,24.88,224,0.875,bicubic,-49.818,-45.161,-3
resmlp_24_distilled_224,30.889,69.111,50.184,49.816,30.02,224,0.875,bicubic,-49.767,-45.152,-2
tf_efficientnet_cc_b1_8e,30.887,69.113,50.076,49.924,39.72,240,0.882,bicubic,-48.413,-44.454,+79
gluon_resnext101_32x4d,30.885,69.115,48.563,51.437,44.18,224,0.875,bicubic,-49.403,-46.659,+19
tf_efficientnetv2_b3,30.873,69.127,49.808,50.192,14.36,300,0.904,bicubic,-51.081,-45.976,-61
tf_efficientnet_lite4,30.840,69.160,50.400,49.600,13.01,380,0.920,bilinear,-50.700,-45.260,-52
nf_resnet50,30.730,69.270,49.968,50.032,25.56,288,0.940,bicubic,-49.926,-45.368,-6
ese_vovnet39b,30.696,69.304,49.879,50.121,24.57,224,0.875,bicubic,-48.608,-44.845,+74
dpn107,30.671,69.329,48.828,51.172,86.92,224,0.875,bicubic,-49.501,-46.076,+24
xcit_tiny_24_p16_224,30.671,69.329,50.386,49.614,12.12,224,1.000,bicubic,-48.781,-44.502,+64
tf_efficientnet_lite4,30.840,69.160,50.400,49.600,13.01,380,0.920,bilinear,-50.686,-45.294,-51
nf_resnet50,30.730,69.270,49.968,50.032,25.56,288,0.940,bicubic,-49.864,-45.212,-3
ese_vovnet39b,30.696,69.304,49.879,50.121,24.57,224,0.875,bicubic,-48.598,-44.495,+77
dpn107,30.671,69.329,48.828,51.172,86.92,224,0.875,bicubic,-49.425,-46.146,+27
xcit_tiny_24_p16_224,30.671,69.329,50.386,49.614,12.12,224,1.000,bicubic,-48.693,-44.038,+67
tresnet_xl_448,30.625,69.374,49.075,50.925,78.44,448,0.875,bilinear,-52.430,-47.109,-115
gluon_resnet152_v1b,30.622,69.379,48.523,51.477,60.19,224,0.875,bicubic,-49.059,-46.213,+51
haloregnetz_b,30.614,69.386,48.999,51.001,11.68,224,0.940,bicubic,-50.428,-46.201,-32
ssl_resnext50_32x4d,30.596,69.404,50.687,49.313,25.03,224,0.875,bilinear,-49.706,-44.731,+9
gluon_resnet101_v1d,30.531,69.469,47.977,52.023,44.57,224,0.875,bicubic,-49.873,-47.047,0
dpn68b,30.521,69.479,49.136,50.864,12.61,224,0.875,bicubic,-48.695,-45.286,+76
resnest26d,30.496,69.504,50.665,49.335,17.07,224,0.875,bilinear,-47.982,-43.631,+107
efficientnet_b2,30.445,69.555,49.698,50.302,9.11,288,1.000,bicubic,-50.165,-45.618,-14
tf_efficientnet_b1_ap,30.419,69.581,49.555,50.445,7.79,240,0.882,bicubic,-48.855,-44.747,+68
resnetv2_50,30.409,69.591,48.844,51.156,25.55,224,0.950,bicubic,-49.997,-46.236,-6
xcit_tiny_12_p16_384_dist,30.392,69.608,50.127,49.873,6.72,384,1.000,bicubic,-50.552,-45.287,-32
twins_pcpvt_small,30.378,69.622,49.394,50.606,24.11,224,0.900,bicubic,-50.726,-46.248,-43
gluon_resnet152_v1b,30.622,69.379,48.523,51.477,60.19,224,0.875,bicubic,-48.984,-46.207,+54
haloregnetz_b,30.614,69.386,48.999,51.001,11.68,224,0.940,bicubic,-50.386,-46.327,-29
ssl_resnext50_32x4d,30.596,69.404,50.687,49.313,25.03,224,0.875,bilinear,-49.652,-44.383,+12
gluon_resnet101_v1d,30.531,69.469,47.977,52.023,44.57,224,0.875,bicubic,-49.813,-47.709,+3
dpn68b,30.521,69.479,49.136,50.864,12.61,224,0.875,bicubic,-48.557,-45.296,+81
resnest26d,30.496,69.504,50.665,49.335,17.07,224,0.875,bilinear,-47.938,-43.369,+112
efficientnet_b2,30.445,69.555,49.698,50.302,9.11,288,1.000,bicubic,-50.041,-45.900,-11
tf_efficientnet_b1_ap,30.419,69.581,49.555,50.445,7.79,240,0.882,bicubic,-48.801,-44.991,+71
resnetv2_50,30.409,69.591,48.844,51.156,25.55,224,0.950,bicubic,-49.963,-46.270,-3
xcit_tiny_12_p16_384_dist,30.392,69.608,50.127,49.873,6.72,384,1.000,bicubic,-50.478,-45.179,-29
twins_pcpvt_small,30.378,69.622,49.394,50.606,24.11,224,0.900,bicubic,-50.652,-46.072,-40
visformer_small,30.337,69.663,48.303,51.697,40.22,224,0.900,bicubic,-51.759,-47.575,-85
pit_xs_distilled_224,30.280,69.720,49.830,50.170,11.00,224,0.900,bicubic,-49.014,-44.544,+62
convmixer_1024_20_ks9_p14,30.081,69.919,49.928,50.072,24.38,224,0.960,bicubic,-46.863,-43.430,+169
dpn98,30.065,69.935,48.252,51.748,61.57,224,0.875,bicubic,-49.589,-46.352,+39
seresnet50,30.061,69.939,49.327,50.673,28.09,224,0.875,bicubic,-50.187,-45.743,0
dpn131,30.036,69.964,48.144,51.856,79.25,224,0.875,bicubic,-49.798,-46.568,+24
efficientnet_el,30.028,69.972,48.840,51.160,10.59,300,0.904,bicubic,-51.278,-46.696,-59
tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-50.048,-45.312,+9
xcit_tiny_12_p16_224_dist,29.999,70.001,49.681,50.319,6.72,224,1.000,bicubic,-48.581,-44.523,+88
legacy_senet154,29.989,70.011,48.056,51.944,115.09,224,0.875,bilinear,-51.337,-47.450,-63
dpn92,29.977,70.023,49.201,50.799,37.67,224,0.875,bicubic,-50.017,-45.635,+9
pit_xs_distilled_224,30.280,69.720,49.830,50.170,11.00,224,0.900,bicubic,-48.948,-44.816,+65
convmixer_1024_20_ks9_p14,30.081,69.919,49.928,50.072,24.38,224,0.960,bicubic,-46.677,-43.510,+174
dpn98,30.065,69.935,48.252,51.748,61.57,224,0.875,bicubic,-49.481,-46.408,+42
seresnet50,30.061,69.939,49.327,50.673,28.09,224,0.875,bicubic,-50.153,-45.717,+4
dpn131,30.036,69.964,48.144,51.856,79.25,224,0.875,bicubic,-49.726,-46.724,+29
efficientnet_el,30.028,69.972,48.840,51.160,10.59,300,0.904,bicubic,-51.196,-46.512,-57
tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-49.958,-45.344,+12
xcit_tiny_12_p16_224_dist,29.999,70.001,49.681,50.319,6.72,224,1.000,bicubic,-48.467,-44.329,+93
legacy_senet154,29.989,70.011,48.056,51.944,115.09,224,0.875,bilinear,-51.279,-47.570,-61
dpn92,29.977,70.023,49.201,50.799,37.67,224,0.875,bicubic,-49.929,-45.653,+12
resnetv2_101x1_bitm,29.922,70.078,51.129,48.871,44.54,448,1.000,bilinear,-52.408,-45.399,-108
xception,29.887,70.113,48.716,51.284,22.86,299,0.897,bicubic,-49.161,-45.680,+66
gluon_senet154,29.881,70.119,47.885,52.115,115.09,224,0.875,bicubic,-51.343,-47.467,-63
adv_inception_v3,29.820,70.180,47.867,52.133,23.83,299,0.875,bicubic,-47.758,-45.873,+133
gluon_xception65,29.804,70.196,47.776,52.224,39.92,299,0.903,bicubic,-49.898,-47.091,+24
resmlp_36_224,29.710,70.290,48.981,51.019,44.69,224,0.875,bicubic,-50.066,-45.905,+18
resnet50,29.649,70.351,46.753,53.247,25.56,224,0.950,bicubic,-50.733,-47.841,-23
resnetblur50,29.613,70.386,48.260,51.740,25.56,224,0.875,bicubic,-49.686,-46.270,+42
jx_nest_tiny,29.555,70.445,46.992,53.008,17.06,224,0.875,bicubic,-51.879,-48.628,-81
efficientnet_em,29.482,70.518,48.944,51.056,6.90,240,0.882,bicubic,-49.778,-45.848,+45
gcresnext50ts,29.446,70.554,47.898,52.102,15.67,256,0.900,bicubic,-51.148,-47.282,-39
resnext101_32x8d,29.437,70.563,48.510,51.490,88.79,224,0.875,bilinear,-49.875,-46.013,+36
coat_lite_mini,29.427,70.573,47.727,52.273,11.01,224,0.900,bicubic,-49.673,-46.875,+51
ssl_resnet50,29.425,70.575,49.785,50.215,25.56,224,0.875,bilinear,-49.811,-45.047,+42
deit_small_patch16_224,29.413,70.587,48.260,51.740,22.05,224,0.900,bicubic,-50.453,-46.796,+2
cait_xxs24_384,29.405,70.595,48.751,51.249,12.03,384,1.000,bicubic,-51.549,-46.887,-61
nf_regnet_b1,29.391,70.609,49.447,50.553,10.22,288,0.900,bicubic,-49.905,-45.295,+35
resnext50_32x4d,29.358,70.642,47.409,52.591,25.03,224,0.875,bicubic,-50.442,-47.205,+5
swin_tiny_patch4_window7_224,29.342,70.658,47.621,52.379,28.29,224,0.900,bicubic,-52.044,-47.915,-89
resnet34d,29.325,70.675,48.427,51.573,21.82,224,0.875,bicubic,-47.789,-44.955,+133
cait_xxs24_224,29.305,70.695,48.535,51.465,11.96,224,1.000,bicubic,-49.071,-45.781,+80
ecaresnet50d_pruned,29.215,70.785,48.455,51.545,19.94,224,0.875,bicubic,-50.491,-46.419,+6
xception,29.887,70.113,48.716,51.284,22.86,299,0.897,bicubic,-49.003,-45.666,+71
gluon_senet154,29.881,70.119,47.885,52.115,115.09,224,0.875,bicubic,-51.273,-47.611,-61
adv_inception_v3,29.820,70.180,47.867,52.133,23.83,299,0.875,bicubic,-47.630,-45.711,+138
gluon_xception65,29.804,70.196,47.776,52.224,39.92,299,0.903,bicubic,-49.838,-46.846,+27
resmlp_36_224,29.710,70.290,48.981,51.019,44.69,224,0.875,bicubic,-49.996,-45.893,+21
resnet50,29.649,70.351,46.753,53.247,25.56,224,0.950,bicubic,-50.661,-48.407,-20
resnetblur50,29.613,70.386,48.260,51.740,25.56,224,0.875,bicubic,-49.647,-46.532,+46
jx_nest_tiny,29.555,70.445,46.992,53.008,17.06,224,0.875,bicubic,-51.831,-48.544,-79
efficientnet_em,29.482,70.518,48.944,51.056,6.90,240,0.882,bicubic,-49.710,-45.494,+50
gcresnext50ts,29.446,70.554,47.898,52.102,15.67,256,0.900,bicubic,-51.030,-47.304,-36
resnext101_32x8d,29.437,70.563,48.510,51.490,88.79,224,0.875,bilinear,-49.859,-46.233,+39
coat_lite_mini,29.427,70.573,47.727,52.273,11.01,224,0.900,bicubic,-49.553,-46.453,+56
ssl_resnet50,29.425,70.575,49.785,50.215,25.56,224,0.875,bilinear,-49.709,-44.531,+47
deit_small_patch16_224,29.413,70.587,48.260,51.740,22.05,224,0.900,bicubic,-50.421,-46.564,+5
cait_xxs24_384,29.405,70.595,48.751,51.249,12.03,384,1.000,bicubic,-51.471,-46.541,-58
nf_regnet_b1,29.391,70.609,49.447,50.553,10.22,288,0.900,bicubic,-49.845,-45.385,+38
resnext50_32x4d,29.358,70.642,47.409,52.591,25.03,224,0.875,bicubic,-50.352,-47.649,+8
swin_tiny_patch4_window7_224,29.342,70.658,47.621,52.379,28.29,224,0.900,bicubic,-52.034,-47.989,-86
resnet34d,29.325,70.675,48.427,51.573,21.82,224,0.875,bicubic,-47.633,-44.739,+138
cait_xxs24_224,29.305,70.695,48.535,51.465,11.96,224,1.000,bicubic,-48.937,-45.369,+85
ecaresnet50d_pruned,29.215,70.785,48.455,51.545,19.94,224,0.875,bicubic,-50.439,-46.149,+9
tresnet_l_448,29.179,70.821,47.244,52.756,55.99,448,0.875,bilinear,-53.083,-48.736,-124
gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.664,-47.417,+55
eca_resnet33ts,29.097,70.903,48.814,51.186,19.68,256,0.900,bicubic,-50.999,-46.160,-21
xception71,29.053,70.947,47.443,52.557,42.34,299,0.903,bicubic,-50.831,-47.489,-12
hrnet_w64,28.992,71.007,47.140,52.860,128.06,224,0.875,bilinear,-50.464,-47.514,+13
regnetz_b,28.934,71.066,47.244,52.756,9.72,288,0.940,bicubic,-51.784,-48.230,-61
xcit_tiny_12_p8_224,28.934,71.066,47.543,52.457,6.71,224,1.000,bicubic,-50.776,-47.515,-2
tf_efficientnet_b0_ns,28.908,71.092,48.983,51.017,5.29,224,0.875,bicubic,-49.750,-45.387,+55
xception65,28.904,71.096,47.161,52.839,39.92,299,0.903,bicubic,-50.642,-47.498,+5
gluon_resnet101_v1b,28.894,71.106,46.395,53.605,44.55,224,0.875,bicubic,-50.406,-48.241,+19
vit_small_patch32_384,28.871,71.129,48.912,51.088,22.92,384,1.000,bicubic,-51.615,-46.686,-59
tf_efficientnet_b1,28.871,71.129,47.513,52.487,7.79,240,0.882,bicubic,-49.965,-46.681,+44
skresnext50_32x4d,28.855,71.145,46.503,53.497,27.48,224,0.875,bicubic,-51.287,-48.141,-32
sehalonet33ts,28.768,71.231,46.576,53.424,13.69,256,0.940,bicubic,-52.213,-48.696,-83
levit_256,28.767,71.234,46.702,53.298,18.89,224,0.900,bicubic,-52.735,-48.778,-112
tf_efficientnet_lite3,28.668,71.332,47.368,52.632,8.20,300,0.904,bilinear,-51.152,-47.542,-16
skresnet34,28.654,71.346,47.969,52.031,22.28,224,0.875,bicubic,-48.266,-45.351,+123
gluon_seresnext50_32x4d,28.649,71.351,46.460,53.540,27.56,224,0.875,bicubic,-51.275,-48.368,-29
hrnet_w40,28.631,71.369,47.460,52.540,57.56,224,0.875,bilinear,-50.295,-47.018,+32
tf_efficientnetv2_b0,28.574,71.426,47.097,52.903,7.14,224,0.875,bicubic,-49.796,-46.929,+60
tv_resnet152,28.539,71.461,47.134,52.866,60.19,224,0.875,bilinear,-49.783,-46.910,+60
xcit_tiny_12_p16_224,28.529,71.471,47.419,52.581,6.72,224,1.000,bicubic,-48.591,-46.299,+108
repvgg_b2,28.444,71.556,47.040,52.960,89.02,224,0.875,bilinear,-50.350,-47.386,+35
hrnet_w48,28.427,71.573,47.588,52.412,77.47,224,0.875,bilinear,-50.895,-46.926,+1
halonet50ts,28.397,71.603,45.827,54.173,22.73,256,0.940,bicubic,-52.953,-49.457,-113
gluon_resnext50_32x4d,28.383,71.617,45.356,54.644,25.03,224,0.875,bicubic,-50.981,-49.068,-3
efficientnet_b2_pruned,28.362,71.638,47.055,52.945,8.31,260,0.890,bicubic,-51.544,-47.799,-36
tf_efficientnet_b0_ap,28.354,71.646,47.535,52.465,5.29,224,0.875,bicubic,-48.750,-45.729,+104
seresnet33ts,28.352,71.648,47.761,52.239,19.78,256,0.900,bicubic,-52.020,-47.353,-66
dla169,28.344,71.656,47.393,52.607,53.39,224,0.875,bilinear,-50.354,-46.939,+30
tf_efficientnet_cc_b0_4e,28.344,71.656,47.370,52.630,13.31,224,0.875,bicubic,-48.976,-45.952,+94
dla102x2,28.330,71.670,46.786,53.214,41.28,224,0.875,bilinear,-51.110,-47.858,-12
mixnet_xl,28.289,71.711,46.700,53.300,11.90,224,0.875,bicubic,-52.179,-48.232,-78
gluon_resnet50_v1d,28.238,71.762,45.922,54.078,25.58,224,0.875,bicubic,-50.826,-48.538,+10
gluon_resnet101_v1c,28.120,71.880,45.994,54.006,44.57,224,0.875,bicubic,-51.414,-48.594,-20
wide_resnet101_2,28.116,71.884,46.425,53.575,126.89,224,0.875,bilinear,-50.738,-47.859,+17
densenet161,28.098,71.902,46.647,53.353,28.68,224,0.875,bicubic,-49.254,-46.989,+87
regnetx_320,28.095,71.906,45.128,54.872,107.81,224,0.875,bicubic,-52.154,-49.898,-67
regnety_320,28.073,71.927,45.458,54.542,145.05,224,0.875,bicubic,-52.721,-49.788,-98
gernet_s,28.040,71.960,46.745,53.255,8.17,224,0.875,bilinear,-48.867,-46.389,+101
levit_192,28.038,71.963,45.872,54.128,10.95,224,0.900,bicubic,-51.822,-48.930,-45
efficientnet_el_pruned,28.006,71.994,46.798,53.202,10.59,300,0.904,bicubic,-52.282,-48.424,-73
xception41,27.892,72.108,45.894,54.106,26.97,299,0.903,bicubic,-50.640,-48.390,+23
regnetx_160,27.839,72.161,45.627,54.373,54.28,224,0.875,bicubic,-51.995,-49.197,-45
tf_inception_v3,27.802,72.198,45.729,54.271,23.83,299,0.875,bicubic,-50.058,-47.917,+60
res2net101_26w_4s,27.790,72.210,45.194,54.806,45.21,224,0.875,bilinear,-51.402,-49.244,-7
tf_efficientnetv2_b1,27.762,72.238,46.584,53.416,8.14,240,0.882,bicubic,-51.712,-48.136,-30
vit_base_patch16_sam_224,27.719,72.281,45.104,54.896,86.57,224,0.900,bicubic,-52.523,-49.658,-74
repvgg_b1,27.662,72.338,46.505,53.495,57.42,224,0.875,bilinear,-50.716,-47.599,+29
hrnet_w44,27.633,72.367,45.833,54.167,67.06,224,0.875,bilinear,-51.257,-48.549,+2
gcresnet33ts,27.599,72.401,46.218,53.782,19.88,256,0.900,bicubic,-52.487,-48.774,-68
inception_v3,27.582,72.418,45.265,54.735,23.83,299,0.875,bicubic,-49.882,-48.211,+68
resmlp_24_224,27.530,72.469,45.705,54.295,30.02,224,0.875,bicubic,-51.856,-48.841,-32
pit_xs_224,27.472,72.528,45.918,54.082,10.62,224,0.900,bicubic,-50.712,-48.246,+33
regnetx_080,27.387,72.613,44.998,55.002,39.57,224,0.875,bicubic,-51.833,-49.548,-19
hrnet_w30,27.383,72.617,46.552,53.448,37.71,224,0.875,bilinear,-50.819,-47.676,+30
hrnet_w32,27.379,72.621,46.024,53.976,41.23,224,0.875,bilinear,-51.063,-48.172,+17
gluon_resnet50_v1s,27.328,72.672,45.257,54.743,25.68,224,0.875,bicubic,-51.368,-48.991,+3
res2net50_26w_8s,27.308,72.692,44.835,55.165,48.40,224,0.875,bilinear,-51.672,-49.449,-10
densenet201,27.279,72.721,46.210,53.790,20.01,224,0.875,bicubic,-50.011,-47.270,+66
densenetblur121d,27.250,72.751,46.319,53.681,8.00,224,0.875,bicubic,-49.341,-46.874,+89
regnety_064,27.226,72.774,44.856,55.144,30.58,224,0.875,bicubic,-52.504,-49.906,-58
tf_efficientnetv2_b2,27.181,72.819,44.556,55.444,10.10,260,0.890,bicubic,-53.033,-50.488,-86
efficientnet_b1_pruned,27.173,72.827,45.874,54.126,6.33,240,0.882,bicubic,-51.077,-47.962,+19
resnet33ts,27.141,72.859,45.346,54.654,19.68,256,0.900,bicubic,-52.073,-49.226,-27
resnetrs50,27.116,72.884,45.051,54.949,35.69,224,0.910,bicubic,-52.754,-49.919,-72
rexnet_130,27.114,72.886,45.951,54.049,7.56,224,0.875,bicubic,-52.382,-48.723,-51
dla102x,27.059,72.941,45.507,54.493,26.31,224,0.875,bilinear,-51.453,-48.719,-1
resnet32ts,27.047,72.953,45.287,54.713,17.96,256,0.900,bicubic,-51.973,-49.075,-22
gmixer_24_224,27.016,72.984,44.375,55.625,24.72,224,0.875,bicubic,-51.036,-49.293,+23
tv_resnet101,26.974,73.026,45.236,54.764,44.55,224,0.875,bilinear,-50.394,-48.324,+52
resnext50d_32x4d,26.880,73.120,44.456,55.544,25.05,224,0.875,bicubic,-52.784,-50.410,-63
regnetx_120,26.866,73.134,44.666,55.334,46.11,224,0.875,bicubic,-52.740,-50.064,-61
rexnet_100,26.864,73.136,45.379,54.621,4.80,224,0.875,bicubic,-50.996,-48.497,+30
densenet169,26.841,73.159,45.414,54.586,14.15,224,0.875,bicubic,-49.057,-47.610,+89
regnety_120,26.811,73.189,44.489,55.511,51.82,224,0.875,bicubic,-53.575,-50.633,-115
regnetx_064,26.805,73.195,44.945,55.055,26.21,224,0.875,bicubic,-52.255,-49.521,-32
legacy_seresnext101_32x4d,26.797,73.203,43.497,56.503,48.96,224,0.875,bilinear,-53.424,-51.515,-103
regnetx_032,26.721,73.279,45.255,54.745,15.30,224,0.875,bicubic,-51.429,-48.831,+9
legacy_seresnet152,26.674,73.326,43.951,56.049,66.82,224,0.875,bilinear,-51.988,-50.425,-18
densenet121,26.670,73.330,45.892,54.108,7.98,224,0.875,bicubic,-48.898,-46.760,+87
efficientnet_es,26.621,73.379,45.126,54.874,5.44,224,0.875,bicubic,-51.461,-48.818,+10
res2net50_26w_6s,26.595,73.405,44.006,55.994,37.05,224,0.875,bilinear,-51.971,-50.112,-18
repvgg_b1g4,26.583,73.417,45.084,54.916,39.97,224,0.875,bilinear,-51.011,-48.758,+29
dla60x,26.564,73.436,45.049,54.951,17.35,224,0.875,bilinear,-51.682,-48.975,-1
regnety_080,26.540,73.460,44.375,55.625,39.18,224,0.875,bicubic,-53.332,-50.457,-93
coat_lite_tiny,26.530,73.470,44.642,55.358,5.72,224,0.900,bicubic,-50.984,-49.274,+31
tf_efficientnet_b0,26.483,73.517,45.654,54.346,5.29,224,0.875,bicubic,-50.363,-47.576,+54
mobilenetv3_large_100_miil,26.469,73.531,44.493,55.507,5.48,224,0.875,bilinear,-51.443,-48.411,+11
res2net50_14w_8s,26.467,73.533,44.379,55.621,25.06,224,0.875,bilinear,-51.667,-49.477,0
gluon_resnet50_v1b,26.426,73.574,44.057,55.943,25.56,224,0.875,bicubic,-51.150,-49.665,+25
tf_efficientnet_el,26.349,73.650,44.188,55.812,10.59,300,0.904,bicubic,-53.899,-50.936,-119
lambda_resnet26t,26.340,73.660,44.428,55.572,10.96,256,0.940,bicubic,-52.768,-50.160,-52
levit_128,26.328,73.672,44.133,55.867,9.21,224,0.900,bicubic,-52.138,-49.877,-24
resmlp_12_distilled_224,26.318,73.682,44.902,55.098,15.35,224,0.875,bicubic,-51.626,-48.660,+4
resmlp_big_24_224,26.314,73.686,43.565,56.435,129.14,224,0.875,bicubic,-54.718,-51.457,-169
regnetx_040,26.245,73.755,44.458,55.542,22.12,224,0.875,bicubic,-52.239,-49.796,-29
crossvit_9_dagger_240,26.180,73.820,44.548,55.452,8.78,240,0.875,bicubic,-50.809,-49.058,+38
vit_small_patch32_224,26.178,73.822,45.118,54.882,22.88,224,0.900,bicubic,-49.816,-48.158,+62
dpn68,26.118,73.882,44.239,55.761,12.61,224,0.875,bicubic,-50.176,-48.723,+58
efficientnet_b1,26.065,73.935,44.084,55.916,7.79,256,1.000,bicubic,-52.739,-50.262,-45
eca_halonext26ts,26.053,73.947,44.021,55.979,10.76,256,0.940,bicubic,-52.787,-50.235,-48
lambda_resnet26rpt_256,26.019,73.981,44.222,55.778,10.99,256,0.940,bicubic,-52.949,-50.206,-53
hrnet_w18,25.992,74.008,44.813,55.187,21.30,224,0.875,bilinear,-50.766,-48.625,+41
hardcorenas_f,25.956,74.043,44.224,55.776,8.20,224,0.875,bilinear,-52.148,-49.570,-14
regnety_040,25.929,74.071,43.850,56.150,20.65,224,0.875,bicubic,-53.299,-50.796,-71
resnet34,25.894,74.106,43.990,56.010,21.80,224,0.875,bilinear,-49.218,-48.286,+72
resnet26t,25.876,74.124,44.000,56.000,16.01,256,0.940,bicubic,-51.996,-49.834,-6
res2net50_26w_4s,25.870,74.130,43.180,56.820,25.70,224,0.875,bilinear,-52.116,-50.668,-13
tresnet_m_448,25.864,74.136,42.888,57.112,31.39,448,0.875,bilinear,-55.850,-52.682,-216
coat_tiny,25.862,74.138,43.275,56.725,5.50,224,0.900,bicubic,-52.572,-50.759,-36
hardcorenas_c,25.837,74.163,44.758,55.242,5.52,224,0.875,bilinear,-51.213,-48.414,+22
gluon_resnet50_v1c,25.788,74.213,43.039,56.961,25.58,224,0.875,bicubic,-52.218,-50.949,-18
halonet26t,25.750,74.250,43.239,56.761,12.48,256,0.950,bicubic,-53.384,-51.077,-74
selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.253,-49.766,-18
dla60_res2net,25.674,74.326,43.603,56.397,20.85,224,0.875,bilinear,-52.788,-50.605,-45
hardcorenas_e,25.664,74.336,43.426,56.574,8.07,224,0.875,bilinear,-52.136,-50.270,-8
dla60_res2next,25.636,74.364,43.675,56.325,17.03,224,0.875,bilinear,-52.806,-50.482,-45
ecaresnet26t,25.546,74.454,43.681,56.319,16.01,320,0.950,bicubic,-54.288,-51.403,-121
resmlp_12_224,25.532,74.468,44.349,55.651,15.35,224,0.875,bicubic,-51.122,-48.823,+28
tf_efficientnet_lite1,25.530,74.470,43.597,56.403,5.42,240,0.882,bicubic,-51.134,-49.637,+26
mixnet_l,25.520,74.480,43.483,56.517,7.33,224,0.875,bicubic,-53.460,-50.697,-74
bat_resnext26ts,25.471,74.529,43.235,56.765,10.73,256,0.900,bicubic,-52.791,-50.865,-41
tv_resnext50_32x4d,25.469,74.531,42.817,57.183,25.03,224,0.875,bilinear,-52.141,-50.867,-12
tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.340,-51.470,-66
repvgg_a2,25.436,74.564,43.980,56.020,28.21,224,0.875,bilinear,-51.044,-49.040,+29
hardcorenas_b,25.410,74.590,44.200,55.800,5.18,224,0.875,bilinear,-51.120,-48.552,+26
res2next50,25.402,74.598,42.516,57.484,24.67,224,0.875,bilinear,-52.840,-51.388,-43
resnetv2_50x1_bitm,25.345,74.655,45.352,54.648,25.55,448,1.000,bilinear,-54.999,-50.334,-165
dla102,25.328,74.672,43.819,56.181,33.27,224,0.875,bilinear,-52.700,-50.139,-36
legacy_seresnet101,25.324,74.676,42.823,57.177,49.33,224,0.875,bilinear,-53.060,-51.441,-54
hardcorenas_d,25.322,74.678,43.159,56.841,7.50,224,0.875,bilinear,-52.102,-50.327,-10
selecsls60b,25.314,74.686,43.575,56.425,32.77,224,0.875,bicubic,-53.094,-50.601,-57
resnest14d,25.294,74.706,44.092,55.908,10.61,224,0.875,bilinear,-50.212,-48.428,+36
legacy_seresnext50_32x4d,25.226,74.775,41.968,58.032,27.56,224,0.875,bilinear,-53.853,-52.464,-92
mixer_b16_224,25.143,74.857,41.223,58.777,59.88,224,0.875,bicubic,-51.479,-51.005,+13
res2net50_48w_2s,25.029,74.971,42.215,57.785,25.29,224,0.875,bilinear,-52.505,-51.343,-20
efficientnet_b0,25.019,74.981,42.801,57.199,5.29,224,0.875,bicubic,-52.685,-50.721,-28
dla60,24.929,75.071,43.310,56.690,22.04,224,0.875,bilinear,-52.105,-50.014,-4
gluon_resnet34_v1b,24.929,75.071,42.249,57.751,21.80,224,0.875,bicubic,-49.663,-49.747,+49
mobilenetv2_120d,24.925,75.075,43.053,56.947,5.83,224,0.875,bicubic,-52.361,-50.459,-14
regnety_016,24.815,75.185,42.628,57.372,11.20,224,0.875,bicubic,-53.049,-51.096,-39
xcit_nano_12_p8_224_dist,24.807,75.193,43.088,56.912,3.05,224,1.000,bicubic,-51.523,-49.998,+13
seresnext26ts,24.693,75.307,43.102,56.898,10.39,256,0.900,bicubic,-53.155,-50.686,-38
eca_resnext26ts,24.660,75.340,42.872,57.128,10.30,256,0.900,bicubic,-52.790,-50.706,-24
tf_efficientnet_lite2,24.530,75.470,42.251,57.749,6.09,260,0.890,bicubic,-52.952,-51.497,-27
regnetx_016,24.502,75.498,42.514,57.486,9.19,224,0.875,bicubic,-52.444,-50.912,-9
skresnet18,24.485,75.515,42.545,57.455,11.96,224,0.875,bicubic,-48.537,-48.625,+59
pit_ti_distilled_224,24.400,75.600,42.734,57.266,5.10,224,0.900,bicubic,-50.130,-49.366,+41
tf_efficientnet_lite0,24.400,75.600,42.490,57.510,4.65,224,0.875,bicubic,-50.432,-49.686,+34
hardcorenas_a,24.363,75.637,43.292,56.708,5.26,224,0.875,bilinear,-51.549,-49.222,+12
tv_resnet50,24.080,75.920,41.325,58.675,25.56,224,0.875,bilinear,-52.072,-51.553,+7
levit_128s,24.068,75.932,41.017,58.983,7.78,224,0.900,bicubic,-52.470,-51.847,-1
legacy_seresnet34,24.035,75.965,41.901,58.099,21.96,224,0.875,bilinear,-50.757,-50.227,+31
xcit_nano_12_p16_384_dist,24.027,75.973,42.308,57.692,3.05,384,1.000,bicubic,-51.441,-50.368,+17
xcit_nano_12_p8_384_dist,23.966,76.034,41.956,58.044,3.05,384,1.000,bicubic,-53.852,-52.078,-48
gcresnext26ts,23.952,76.048,41.364,58.636,10.48,256,0.900,bicubic,-53.868,-52.462,-50
resnet18d,23.936,76.064,42.300,57.700,11.71,224,0.875,bicubic,-48.332,-48.384,+57
efficientnet_lite0,23.925,76.075,42.097,57.903,4.65,224,0.875,bicubic,-51.579,-50.419,+12
resnext26ts,23.889,76.111,41.123,58.877,10.30,256,0.900,bicubic,-52.883,-52.007,-16
efficientnet_es_pruned,23.854,76.146,42.003,57.997,5.44,224,0.875,bicubic,-51.142,-50.437,+22
tv_densenet121,23.826,76.174,41.921,58.079,7.98,224,0.875,bicubic,-50.920,-50.233,+24
mobilenetv2_140,23.701,76.299,41.494,58.506,6.11,224,0.875,bicubic,-52.815,-51.506,-9
dla34,23.699,76.301,41.547,58.453,15.74,224,0.875,bilinear,-50.909,-50.511,+24
mixnet_m,23.697,76.303,41.158,58.842,5.01,224,0.875,bicubic,-53.577,-52.264,-37
legacy_seresnet50,23.646,76.354,40.107,59.893,28.09,224,0.875,bilinear,-53.992,-53.639,-55
ese_vovnet19b_dw,23.545,76.455,41.276,58.724,6.54,224,0.875,bicubic,-53.279,-52.004,-24
tf_mixnet_m,23.500,76.500,40.991,59.009,5.01,224,0.875,bicubic,-53.458,-52.175,-31
tv_resnet34,23.490,76.510,41.398,58.602,21.80,224,0.875,bilinear,-49.814,-50.024,+35
selecsls42b,23.404,76.596,40.659,59.341,32.46,224,0.875,bicubic,-53.786,-52.731,-41
tf_efficientnet_em,23.394,76.606,40.411,59.589,6.90,240,0.882,bicubic,-54.748,-53.646,-82
repvgg_b0,23.317,76.683,41.192,58.808,15.82,224,0.875,bilinear,-51.835,-51.222,+5
xcit_nano_12_p16_224_dist,23.249,76.751,41.388,58.612,3.05,224,1.000,bicubic,-49.063,-49.464,+41
mobilenetv2_110d,23.076,76.924,40.736,59.264,4.52,224,0.875,bicubic,-51.976,-51.452,+8
vit_base_patch32_sam_224,23.042,76.958,39.557,60.443,88.22,224,0.900,bicubic,-50.658,-51.451,+25
deit_tiny_distilled_patch16_224,22.712,77.288,40.773,59.227,5.91,224,0.900,bicubic,-51.812,-51.123,+15
mobilenetv3_large_100,22.647,77.353,40.781,59.219,5.48,224,0.875,bicubic,-53.127,-51.759,-12
mobilenetv3_rw,22.636,77.365,40.410,59.590,5.48,224,0.875,bicubic,-52.982,-52.303,-11
tf_mobilenetv3_large_100,22.563,77.437,39.747,60.253,5.48,224,0.875,bilinear,-52.947,-52.861,-10
tf_efficientnet_es,22.427,77.573,39.095,60.905,5.44,224,0.875,bicubic,-54.163,-54.117,-29
xcit_nano_12_p8_224,22.396,77.604,40.675,59.325,3.05,224,1.000,bicubic,-51.516,-51.491,+16
hrnet_w18_small_v2,22.357,77.644,39.899,60.101,15.60,224,0.875,bilinear,-52.750,-52.513,-2
convit_tiny,22.256,77.744,39.684,60.316,5.71,224,0.875,bicubic,-50.856,-52.036,+23
regnety_008,22.121,77.879,38.918,61.082,6.26,224,0.875,bicubic,-54.199,-54.150,-27
seresnext26t_32x4d,22.009,77.991,38.501,61.499,16.81,224,0.875,bicubic,-55.969,-55.241,-87
regnety_006,21.983,78.017,38.963,61.037,6.06,224,0.875,bicubic,-53.283,-53.571,-10
regnetx_008,21.963,78.037,38.936,61.064,7.26,224,0.875,bicubic,-53.093,-53.412,-6
vit_tiny_r_s16_p8_384,21.942,78.058,39.439,60.561,6.36,384,1.000,bicubic,-54.030,-53.833,-26
resnet26d,21.930,78.070,38.639,61.361,16.01,224,0.875,bicubic,-54.760,-54.509,-43
semnasnet_100,21.903,78.097,38.604,61.396,3.89,224,0.875,bicubic,-53.549,-54.002,-16
pit_ti_224,21.869,78.131,39.537,60.463,4.85,224,0.900,bicubic,-51.053,-51.873,+18
regnetx_006,21.739,78.260,38.932,61.068,6.20,224,0.875,bicubic,-52.107,-52.750,+7
vit_tiny_patch16_384,21.728,78.272,39.335,60.665,5.79,384,1.000,bicubic,-56.718,-55.209,-121
crossvit_9_240,21.706,78.294,39.268,60.732,8.55,240,0.875,bicubic,-52.276,-52.702,+2
vgg19_bn,21.635,78.365,39.280,60.720,143.68,224,0.875,bilinear,-52.599,-52.574,-3
ghostnet_100,21.625,78.374,38.714,61.286,5.18,224,0.875,bilinear,-52.358,-52.746,-1
gluon_resnet18_v1b,21.547,78.453,38.895,61.105,11.69,224,0.875,bicubic,-49.287,-50.866,+26
fbnetc_100,21.508,78.492,38.146,61.854,5.57,224,0.875,bilinear,-53.612,-54.228,-20
xcit_nano_12_p16_224,21.437,78.563,39.804,60.196,3.05,224,1.000,bicubic,-48.535,-49.954,+27
mnasnet_100,21.368,78.632,37.719,62.281,4.38,224,0.875,bicubic,-53.306,-54.379,-13
ssl_resnet18,21.297,78.703,39.132,60.868,11.69,224,0.875,bilinear,-51.315,-52.288,+9
resnet26,21.290,78.710,38.040,61.960,16.00,224,0.875,bicubic,-54.002,-54.534,-27
seresnext26d_32x4d,21.285,78.715,37.332,62.668,16.81,224,0.875,bicubic,-56.300,-56.272,-89
mixnet_s,21.268,78.732,38.209,61.791,4.13,224,0.875,bicubic,-54.726,-54.583,-44
legacy_seresnext26_32x4d,21.075,78.925,37.629,62.371,16.79,224,0.875,bicubic,-56.019,-55.681,-72
crossvit_tiny_240,21.054,78.946,38.071,61.929,7.01,240,0.875,bicubic,-52.290,-53.851,-3
regnetx_004,20.908,79.092,37.568,62.432,5.16,224,0.875,bicubic,-51.482,-53.250,+4
spnasnet_100,20.853,79.147,37.912,62.088,4.42,224,0.875,bilinear,-53.225,-53.908,-15
legacy_seresnet18,20.800,79.200,37.619,62.381,11.78,224,0.875,bicubic,-50.934,-52.719,+11
mobilenetv2_100,20.775,79.225,37.774,62.226,3.50,224,0.875,bicubic,-52.177,-53.228,-2
tf_mixnet_s,20.470,79.530,36.639,63.361,4.13,224,0.875,bicubic,-55.214,-55.997,-45
vit_tiny_patch16_224,20.452,79.548,37.625,62.375,5.72,224,0.900,bicubic,-55.002,-55.227,-39
regnety_004,20.423,79.577,37.022,62.978,4.34,224,0.875,bicubic,-53.589,-54.744,-19
hrnet_w18_small,20.366,79.634,37.100,62.900,13.19,224,0.875,bilinear,-51.966,-53.586,-1
tf_mobilenetv3_large_075,20.362,79.638,36.770,63.230,3.99,224,0.875,bilinear,-53.088,-54.570,-14
resnet18,20.238,79.762,37.260,62.740,11.69,224,0.875,bilinear,-49.502,-51.826,+12
mixer_l16_224,20.160,79.840,32.950,67.050,208.20,224,0.875,bicubic,-51.906,-54.704,+1
deit_tiny_patch16_224,20.142,79.858,37.578,62.422,5.72,224,0.900,bicubic,-52.018,-53.534,-1
tf_mobilenetv3_large_minimal_100,20.120,79.880,36.902,63.098,3.92,224,0.875,bilinear,-52.132,-53.734,-3
vgg16_bn,19.969,80.031,36.310,63.690,138.37,224,0.875,bilinear,-53.391,-55.182,-18
vit_tiny_r_s16_p8_224,19.342,80.658,36.061,63.939,6.34,224,0.900,bicubic,-52.456,-54.763,-2
vgg19,17.929,82.071,33.060,66.940,143.67,224,0.875,bilinear,-54.459,-57.826,-10
vgg13_bn,17.821,82.179,34.047,65.953,133.05,224,0.875,bilinear,-53.743,-56.327,-1
vgg16,17.540,82.460,32.767,67.233,138.36,224,0.875,bilinear,-54.044,-57.623,-3
regnety_002,17.454,82.546,32.453,67.547,3.16,224,0.875,bicubic,-52.828,-57.091,0
vgg11_bn,17.409,82.591,33.039,66.961,132.87,224,0.875,bilinear,-52.953,-56.767,-2
regnetx_002,16.962,83.038,32.237,67.763,2.68,224,0.875,bicubic,-51.788,-56.323,+3
dla60x_c,16.320,83.680,31.773,68.227,1.32,224,0.875,bilinear,-51.592,-56.645,+5
eca_botnext26ts_256,16.257,83.743,30.623,69.376,10.59,256,0.950,bicubic,-57.621,-61.164,-31
tf_mobilenetv3_small_100,16.224,83.776,31.241,68.760,2.54,224,0.875,bilinear,-51.703,-56.436,+2
vgg13,16.116,83.885,30.987,69.013,133.05,224,0.875,bilinear,-53.823,-58.271,-4
vgg11,15.728,84.272,30.464,69.536,132.86,224,0.875,bilinear,-53.320,-58.172,-3
tf_mobilenetv3_small_075,14.942,85.058,29.594,70.406,2.04,224,0.875,bilinear,-50.778,-56.542,+2
dla46_c,14.677,85.323,29.372,70.628,1.30,224,0.875,bilinear,-50.193,-56.922,+2
dla46x_c,14.382,85.618,29.197,70.803,1.07,224,0.875,bilinear,-51.594,-57.791,-1
tf_mobilenetv3_small_minimal_100,13.983,86.017,27.992,72.008,2.04,224,0.875,bilinear,-48.925,-56.254,+1
botnet26t_256,13.543,86.457,26.420,73.580,12.49,256,0.950,bicubic,-55.003,-62.276,-6
gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.524,-47.407,+60
eca_resnet33ts,29.097,70.903,48.814,51.186,19.68,256,0.900,bicubic,-50.953,-46.278,-18
lambda_resnet50ts,29.097,70.903,46.967,53.033,21.54,256,0.950,bicubic,-52.007,-48.675,-312
xception71,29.053,70.947,47.443,52.557,42.34,299,0.903,bicubic,-50.807,-47.360,-9
hrnet_w64,28.992,71.007,47.140,52.860,128.06,224,0.875,bilinear,-50.387,-47.554,+16
regnetz_b,28.934,71.066,47.244,52.756,9.72,288,0.940,bicubic,-51.676,-48.072,-58
xcit_tiny_12_p8_224,28.934,71.066,47.543,52.457,6.71,224,1.000,bicubic,-50.730,-47.323,+1
tf_efficientnet_b0_ns,28.908,71.092,48.983,51.017,5.29,224,0.875,bicubic,-49.570,-45.313,+60
xception65,28.904,71.096,47.161,52.839,39.92,299,0.903,bicubic,-50.552,-47.492,+8
gluon_resnet101_v1b,28.894,71.106,46.395,53.605,44.55,224,0.875,bicubic,-50.380,-47.907,+21
vit_small_patch32_384,28.871,71.129,48.912,51.088,22.92,384,1.000,bicubic,-51.583,-46.340,-56
tf_efficientnet_b1,28.871,71.129,47.513,52.487,7.79,240,0.882,bicubic,-49.825,-46.735,+49
skresnext50_32x4d,28.855,71.145,46.503,53.497,27.48,224,0.875,bicubic,-51.197,-48.447,-29
sehalonet33ts,28.768,71.231,46.576,53.424,13.69,256,0.940,bicubic,-52.169,-48.864,-80
levit_256,28.767,71.234,46.702,53.298,18.89,224,0.900,bicubic,-52.684,-48.816,-110
tf_efficientnet_lite3,28.668,71.332,47.368,52.632,8.20,300,0.904,bilinear,-51.062,-47.394,-13
skresnet34,28.654,71.346,47.969,52.031,22.28,224,0.875,bicubic,-48.035,-45.179,+128
gluon_seresnext50_32x4d,28.649,71.351,46.460,53.540,27.56,224,0.875,bicubic,-51.223,-48.372,-26
hrnet_w40,28.631,71.369,47.460,52.540,57.56,224,0.875,bilinear,-50.167,-46.920,+37
tf_efficientnetv2_b0,28.574,71.426,47.097,52.903,7.14,224,0.875,bicubic,-49.628,-47.131,+65
tv_resnet152,28.539,71.461,47.134,52.866,60.19,224,0.875,bilinear,-49.645,-47.030,+65
xcit_tiny_12_p16_224,28.529,71.471,47.419,52.581,6.72,224,1.000,bicubic,-48.461,-46.187,+113
repvgg_b2,28.444,71.556,47.040,52.960,89.02,224,0.875,bilinear,-50.136,-47.164,+40
hrnet_w48,28.427,71.573,47.588,52.412,77.47,224,0.875,bilinear,-50.873,-47.048,+4
gluon_resnext50_32x4d,28.383,71.617,45.356,54.644,25.03,224,0.875,bicubic,-50.921,-49.368,+1
efficientnet_b2_pruned,28.362,71.638,47.055,52.945,8.31,260,0.890,bicubic,-51.504,-48.001,-32
tf_efficientnet_b0_ap,28.354,71.646,47.535,52.465,5.29,224,0.875,bicubic,-48.592,-45.891,+110
seresnet33ts,28.352,71.648,47.761,52.239,19.78,256,0.900,bicubic,-51.954,-47.271,-62
dla169,28.344,71.656,47.393,52.607,53.39,224,0.875,bilinear,-50.188,-46.891,+36
tf_efficientnet_cc_b0_4e,28.344,71.656,47.370,52.630,13.31,224,0.875,bicubic,-48.770,-46.012,+100
dla102x2,28.330,71.670,46.786,53.214,41.28,224,0.875,bilinear,-50.996,-47.582,-8
mixnet_xl,28.289,71.711,46.700,53.300,11.90,224,0.875,bicubic,-52.117,-48.380,-74
gluon_resnet50_v1d,28.238,71.762,45.922,54.078,25.58,224,0.875,bicubic,-50.730,-48.506,+16
lamhalobotnet50ts_256,28.169,71.831,45.320,54.680,22.57,256,0.950,bicubic,-53.217,-50.810,-327
gluon_resnet101_v1c,28.120,71.880,45.994,54.006,44.57,224,0.875,bicubic,-51.332,-48.894,-16
wide_resnet101_2,28.116,71.884,46.425,53.575,126.89,224,0.875,bilinear,-50.662,-47.575,+23
densenet161,28.098,71.902,46.647,53.353,28.68,224,0.875,bicubic,-49.022,-47.071,+93
regnetx_320,28.095,71.906,45.128,54.872,107.81,224,0.875,bicubic,-52.127,-49.884,-63
regnety_320,28.073,71.927,45.458,54.542,145.05,224,0.875,bicubic,-52.645,-50.016,-94
gernet_s,28.040,71.960,46.745,53.255,8.17,224,0.875,bilinear,-48.624,-46.489,+107
levit_192,28.038,71.963,45.872,54.128,10.95,224,0.900,bicubic,-51.782,-49.038,-41
efficientnet_el_pruned,28.006,71.994,46.798,53.202,10.59,300,0.904,bicubic,-52.242,-48.326,-69
xception41,27.892,72.108,45.894,54.106,26.97,299,0.903,bicubic,-50.554,-48.650,+29
halo2botnet50ts_256,27.866,72.133,45.185,54.815,22.64,256,0.950,bicubic,-53.639,-50.901,-335
regnetx_160,27.839,72.161,45.627,54.373,54.28,224,0.875,bicubic,-51.937,-49.259,-42
tf_inception_v3,27.802,72.198,45.729,54.271,23.83,299,0.875,bicubic,-49.902,-47.793,+65
res2net101_26w_4s,27.790,72.210,45.194,54.806,45.21,224,0.875,bilinear,-51.270,-49.272,-1
halonet50ts,27.790,72.210,45.633,54.367,22.73,256,0.940,bicubic,-53.750,-50.027,-339
tf_efficientnetv2_b1,27.762,72.238,46.584,53.416,8.14,240,0.882,bicubic,-51.624,-47.962,-26
vit_base_patch16_sam_224,27.719,72.281,45.104,54.896,86.57,224,0.900,bicubic,-52.453,-49.800,-70
repvgg_b1,27.662,72.338,46.505,53.495,57.42,224,0.875,bilinear,-50.584,-47.519,+35
hrnet_w44,27.633,72.367,45.833,54.167,67.06,224,0.875,bilinear,-51.161,-48.593,+8
gcresnet33ts,27.599,72.401,46.218,53.782,19.88,256,0.900,bicubic,-52.395,-48.618,-64
inception_v3,27.582,72.418,45.265,54.735,23.83,299,0.875,bicubic,-49.708,-48.215,+74
resmlp_24_224,27.530,72.469,45.705,54.295,30.02,224,0.875,bicubic,-51.791,-48.809,-28
pit_xs_224,27.472,72.528,45.918,54.082,10.62,224,0.900,bicubic,-50.580,-47.750,+39
regnetx_080,27.387,72.613,44.998,55.002,39.57,224,0.875,bicubic,-51.713,-49.604,-13
hrnet_w30,27.383,72.617,46.552,53.448,37.71,224,0.875,bilinear,-50.699,-47.392,+36
hrnet_w32,27.379,72.621,46.024,53.976,41.23,224,0.875,bilinear,-50.991,-48.002,+23
gluon_resnet50_v1s,27.328,72.672,45.257,54.743,25.68,224,0.875,bicubic,-51.184,-48.969,+9
res2net50_26w_8s,27.308,72.692,44.835,55.165,48.40,224,0.875,bilinear,-51.532,-49.421,-5
densenet201,27.279,72.721,46.210,53.790,20.01,224,0.875,bicubic,-49.825,-47.054,+72
densenetblur121d,27.250,72.751,46.319,53.681,8.00,224,0.875,bicubic,-49.070,-46.749,+96
regnety_064,27.226,72.774,44.856,55.144,30.58,224,0.875,bicubic,-52.454,-49.880,-54
tf_efficientnetv2_b2,27.181,72.819,44.556,55.444,10.10,260,0.890,bicubic,-52.961,-50.088,-82
efficientnet_b1_pruned,27.173,72.827,45.874,54.126,6.33,240,0.882,bicubic,-50.969,-48.184,+25
resnet33ts,27.141,72.859,45.346,54.654,19.68,256,0.900,bicubic,-51.923,-49.114,-21
resnetrs50,27.116,72.884,45.051,54.949,35.69,224,0.910,bicubic,-52.718,-50.033,-68
rexnet_130,27.114,72.886,45.951,54.049,7.56,224,0.875,bicubic,-52.326,-48.693,-47
dla102x,27.059,72.941,45.507,54.493,26.31,224,0.875,bilinear,-51.383,-48.651,+5
resnet32ts,27.047,72.953,45.287,54.713,17.96,256,0.900,bicubic,-51.807,-48.997,-16
gmixer_24_224,27.016,72.984,44.375,55.625,24.72,224,0.875,bicubic,-50.928,-49.187,+29
tv_resnet101,26.974,73.026,45.236,54.764,44.55,224,0.875,bilinear,-50.216,-48.154,+58
resnext50d_32x4d,26.880,73.120,44.456,55.544,25.05,224,0.875,bicubic,-52.696,-50.246,-59
regnetx_120,26.866,73.134,44.666,55.334,46.11,224,0.875,bicubic,-52.630,-50.008,-57
rexnet_100,26.864,73.136,45.379,54.621,4.80,224,0.875,bicubic,-50.774,-48.367,+37
densenet169,26.841,73.159,45.414,54.586,14.15,224,0.875,bicubic,-48.665,-47.105,+95
regnety_120,26.811,73.189,44.489,55.511,51.82,224,0.875,bicubic,-53.527,-50.419,-111
regnetx_064,26.805,73.195,44.945,55.055,26.21,224,0.875,bicubic,-52.121,-49.533,-26
legacy_seresnext101_32x4d,26.797,73.203,43.497,56.503,48.96,224,0.875,bilinear,-53.362,-51.577,-99
regnetx_032,26.721,73.279,45.255,54.745,15.30,224,0.875,bicubic,-51.307,-48.703,+15
legacy_seresnet152,26.674,73.326,43.951,56.049,66.82,224,0.875,bilinear,-51.810,-50.303,-12
densenet121,26.670,73.330,45.892,54.108,7.98,224,0.875,bicubic,-48.782,-46.714,+93
efficientnet_es,26.621,73.379,45.126,54.874,5.44,224,0.875,bicubic,-51.357,-48.616,+16
res2net50_26w_6s,26.595,73.405,44.006,55.994,37.05,224,0.875,bilinear,-51.867,-50.202,-12
repvgg_b1g4,26.583,73.417,45.084,54.916,39.97,224,0.875,bilinear,-50.899,-48.664,+35
dla60x,26.564,73.436,45.049,54.951,17.35,224,0.875,bilinear,-51.570,-48.807,+5
regnety_080,26.540,73.460,44.375,55.625,39.18,224,0.875,bicubic,-53.294,-50.337,-89
coat_lite_tiny,26.530,73.470,44.642,55.358,5.72,224,0.900,bicubic,-50.822,-48.994,+37
tf_efficientnet_b0,26.483,73.517,45.654,54.346,5.29,224,0.875,bicubic,-50.171,-47.518,+60
mobilenetv3_large_100_miil,26.469,73.531,44.493,55.507,5.48,224,0.875,bilinear,-51.379,-49.295,+17
res2net50_14w_8s,26.467,73.533,44.379,55.621,25.06,224,0.875,bilinear,-51.519,-49.469,+6
gluon_resnet50_v1b,26.426,73.574,44.057,55.943,25.56,224,0.875,bicubic,-50.998,-49.429,+31
tf_efficientnet_el,26.349,73.650,44.188,55.812,10.59,300,0.904,bicubic,-53.869,-50.916,-116
lambda_resnet26t,26.340,73.660,44.428,55.572,10.96,256,0.940,bicubic,-52.680,-49.934,-46
levit_128,26.328,73.672,44.133,55.867,9.21,224,0.900,bicubic,-52.080,-50.043,-18
resmlp_12_distilled_224,26.318,73.682,44.902,55.098,15.35,224,0.875,bicubic,-51.542,-48.744,+10
resmlp_big_24_224,26.314,73.686,43.565,56.435,129.14,224,0.875,bicubic,-54.668,-51.707,-165
regnetx_040,26.245,73.755,44.458,55.542,22.12,224,0.875,bicubic,-52.197,-49.738,-23
crossvit_9_dagger_240,26.180,73.820,44.548,55.452,8.78,240,0.875,bicubic,-50.666,-48.682,+44
vit_small_patch32_224,26.178,73.822,45.118,54.882,22.88,224,0.900,bicubic,-49.505,-47.518,+67
dpn68,26.118,73.882,44.239,55.761,12.61,224,0.875,bicubic,-49.780,-48.785,+64
efficientnet_b1,26.065,73.935,44.084,55.916,7.79,256,1.000,bicubic,-52.597,-50.292,-39
eca_halonext26ts,26.053,73.947,44.021,55.979,10.76,256,0.940,bicubic,-52.645,-50.311,-42
lambda_resnet26rpt_256,26.019,73.981,44.222,55.778,10.99,256,0.940,bicubic,-52.785,-50.124,-47
hrnet_w18,25.992,74.008,44.813,55.187,21.30,224,0.875,bilinear,-50.598,-48.399,+47
hardcorenas_f,25.956,74.043,44.224,55.776,8.20,224,0.875,bilinear,-52.027,-49.608,-8
regnety_040,25.929,74.071,43.850,56.150,20.65,224,0.875,bicubic,-53.179,-50.738,-65
resnet34,25.894,74.106,43.990,56.010,21.80,224,0.875,bilinear,-48.898,-48.138,+78
resnet26t,25.876,74.124,44.000,56.000,16.01,256,0.940,bicubic,-51.942,-50.034,0
res2net50_26w_4s,25.870,74.130,43.180,56.820,25.70,224,0.875,bilinear,-52.002,-50.654,-7
tresnet_m_448,25.864,74.136,42.888,57.112,31.39,448,0.875,bilinear,-55.850,-52.682,-215
coat_tiny,25.862,74.138,43.275,56.725,5.50,224,0.900,bicubic,-52.460,-50.769,-30
hardcorenas_c,25.837,74.163,44.758,55.242,5.52,224,0.875,bilinear,-51.083,-48.562,+28
gluon_resnet50_v1c,25.788,74.213,43.039,56.961,25.58,224,0.875,bicubic,-52.120,-50.617,-12
halonet26t,25.750,74.250,43.239,56.761,12.48,256,0.950,bicubic,-53.298,-51.157,-68
selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.134,-49.658,-12
dla60_res2net,25.674,74.326,43.603,56.397,20.85,224,0.875,bilinear,-52.710,-50.661,-39
hardcorenas_e,25.664,74.336,43.426,56.574,8.07,224,0.875,bilinear,-51.914,-50.314,-2
dla60_res2next,25.636,74.364,43.675,56.325,17.03,224,0.875,bilinear,-52.740,-50.641,-39
ecaresnet26t,25.546,74.454,43.681,56.319,16.01,320,0.950,bicubic,-54.254,-50.933,-118
resmlp_12_224,25.532,74.468,44.349,55.651,15.35,224,0.875,bicubic,-50.984,-48.651,+34
tf_efficientnet_lite1,25.530,74.470,43.597,56.403,5.42,240,0.882,bicubic,-51.000,-49.155,+32
mixnet_l,25.520,74.480,43.483,56.517,7.33,224,0.875,bicubic,-53.316,-50.711,-67
bat_resnext26ts,25.471,74.529,43.235,56.765,10.73,256,0.900,bicubic,-52.679,-50.851,-35
tv_resnext50_32x4d,25.469,74.531,42.817,57.183,25.03,224,0.875,bilinear,-52.045,-51.099,-6
botnet26t_256,25.453,74.547,42.656,57.344,12.49,256,0.950,bicubic,-53.761,-51.916,-202
tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.128,-51.588,-60
repvgg_a2,25.436,74.564,43.980,56.020,28.21,224,0.875,bilinear,-50.558,-49.296,+35
hardcorenas_b,25.410,74.590,44.200,55.800,5.18,224,0.875,bilinear,-50.742,-48.678,+32
res2next50,25.402,74.598,42.516,57.484,24.67,224,0.875,bilinear,-52.702,-51.278,-37
resnetv2_50x1_bitm,25.345,74.655,45.352,54.648,25.55,448,1.000,bilinear,-54.957,-50.066,-161
dla102,25.328,74.672,43.819,56.181,33.27,224,0.875,bilinear,-52.584,-49.085,-30
legacy_seresnet101,25.324,74.676,42.823,57.177,49.33,224,0.875,bilinear,-52.926,-51.013,-48
hardcorenas_d,25.322,74.678,43.159,56.841,7.50,224,0.875,bilinear,-51.952,-50.263,-4
selecsls60b,25.314,74.686,43.575,56.425,32.77,224,0.875,bicubic,-52.948,-50.525,-51
resnest14d,25.294,74.706,44.092,55.908,10.61,224,0.875,bilinear,-49.972,-48.442,+42
legacy_seresnext50_32x4d,25.226,74.775,41.968,58.032,27.56,224,0.875,bilinear,-53.755,-52.316,-86
mixer_b16_224,25.143,74.857,41.223,58.777,59.88,224,0.875,bicubic,-51.337,-51.797,+19
res2net50_48w_2s,25.029,74.971,42.215,57.785,25.29,224,0.875,bilinear,-52.339,-51.345,-14
efficientnet_b0,25.019,74.981,42.801,57.199,5.29,224,0.875,bicubic,-52.557,-50.921,-22
dla60,24.929,75.071,43.310,56.690,22.04,224,0.875,bilinear,-51.977,-49.824,+2
gluon_resnet34_v1b,24.929,75.071,42.249,57.751,21.80,224,0.875,bicubic,-49.055,-49.211,+55
mobilenetv2_120d,24.925,75.075,43.053,56.947,5.83,224,0.875,bicubic,-52.169,-50.258,-8
eca_botnext26ts_256,24.864,75.136,42.944,57.056,10.59,256,0.950,bicubic,-54.352,-51.478,-204
regnety_016,24.815,75.185,42.628,57.372,11.20,224,0.875,bicubic,-52.985,-51.068,-33
xcit_nano_12_p8_224_dist,24.807,75.193,43.088,56.912,3.05,224,1.000,bicubic,-51.165,-50.184,+19
seresnext26ts,24.693,75.307,43.102,56.898,10.39,256,0.900,bicubic,-52.917,-50.582,-32
eca_resnext26ts,24.660,75.340,42.872,57.128,10.30,256,0.900,bicubic,-52.626,-50.640,-18
tf_efficientnet_lite2,24.530,75.470,42.251,57.749,6.09,260,0.890,bicubic,-52.790,-51.071,-21
regnetx_016,24.502,75.498,42.514,57.486,9.19,224,0.875,bicubic,-52.270,-50.616,-3
skresnet18,24.485,75.515,42.545,57.455,11.96,224,0.875,bicubic,-47.847,-48.141,+64
tf_efficientnet_lite0,24.400,75.600,42.490,57.510,4.65,224,0.875,bicubic,-50.130,-49.609,+40
pit_ti_distilled_224,24.400,75.600,42.734,57.266,5.10,224,0.900,bicubic,-49.582,-49.236,+47
hardcorenas_a,24.363,75.637,43.292,56.708,5.26,224,0.875,bilinear,-51.147,-49.316,+18
tv_resnet50,24.080,75.920,41.325,58.675,25.56,224,0.875,bilinear,-51.694,-51.215,+13
levit_128s,24.068,75.932,41.017,58.983,7.78,224,0.900,bicubic,-52.226,-51.945,+5
legacy_seresnet34,24.035,75.965,41.901,58.099,21.96,224,0.875,bilinear,-50.489,-49.995,+37
xcit_nano_12_p16_384_dist,24.027,75.973,42.308,57.692,3.05,384,1.000,bicubic,-51.093,-50.066,+23
xcit_nano_12_p8_384_dist,23.966,76.034,41.956,58.044,3.05,384,1.000,bicubic,-53.620,-51.648,-42
gcresnext26ts,23.952,76.048,41.364,58.636,10.48,256,0.900,bicubic,-53.642,-52.477,-44
resnet18d,23.936,76.064,42.300,57.700,11.71,224,0.875,bicubic,-47.648,-48.090,+62
efficientnet_lite0,23.925,76.075,42.097,57.903,4.65,224,0.875,bicubic,-51.227,-50.317,+18
resnext26ts,23.889,76.111,41.123,58.877,10.30,256,0.900,bicubic,-52.701,-52.069,-10
efficientnet_es_pruned,23.854,76.146,42.003,57.997,5.44,224,0.875,bicubic,-50.738,-49.993,+28
tv_densenet121,23.826,76.174,41.921,58.079,7.98,224,0.875,bicubic,-50.408,-49.933,+30
mobilenetv2_140,23.701,76.299,41.494,58.506,6.11,224,0.875,bicubic,-52.293,-51.298,-3
dla34,23.699,76.301,41.547,58.453,15.74,224,0.875,bilinear,-50.313,-50.219,+30
mixnet_m,23.697,76.303,41.158,58.842,5.01,224,0.875,bicubic,-53.353,-52.014,-31
legacy_seresnet50,23.646,76.354,40.107,59.893,28.09,224,0.875,bilinear,-53.888,-53.451,-49
ese_vovnet19b_dw,23.545,76.455,41.276,58.724,6.54,224,0.875,bicubic,-53.077,-50.952,-18
tf_mixnet_m,23.500,76.500,40.991,59.009,5.01,224,0.875,bicubic,-53.324,-52.289,-25
tv_resnet34,23.490,76.510,41.398,58.602,21.80,224,0.875,bilinear,-49.122,-50.022,+40
selecsls42b,23.404,76.596,40.659,59.341,32.46,224,0.875,bicubic,-53.630,-52.665,-35
tf_efficientnet_em,23.394,76.606,40.411,59.589,6.90,240,0.882,bicubic,-54.612,-53.577,-76
repvgg_b0,23.317,76.683,41.192,58.808,15.82,224,0.875,bilinear,-51.679,-51.248,+11
xcit_nano_12_p16_224_dist,23.249,76.751,41.388,58.612,3.05,224,1.000,bicubic,-48.485,-48.950,+46
mobilenetv2_110d,23.076,76.924,40.736,59.264,4.52,224,0.875,bicubic,-51.532,-51.322,+14
vit_base_patch32_sam_224,23.042,76.958,39.557,60.443,88.22,224,0.900,bicubic,-50.070,-52.163,+30
deit_tiny_distilled_patch16_224,22.712,77.288,40.773,59.227,5.91,224,0.900,bicubic,-51.200,-51.393,+21
mobilenetv3_large_100,22.647,77.353,40.781,59.219,5.48,224,0.875,bicubic,-52.857,-51.735,-6
mobilenetv3_rw,22.636,77.365,40.410,59.590,5.48,224,0.875,bicubic,-52.818,-52.443,-5
tf_mobilenetv3_large_100,22.563,77.437,39.747,60.253,5.48,224,0.875,bilinear,-52.729,-52.827,-4
tf_efficientnet_es,22.427,77.573,39.095,60.905,5.44,224,0.875,bicubic,-53.903,-53.991,-24
xcit_nano_12_p8_224,22.396,77.604,40.675,59.325,3.05,224,1.000,bicubic,-50.908,-50.747,+22
hrnet_w18_small_v2,22.357,77.644,39.899,60.101,15.60,224,0.875,bilinear,-52.389,-52.255,+4
convit_tiny,22.256,77.744,39.684,60.316,5.71,224,0.875,bicubic,-50.132,-51.202,+28
regnety_008,22.121,77.879,38.918,61.082,6.26,224,0.875,bicubic,-53.791,-53.596,-21
seresnext26t_32x4d,22.009,77.991,38.501,61.499,16.81,224,0.875,bicubic,-55.851,-55.375,-81
regnety_006,21.983,78.017,38.963,61.037,6.06,224,0.875,bicubic,-53.069,-53.225,-4
regnetx_008,21.963,78.037,38.936,61.064,7.26,224,0.875,bicubic,-52.711,-53.162,0
vit_tiny_r_s16_p8_384,21.942,78.058,39.439,60.561,6.36,384,1.000,bicubic,-53.626,-53.213,-20
resnet26d,21.930,78.070,38.639,61.361,16.01,224,0.875,bicubic,-54.608,-54.225,-37
semnasnet_100,21.903,78.097,38.604,61.396,3.89,224,0.875,bicubic,-53.203,-53.808,-10
pit_ti_224,21.869,78.131,39.537,60.463,4.85,224,0.900,bicubic,-50.399,-51.147,+23
regnetx_006,21.739,78.260,38.932,61.068,6.20,224,0.875,bicubic,-51.542,-52.826,+12
vit_tiny_patch16_384,21.728,78.272,39.335,60.665,5.79,384,1.000,bicubic,-56.650,-54.769,-115
crossvit_9_240,21.706,78.294,39.268,60.732,8.55,240,0.875,bicubic,-51.638,-52.654,+8
vgg19_bn,21.635,78.365,39.280,60.720,143.68,224,0.875,bilinear,-52.211,-52.402,+3
ghostnet_100,21.625,78.374,38.714,61.286,5.18,224,0.875,bilinear,-51.734,-52.778,+5
gluon_resnet18_v1b,21.547,78.453,38.895,61.105,11.69,224,0.875,bicubic,-47.501,-49.741,+31
fbnetc_100,21.508,78.492,38.146,61.854,5.57,224,0.875,bilinear,-53.324,-54.030,-14
xcit_nano_12_p16_224,21.437,78.563,39.804,60.196,3.05,224,1.000,bicubic,-46.475,-48.614,+32
mnasnet_100,21.368,78.632,37.719,62.281,4.38,224,0.875,bicubic,-52.710,-54.101,-7
ssl_resnet18,21.297,78.703,39.132,60.868,11.69,224,0.875,bilinear,-50.955,-51.504,+14
resnet26,21.290,78.710,38.040,61.960,16.00,224,0.875,bicubic,-53.766,-54.308,-21
seresnext26d_32x4d,21.285,78.715,37.332,62.668,16.81,224,0.875,bicubic,-56.178,-56.144,-83
mixnet_s,21.268,78.732,38.209,61.791,4.13,224,0.875,bicubic,-54.350,-54.503,-37
legacy_seresnext26_32x4d,21.075,78.925,37.629,62.371,16.79,224,0.875,bicubic,-55.869,-55.729,-66
crossvit_tiny_240,21.054,78.946,38.071,61.929,7.01,240,0.875,bicubic,-51.868,-53.339,+2
regnetx_004,20.908,79.092,37.568,62.432,5.16,224,0.875,bicubic,-51.252,-53.544,+9
spnasnet_100,20.853,79.147,37.912,62.088,4.42,224,0.875,bilinear,-52.847,-53.096,-9
legacy_seresnet18,20.800,79.200,37.619,62.381,11.78,224,0.875,bicubic,-49.172,-52.139,+16
mobilenetv2_100,20.775,79.225,37.774,62.226,3.50,224,0.875,bicubic,-51.537,-53.078,+3
tf_mixnet_s,20.470,79.530,36.639,63.361,4.13,224,0.875,bicubic,-54.998,-56.037,-39
vit_tiny_patch16_224,20.452,79.548,37.625,62.375,5.72,224,0.900,bicubic,-54.660,-54.651,-33
regnety_004,20.423,79.577,37.022,62.978,4.34,224,0.875,bicubic,-53.027,-54.318,-13
hrnet_w18_small,20.366,79.634,37.100,62.900,13.19,224,0.875,bilinear,-51.432,-53.724,+4
tf_mobilenetv3_large_075,20.362,79.638,36.770,63.230,3.99,224,0.875,bilinear,-52.660,-54.400,-9
resnet18,20.238,79.762,37.260,62.740,11.69,224,0.875,bilinear,-45.482,-48.876,+17
mixer_l16_224,20.160,79.840,32.950,67.050,208.20,224,0.875,bicubic,-50.202,-56.856,+6
deit_tiny_patch16_224,20.142,79.858,37.578,62.422,5.72,224,0.900,bicubic,-50.692,-52.182,+4
tf_mobilenetv3_large_minimal_100,20.120,79.880,36.902,63.098,3.92,224,0.875,bilinear,-51.444,-53.472,+2
vgg16_bn,19.969,80.031,36.310,63.690,138.37,224,0.875,bilinear,-52.983,-54.692,-13
vit_tiny_r_s16_p8_224,19.342,80.658,36.061,63.939,6.34,224,0.900,bicubic,-50.940,-53.483,+3
vgg19,17.929,82.071,33.060,66.940,143.67,224,0.875,bilinear,-54.137,-54.594,-5
vgg13_bn,17.821,82.179,34.047,65.953,133.05,224,0.875,bilinear,-51.919,-55.039,+4
vgg16,17.540,82.460,32.767,67.233,138.36,224,0.875,bilinear,-52.398,-56.491,+2
regnety_002,17.454,82.546,32.453,67.547,3.16,224,0.875,bicubic,-50.472,-55.223,+5
vgg11_bn,17.409,82.591,33.039,66.961,132.87,224,0.875,bilinear,-51.341,-55.521,+3
regnetx_002,16.962,83.038,32.237,67.763,2.68,224,0.875,bicubic,-45.946,-52.009,+8
dla60x_c,16.320,83.680,31.773,68.227,1.32,224,0.875,bilinear,-65.200,-63.485,+9
tf_mobilenetv3_small_100,16.224,83.776,31.241,68.760,2.54,224,0.875,bilinear,-65.325,-64.072,+7
vgg13,16.116,83.885,30.987,69.013,133.05,224,0.875,bilinear,-49.861,-56.001,+2
vgg11,15.728,84.272,30.464,69.536,132.86,224,0.875,bilinear,-49.142,-55.830,+3
tf_mobilenetv3_small_075,14.942,85.058,29.594,70.406,2.04,224,0.875,bilinear,-66.224,-65.502,+7
dla46_c,14.677,85.323,29.372,70.628,1.30,224,0.875,bilinear,-64.597,-65.234,+7
dla46x_c,14.382,85.618,29.197,70.803,1.07,224,0.875,bilinear,-67.040,-65.859,+4
tf_mobilenetv3_small_minimal_100,13.983,86.017,27.992,72.008,2.04,224,0.875,bilinear,-65.277,-66.542,+6

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation top1_diff top5_diff rank_diff
10 ig_resnext101_32x8d 54.937 45.063 77.539 22.461 88.79 224 0.875 bilinear -27.773 -19.101 +124
11 swsl_resnext101_32x4d 53.585 46.415 76.374 23.626 44.18 224 0.875 bilinear -29.641 -20.394 +106
12 vit_large_patch16_384 52.762 47.238 74.725 25.275 304.72 384 1.000 bicubic -34.330 -23.581 -4
13 vit_large_r50_s32_384 52.049 47.951 73.540 26.459 329.09 384 1.000 bicubic -34.131 -24.383 -24.384 +4
14 vit_large_patch16_224 51.842 48.158 73.721 26.279 304.33 224 0.900 bicubic -33.996 -24.105 +9
15 tf_efficientnet_l2_ns_475 51.435 48.565 73.845 26.155 480.31 475 0.936 bicubic -36.803 -24.705 -10
16 swsl_resnext50_32x4d 50.408 49.592 73.348 26.652 25.03 224 0.875 bilinear -31.758 -22.886 +148
17 swin_large_patch4_window12_384 50.357 49.643 72.546 27.454 196.74 384 1.000 bicubic -36.793 -25.692 -10
18 swsl_resnet50 49.506 50.494 72.356 27.645 25.56 224 0.875 bilinear -31.640 -31.536 -23.622 -22.844 +186 +189
19 swin_large_patch4_window7_224 48.989 51.011 71.377 28.623 196.53 224 0.900 bicubic -37.327 -26.513 -4
20 beit_base_patch16_384 48.682 51.318 72.073 27.927 86.74 384 1.000 bicubic -38.126 -26.067 -10
21 swin_base_patch4_window12_384 48.529 51.471 71.809 28.191 87.90 384 1.000 bicubic -37.907 -26.257 -8
22 vit_large_r50_s32_224 48.215 51.785 70.870 29.130 328.99 224 0.900 bicubic -36.225 -26.100 -26.284 +44 +45
23 tf_efficientnetv2_xl_in21ft1k 47.745 52.255 70.131 29.869 208.12 512 1.000 bicubic -38.659 -27.737 -9
24 tf_efficientnet_b6_ns 47.725 52.275 69.925 30.075 43.04 528 0.942 bicubic -38.721 -27.955 -12
25 tf_efficientnet_b7_ns 47.725 52.275 69.603 30.398 66.35 600 0.949 bicubic -39.105 -28.481 -16
30 tf_efficientnet_b8_ap 45.768 54.232 67.915 32.086 87.41 672 0.954 bicubic -39.606 -29.383 +7
31 tf_efficientnet_b5_ns 45.599 54.401 67.820 32.180 30.39 456 0.934 bicubic -40.477 -29.932 -12
32 swin_base_patch4_window7_224 45.589 54.411 68.512 31.488 87.77 224 0.900 bicubic -39.679 -29.046 +7
33 tf_efficientnetv2_m_in21ft1k 45.574 54.426 69.148 30.852 54.14 480 1.000 bicubic -40.024 -28.604 -28.603 -5
34 cait_m48_448 44.249 55.751 64.668 35.332 356.46 448 1.000 bicubic -42.245 -33.082 -23
35 vit_base_r50_s16_384 43.522 56.478 66.796 33.204 98.95 384 1.000 bicubic -41.462 -30.502 +17
36 tf_efficientnet_b4_ns 43.438 56.562 65.474 34.526 19.34 380 0.922 bicubic -41.712 -31.996 +5
37 vit_base_patch16_224 43.247 56.753 65.710 34.290 86.57 224 0.900 bicubic -41.293 -31.596 +26
38 xcit_large_24_p8_384_dist 42.828 57.172 63.426 36.574 188.93 384 1.000 bicubic -43.168 -43.167 -34.262 -16
39 xcit_large_24_p8_224_dist 42.575 57.425 63.106 36.894 188.93 224 1.000 bicubic -42.825 -34.310 -3
40 tf_efficientnet_b8 42.494 57.506 64.873 35.127 87.41 672 0.954 bicubic -42.856 -32.519 -2
41 cait_m36_384 42.398 57.602 63.340 36.660 271.22 384 1.000 bicubic -43.658 -34.390 -21
64 xcit_small_24_p8_224_dist 39.309 60.691 59.404 40.596 47.63 224 1.000 bicubic -45.567 -37.794 -8
65 xcit_medium_24_p16_224_dist 39.272 60.728 59.473 40.527 84.40 224 1.000 bicubic -45.006 -37.469 +8
66 efficientnet_b4 39.136 60.864 59.628 40.372 19.34 384 1.000 bicubic -44.294 -36.966 +42
67 xcit_small_24_p8_384_dist 39.001 60.999 59.196 40.804 47.63 384 1.000 bicubic -46.565 -38.381 -38.380 -38
68 resnetv2_152x2_bit_teacher_384 38.987 61.013 62.495 37.505 236.34 384 1.000 bicubic -44.857 -34.623 +26
69 vit_base_patch32_384 38.810 61.190 60.351 39.649 88.30 384 1.000 bicubic -44.536 -36.493 +44
70 eca_nfnet_l2 38.661 61.339 59.451 40.549 56.72 384 1.000 bicubic -46.059 -37.807 -11
90 resmlp_big_24_224_in22ft1k 37.244 62.756 58.203 41.797 129.14 224 0.875 bicubic -47.180 -38.913 -21
91 vit_small_r26_s32_224 37.244 62.756 59.052 40.948 36.43 224 0.900 bicubic -44.594 -36.974 +83
92 cait_s24_224 37.150 62.850 56.725 43.275 46.92 224 1.000 bicubic -46.312 -39.841 +15
93 vit_base_patch32_224 37.100 62.900 59.284 40.716 88.22 224 0.900 bicubic -43.632 -43.526 -36.282 -35.718 +132 +135
94 tf_efficientnet_b3_ap 37.061 62.939 57.242 42.758 12.23 300 0.904 bicubic -44.761 -38.378 +81
95 efficientnetv2_rw_s 37.057 62.943 56.831 43.169 23.94 384 1.000 bicubic -46.773 -39.891 -39.890 0
96 xcit_small_12_p16_224_dist 36.973 63.027 56.745 43.255 26.25 224 1.000 bicubic -46.377 -39.677 +16
97 seresnet152d 36.804 63.196 56.731 43.269 66.84 320 1.000 bicubic -47.558 -40.311 -26
98 resnetrs200 36.664 63.336 56.837 43.163 93.21 320 1.000 bicubic -47.394 -40.037 -16
101 cait_xs24_384 36.411 63.589 56.938 43.062 26.67 384 1.000 bicubic -47.643 -39.948 -18
102 deit_base_distilled_patch16_224 36.411 63.589 56.623 43.377 87.34 224 0.900 bicubic -46.977 -39.867 +7
103 resnetv2_101x3_bitm 36.391 63.609 59.068 40.932 387.93 448 1.000 bilinear -48.039 -38.304 -35
104 resnetrs270 36.346 63.654 56.572 43.428 129.86 352 1.000 bicubic -48.094 -40.582 -40.398 -37 -38
105 mixer_b16_224_miil 36.271 63.729 55.971 44.029 59.88 224 0.875 bilinear -46.031 -39.743 +51
106 tresnet_m 36.271 63.729 55.802 44.198 31.39 224 0.875 bilinear -46.805 -40.324 +16
107 tf_efficientnet_b2_ns 36.139 63.861 57.515 42.485 9.11 260 0.890 bicubic -46.251 -38.725 +42
108 ecaresnet101d 36.014 63.986 56.199 43.801 44.57 224 0.875 bicubic -46.158 -39.855 +55
109 dm_nfnet_f2 35.990 64.010 55.495 44.505 193.78 352 0.920 bicubic -49.056 -41.743 -62
110 resnest200e 35.939 64.061 55.873 44.127 70.20 320 0.909 bicubic -47.909 -41.017 -18
111 swsl_resnet18 35.852 64.147 58.462 41.538 11.69 224 0.875 bilinear -37.429 -36.538 -33.295 -32.355 +376 +380
112 eca_nfnet_l1 35.835 64.165 55.965 44.035 41.41 320 1.000 bicubic -48.197 -41.067 -25
113 xcit_small_24_p8_224 35.542 64.458 54.774 45.226 47.63 224 1.000 bicubic -48.304 -41.858 -20
114 vit_small_patch16_384 35.515 64.485 57.549 42.451 22.20 384 1.000 bicubic -48.279 -39.559 -16
119 convit_base 35.318 64.682 54.943 45.057 86.54 224 0.875 bicubic -46.974 -40.991 +39
120 xcit_tiny_24_p8_224_dist 35.253 64.747 55.287 44.713 12.11 224 1.000 bicubic -47.323 -40.893 +20
121 twins_svt_large 35.108 64.892 54.729 45.271 99.27 224 0.900 bicubic -48.576 -41.881 -18
122 repvgg_b3g4 35.069 64.931 54.772 45.228 83.83 224 0.875 bilinear -45.150 -45.076 -40.332 -40.200 +136 +139
123 repvgg_b3 35.041 64.959 54.562 45.438 123.09 224 0.875 bilinear -45.475 -45.421 -40.702 -40.646 +111 +114
124 dm_nfnet_f1 34.990 65.010 54.108 45.892 132.63 320 0.910 bicubic -49.634 -42.988 -62
125 xcit_tiny_24_p8_384_dist 34.925 65.075 55.153 44.847 12.11 384 1.000 bicubic -48.839 -41.551 -26
126 resnet101d 34.870 65.130 54.216 45.784 44.57 320 1.000 bicubic -48.154 -42.240 -1
127 resmlp_big_24_distilled_224 34.780 65.220 54.641 45.359 129.14 224 0.875 bicubic -48.816 -42.016 -22
128 vit_large_patch32_384 34.693 65.307 55.723 44.277 306.63 384 1.000 bicubic -46.813 -46.791 -40.363 -39.897 +56 +58
129 dm_nfnet_f0 34.630 65.370 54.676 45.324 71.49 256 0.900 bicubic -48.754 -41.904 -19
130 ssl_resnext101_32x16d 34.593 65.407 55.949 44.051 194.03 224 0.875 bilinear -47.251 -40.141 +43
131 resnetv2_101 34.587 65.413 53.155 46.845 44.54 224 0.950 bicubic -47.445 -42.709 +36
132 repvgg_b2g4 34.581 65.419 54.809 45.191 61.76 224 0.875 bilinear -44.799 -44.731 -39.885 -39.713 +172 +175
133 resnetrs152 34.377 65.623 53.568 46.432 86.62 320 1.000 bicubic -49.333 -43.042 -32
134 resnest50d_4s2x40d 34.367 65.633 54.731 45.269 30.42 224 0.875 bicubic -46.753 -46.665 -40.829 -40.291 +71 +74
135 crossvit_18_dagger_408 34.245 65.755 53.086 46.914 44.61 408 1.000 bicubic -49.939 -43.736 -57
136 xcit_medium_24_p16_224 34.218 65.782 53.184 46.816 84.40 224 1.000 bicubic -48.408 -42.792 0
137 efficientnetv2_rw_t 34.153 65.847 53.151 46.849 13.65 288 1.000 bicubic -48.185 -43.043 +15
138 tf_efficientnet_b1_ns 34.114 65.886 55.460 44.540 7.79 240 0.882 bicubic -47.270 -47.212 -40.278 -40.046 +54 +57
139 twins_pcpvt_large 34.090 65.910 54.128 45.872 60.99 224 0.900 bicubic -49.048 -42.480 -21
140 tf_efficientnet_b4 34.064 65.936 54.202 45.798 19.34 380 0.922 bicubic -48.966 -42.096 -16
141 ssl_resnext101_32x8d 34.060 65.940 55.603 44.397 88.79 224 0.875 bilinear -47.540 -40.443 +39
142 tf_efficientnet_b6 34.043 65.957 54.562 45.438 43.04 528 0.942 bicubic -50.069 -42.326 -61
143 efficientnet_b3_pruned 34.017 65.983 54.124 45.876 9.86 300 0.904 bicubic -46.841 -46.715 -41.116 -41.442 +78 +81
144 nfnet_l0 34.011 65.989 54.383 45.617 35.07 288 1.000 bicubic -48.741 -42.133 -13
145 xcit_small_24_p16_224 34.009 65.991 53.294 46.706 47.67 224 1.000 bicubic -48.569 -42.706 -6
146 regnety_160 33.978 66.022 53.558 46.442 83.59 288 1.000 bicubic -49.724 -43.224 -44
150 resnetv2_50x3_bitm 33.695 66.305 55.922 44.078 217.32 448 1.000 bilinear -50.289 -41.208 -62
151 resnet51q 33.585 66.415 53.029 46.971 35.70 288 1.000 bilinear -48.783 -43.147 -1
152 xcit_tiny_24_p16_384_dist 33.530 66.470 52.776 47.224 12.12 384 1.000 bicubic -49.038 -43.518 -11
153 convmixer_1536_20 33.447 66.553 53.041 46.959 51.63 224 0.960 bicubic -47.929 -47.859 -42.569 -42.495 +40 +43
154 regnety_032 33.406 66.594 52.803 47.197 19.44 288 1.000 bicubic -49.316 -43.629 -22
155 crossvit_18_240 33.398 66.602 52.257 47.743 43.27 240 0.875 bicubic -48.996 -43.805 -8
156 gernet_l 33.380 66.620 51.919 48.081 31.08 256 0.875 bilinear -47.966 -47.901 -43.617 -43.475 +39 +41
157 crossvit_15_dagger_408 33.331 66.669 52.224 47.776 28.50 408 1.000 bicubic -50.495 -44.562 -61
158 crossvit_18_dagger_240 33.282 66.718 52.210 47.790 44.27 240 0.875 bicubic -49.224 -43.862 -14
159 tresnet_xl 33.274 66.726 52.308 47.692 78.44 224 0.875 bilinear -48.784 -43.624 +7
160 jx_nest_base 33.219 66.781 51.823 48.177 67.72 224 0.875 bicubic -50.335 -44.541 -54
161 resnest50d_1s4x24d 33.157 66.844 52.852 47.148 25.68 224 0.875 bicubic -47.843 -47.788 -42.474 -42.562 +51 +54
162 resnet61q 33.123 66.877 51.756 48.244 36.85 288 1.000 bicubic -49.399 -44.378 -20
163 jx_nest_small 33.046 66.954 51.062 48.938 38.35 224 0.875 bicubic -50.072 -45.270 -43
164 crossvit_base_240 33.041 66.960 51.384 48.616 105.03 240 0.875 bicubic -49.166 -44.444 -3
165 twins_pcpvt_base 33.031 66.969 52.491 47.509 43.83 224 0.900 bicubic -49.681 -43.857 -32
166 xcit_tiny_24_p16_224_dist 33.013 66.987 52.068 47.932 12.12 224 1.000 bicubic -47.449 -47.391 -43.140 -42.956 +72 +75
167 rexnet_200 32.984 67.016 52.945 47.055 16.37 224 0.875 bicubic -48.642 -42.727 +12
168 resnest50d 32.974 67.026 52.715 47.285 27.48 224 0.875 bilinear -47.988 -47.948 -42.663 -43.015 +46 +49
169 convit_small 32.928 67.072 52.098 47.902 27.78 224 0.875 bicubic -48.483 -48.456 -43.648 -43.640 +20 +23
170 tf_efficientnetv2_s 32.909 67.091 51.760 48.240 21.46 384 1.000 bicubic -50.989 -44.938 -80
171 crossvit_15_dagger_240 32.895 67.105 51.768 48.232 28.21 240 0.875 bicubic -49.415 -44.194 -17
172 vit_small_patch16_224 32.877 67.123 53.949 46.051 22.05 224 0.900 bicubic -48.509 -48.469 -42.181 -41.587 +19 +22
173 pnasnet5large 32.848 67.152 50.518 49.482 86.06 331 0.911 bicubic -49.950 -45.516 -43
174 twins_svt_base 32.838 67.162 51.559 48.441 56.07 224 0.900 bicubic -50.286 -44.869 -55
175 tf_efficientnet_b3 32.834 67.166 52.955 47.045 12.23 300 0.904 bicubic -48.812 -42.765 +3
176 regnetz_c 32.809 67.191 53.756 46.244 13.46 320 0.940 bicubic -49.707 -42.604 -33
177 nasnetalarge 32.773 67.227 50.150 49.850 88.75 331 0.911 bicubic -49.863 -45.900 -42
178 gernet_m 32.754 67.246 51.917 48.083 21.14 224 0.875 bilinear -47.972 -47.866 -43.261 -43.391 +48 +51
179 gluon_resnet152_v1d 32.754 67.246 51.080 48.920 60.21 224 0.875 bicubic -47.722 -47.694 -44.122 -44.228 +57 +60
180 inception_resnet_v2 32.746 67.254 50.642 49.358 55.84 299 0.897 bicubic -47.702 -47.636 -44.666 -43.952 +60 +63
181 pit_b_224 32.710 67.290 49.832 50.168 73.76 224 0.900 bicubic -49.734 -45.880 -35
182 tf_efficientnet_b2_ap 32.669 67.331 52.249 47.751 9.11 260 0.890 bicubic -47.637 -47.579 -42.783 -42.777 +67 +70
183 cait_xxs36_384 32.569 67.431 52.218 47.782 17.37 384 1.000 bicubic -49.621 -43.942 -21
184 tresnet_l 32.561 67.439 51.147 48.853 55.99 224 0.875 bilinear -48.923 -48.873 -44.473 +2 +4
185 wide_resnet50_2 32.480 67.519 51.467 48.533 68.88 224 0.875 bicubic -48.970 -48.932 -44.051 -44.279 +2 +4
186 gmlp_s16_224 32.404 67.596 51.832 48.168 19.42 224 0.875 bicubic -47.238 -47.130 -42.790 -42.756 +107 +110
187 deit_base_patch16_224 32.367 67.633 51.031 48.969 86.57 224 0.900 bicubic -49.617 -44.711 -18
188 ens_adv_inception_resnet_v2 32.367 67.633 50.431 49.569 55.84 299 0.897 bicubic -47.612 -47.517 -44.505 -44.501 +82 +85
189 swin_small_patch4_window7_224 32.355 67.645 50.931 49.069 49.61 224 0.900 bicubic -50.871 -45.399 -73
190 gluon_resnet152_v1s 32.335 67.665 50.528 49.472 60.32 224 0.875 bicubic -48.685 -48.619 -44.894 -45.110 +21 +24
191 deit_small_distilled_patch16_224 32.290 67.710 52.109 47.891 22.44 224 0.900 bicubic -48.912 -48.830 -43.268 -43.451 +11 +13
192 xcit_tiny_24_p8_224 32.270 67.730 51.913 48.087 12.11 224 1.000 bicubic -49.624 -44.071 -20
193 gluon_seresnext101_64x4d 32.207 67.793 50.331 49.669 88.23 224 0.875 bicubic -48.663 -48.553 -44.975 -44.889 +27 +30
194 coat_lite_small 32.135 67.865 49.946 50.054 19.84 224 0.900 bicubic -50.167 -45.914 -39
195 gluon_seresnext101_32x4d 32.115 67.885 51.227 48.773 48.96 224 0.875 bicubic -48.761 -48.679 -44.065 -44.019 +24 +27
196 seresnext50_32x4d 32.001 67.999 51.245 48.755 27.56 224 0.875 bicubic -49.267 -49.201 -44.381 -44.133 +3 +5
197 deit_base_patch16_384 31.987 68.013 50.557 49.443 86.86 384 1.000 bicubic -51.119 -45.819 -76
198 xcit_tiny_12_p8_224_dist 31.952 68.048 51.434 48.566 6.71 224 1.000 bicubic -49.262 -49.194 -44.173 -44.544 +3 +5
199 levit_384 31.879 68.121 50.610 49.390 39.13 224 0.900 bicubic -50.713 -45.404 -61
200 resnetrs101 31.856 68.144 51.019 48.981 63.62 288 0.940 bicubic -50.438 -44.983 -43
201 cspresnext50 31.820 68.180 51.616 48.384 20.57 224 0.875 bilinear -48.232 -48.104 -43.334 -43.212 +66 +69
202 tnt_s_patch16_224 31.632 68.368 51.156 48.844 23.76 224 0.900 bicubic -49.882 -49.870 -44.588 -44.324 -19 -17
203 eca_nfnet_l0 31.614 68.386 51.606 48.394 24.14 288 1.000 bicubic -50.978 -44.880 -66
204 resnetv2_50x1_bit_distilled 31.610 68.390 51.304 48.696 25.55 224 0.875 bicubic -51.212 -45.220 -75
205 ssl_resnext101_32x4d 31.461 68.539 52.137 47.863 44.18 224 0.875 bilinear -49.461 -49.351 -43.593 -43.503 +13 +16
206 inception_v4 31.378 68.622 49.240 50.760 42.68 299 0.875 bicubic -48.766 -48.690 -45.732 -45.663 +56 +59
207 rexnet_150 31.374 68.626 51.294 48.706 9.73 224 0.875 bicubic -48.936 -48.908 -43.866 -43.868 +41 +44
208 pit_s_224 31.331 68.669 49.693 50.307 23.46 224 0.900 bicubic -49.769 -49.689 -45.642 -45.729 -1 +2
209 crossvit_15_240 31.313 68.687 50.192 49.808 27.53 240 0.875 bicubic -50.213 -50.201 -45.502 -45.552 -27 -26
210 cait_xxs36_224 31.276 68.724 50.616 49.384 17.30 224 1.000 bicubic -48.486 -48.426 -44.252 +75 +78
211 crossvit_small_240 31.274 68.726 50.201 49.799 26.86 240 0.875 bicubic -49.756 -49.688 -45.265 -45.177 -1 +2
212 cspresnet50 convmixer_768_32 31.254 68.746 51.235 50.958 48.765 49.042 21.62 21.11 256 224 0.887 0.960 bilinear bicubic -48.322 -48.832 -43.467 -44.034 +82 +52
213 convmixer_768_32 cspresnet50 31.254 68.746 50.958 51.235 49.042 48.765 21.11 21.62 224 256 0.960 0.887 bicubic bilinear -48.906 -48.220 -44.116 -43.485 +49 +85
214 coat_mini 31.213 68.787 49.793 50.207 10.34 224 0.900 bicubic -50.069 -50.001 -45.601 -45.813 -16 -14
215 xcit_tiny_12_p8_384_dist 31.166 68.834 50.524 49.476 6.71 384 1.000 bicubic -51.226 -45.694 -67
216 gluon_resnet101_v1s 31.152 68.848 49.828 50.172 44.67 224 0.875 bicubic -49.130 -49.090 -45.334 -44.934 +36 +39
217 ecaresnetlight 31.138 68.862 50.262 49.738 30.16 224 0.875 bicubic -49.316 -49.248 -44.990 -44.860 +22 +25
218 resmlp_36_distilled_224 31.091 68.909 49.694 50.306 44.69 224 0.875 bicubic -50.063 -50.009 -45.802 -45.640 -15 -12
219 ecaresnet50d 31.083 68.917 50.858 49.142 25.58 224 0.875 bicubic -49.537 -49.433 -44.450 -44.406 +11 +14
220 tf_efficientnet_cc_b0_8e 31.083 68.917 50.771 49.229 24.01 224 0.875 bicubic -46.825 -46.737 -42.885 -43.055 +163 +168
221 ecaresnet50t 31.066 68.934 50.596 49.404 25.57 320 0.950 bicubic -51.298 -45.546 -70
222 resnet50d 31.038 68.962 49.844 50.156 25.58 224 0.875 bicubic -49.500 -49.430 -45.316 -45.088 +11 +14
223 gluon_resnet152_v1c 31.017 68.984 48.940 51.060 60.21 224 0.875 bicubic -48.895 -48.854 -45.912 -46.030 +49 +52
224 cspdarknet53 31.015 68.985 50.414 49.586 27.64 256 0.887 bilinear -49.035 -48.897 -44.678 -44.438 +44 +47
225 gcresnet50t 31.015 68.985 50.131 49.869 25.90 256 0.900 bicubic -49.923 -49.843 -45.309 -45.109 -8 -5
226 gluon_resnext101_64x4d 31.003 68.997 48.559 51.441 83.46 224 0.875 bicubic -49.623 -49.535 -46.443 -46.601 +3 +6
227 twins_svt_small 31.001 68.999 49.237 50.763 24.06 224 0.900 bicubic -50.681 -46.441 -50
228 ecaresnet101d_pruned 30.908 69.092 50.017 49.983 24.88 224 0.875 bicubic -49.904 -49.818 -45.623 -45.161 -6 -3
229 resmlp_24_distilled_224 30.889 69.111 50.184 49.816 30.02 224 0.875 bicubic -49.871 -49.767 -45.036 -45.152 -5 -2
230 tf_efficientnet_cc_b1_8e 30.887 69.113 50.076 49.924 39.72 240 0.882 bicubic -48.439 -48.413 -44.292 -44.454 +76 +79
231 gluon_resnext101_32x4d 30.885 69.115 48.563 51.437 44.18 224 0.875 bicubic -49.453 -49.403 -46.345 -46.659 +16 +19
232 tf_efficientnetv2_b3 30.873 69.127 49.808 50.192 14.36 300 0.904 bicubic -51.081 -45.976 -61
233 tf_efficientnet_lite4 30.840 69.160 50.400 49.600 13.01 380 0.920 bilinear -50.700 -50.686 -45.260 -45.294 -52 -51
234 nf_resnet50 30.730 69.270 49.968 50.032 25.56 288 0.940 bicubic -49.926 -49.864 -45.368 -45.212 -6 -3
235 ese_vovnet39b 30.696 69.304 49.879 50.121 24.57 224 0.875 bicubic -48.608 -48.598 -44.845 -44.495 +74 +77
236 dpn107 30.671 69.329 48.828 51.172 86.92 224 0.875 bicubic -49.501 -49.425 -46.076 -46.146 +24 +27
237 xcit_tiny_24_p16_224 30.671 69.329 50.386 49.614 12.12 224 1.000 bicubic -48.781 -48.693 -44.502 -44.038 +64 +67
238 tresnet_xl_448 30.625 69.374 49.075 50.925 78.44 448 0.875 bilinear -52.430 -47.109 -115
239 gluon_resnet152_v1b 30.622 69.379 48.523 51.477 60.19 224 0.875 bicubic -49.059 -48.984 -46.213 -46.207 +51 +54
240 haloregnetz_b 30.614 69.386 48.999 51.001 11.68 224 0.940 bicubic -50.428 -50.386 -46.201 -46.327 -32 -29
241 ssl_resnext50_32x4d 30.596 69.404 50.687 49.313 25.03 224 0.875 bilinear -49.706 -49.652 -44.731 -44.383 +9 +12
242 gluon_resnet101_v1d 30.531 69.469 47.977 52.023 44.57 224 0.875 bicubic -49.873 -49.813 -47.047 -47.709 0 +3
243 dpn68b 30.521 69.479 49.136 50.864 12.61 224 0.875 bicubic -48.695 -48.557 -45.286 -45.296 +76 +81
244 resnest26d 30.496 69.504 50.665 49.335 17.07 224 0.875 bilinear -47.982 -47.938 -43.631 -43.369 +107 +112
245 efficientnet_b2 30.445 69.555 49.698 50.302 9.11 288 1.000 bicubic -50.165 -50.041 -45.618 -45.900 -14 -11
246 tf_efficientnet_b1_ap 30.419 69.581 49.555 50.445 7.79 240 0.882 bicubic -48.855 -48.801 -44.747 -44.991 +68 +71
247 resnetv2_50 30.409 69.591 48.844 51.156 25.55 224 0.950 bicubic -49.997 -49.963 -46.236 -46.270 -6 -3
248 xcit_tiny_12_p16_384_dist 30.392 69.608 50.127 49.873 6.72 384 1.000 bicubic -50.552 -50.478 -45.287 -45.179 -32 -29
249 twins_pcpvt_small 30.378 69.622 49.394 50.606 24.11 224 0.900 bicubic -50.726 -50.652 -46.248 -46.072 -43 -40
250 visformer_small 30.337 69.663 48.303 51.697 40.22 224 0.900 bicubic -51.759 -47.575 -85
251 pit_xs_distilled_224 30.280 69.720 49.830 50.170 11.00 224 0.900 bicubic -49.014 -48.948 -44.544 -44.816 +62 +65
252 convmixer_1024_20_ks9_p14 30.081 69.919 49.928 50.072 24.38 224 0.960 bicubic -46.863 -46.677 -43.430 -43.510 +169 +174
253 dpn98 30.065 69.935 48.252 51.748 61.57 224 0.875 bicubic -49.589 -49.481 -46.352 -46.408 +39 +42
254 seresnet50 30.061 69.939 49.327 50.673 28.09 224 0.875 bicubic -50.187 -50.153 -45.743 -45.717 0 +4
255 dpn131 30.036 69.964 48.144 51.856 79.25 224 0.875 bicubic -49.798 -49.726 -46.568 -46.724 +24 +29
256 efficientnet_el 30.028 69.972 48.840 51.160 10.59 300 0.904 bicubic -51.278 -51.196 -46.696 -46.512 -59 -57
257 tf_efficientnet_b2 30.020 69.980 49.592 50.408 9.11 260 0.890 bicubic -50.048 -49.958 -45.312 -45.344 +9 +12
258 xcit_tiny_12_p16_224_dist 29.999 70.001 49.681 50.319 6.72 224 1.000 bicubic -48.581 -48.467 -44.523 -44.329 +88 +93
259 legacy_senet154 29.989 70.011 48.056 51.944 115.09 224 0.875 bilinear -51.337 -51.279 -47.450 -47.570 -63 -61
260 dpn92 29.977 70.023 49.201 50.799 37.67 224 0.875 bicubic -50.017 -49.929 -45.635 -45.653 +9 +12
261 resnetv2_101x1_bitm 29.922 70.078 51.129 48.871 44.54 448 1.000 bilinear -52.408 -45.399 -108
262 xception 29.887 70.113 48.716 51.284 22.86 299 0.897 bicubic -49.161 -49.003 -45.680 -45.666 +66 +71
263 gluon_senet154 29.881 70.119 47.885 52.115 115.09 224 0.875 bicubic -51.343 -51.273 -47.467 -47.611 -63 -61
264 adv_inception_v3 29.820 70.180 47.867 52.133 23.83 299 0.875 bicubic -47.758 -47.630 -45.873 -45.711 +133 +138
265 gluon_xception65 29.804 70.196 47.776 52.224 39.92 299 0.903 bicubic -49.898 -49.838 -47.091 -46.846 +24 +27
266 resmlp_36_224 29.710 70.290 48.981 51.019 44.69 224 0.875 bicubic -50.066 -49.996 -45.905 -45.893 +18 +21
267 resnet50 29.649 70.351 46.753 53.247 25.56 224 0.950 bicubic -50.733 -50.661 -47.841 -48.407 -23 -20
268 resnetblur50 29.613 70.386 48.260 51.740 25.56 224 0.875 bicubic -49.686 -49.647 -46.270 -46.532 +42 +46
269 jx_nest_tiny 29.555 70.445 46.992 53.008 17.06 224 0.875 bicubic -51.879 -51.831 -48.628 -48.544 -81 -79
270 efficientnet_em 29.482 70.518 48.944 51.056 6.90 240 0.882 bicubic -49.778 -49.710 -45.848 -45.494 +45 +50
271 gcresnext50ts 29.446 70.554 47.898 52.102 15.67 256 0.900 bicubic -51.148 -51.030 -47.282 -47.304 -39 -36
272 resnext101_32x8d 29.437 70.563 48.510 51.490 88.79 224 0.875 bilinear -49.875 -49.859 -46.013 -46.233 +36 +39
273 coat_lite_mini 29.427 70.573 47.727 52.273 11.01 224 0.900 bicubic -49.673 -49.553 -46.875 -46.453 +51 +56
274 ssl_resnet50 29.425 70.575 49.785 50.215 25.56 224 0.875 bilinear -49.811 -49.709 -45.047 -44.531 +42 +47
275 deit_small_patch16_224 29.413 70.587 48.260 51.740 22.05 224 0.900 bicubic -50.453 -50.421 -46.796 -46.564 +2 +5
276 cait_xxs24_384 29.405 70.595 48.751 51.249 12.03 384 1.000 bicubic -51.549 -51.471 -46.887 -46.541 -61 -58
277 nf_regnet_b1 29.391 70.609 49.447 50.553 10.22 288 0.900 bicubic -49.905 -49.845 -45.295 -45.385 +35 +38
278 resnext50_32x4d 29.358 70.642 47.409 52.591 25.03 224 0.875 bicubic -50.442 -50.352 -47.205 -47.649 +5 +8
279 swin_tiny_patch4_window7_224 29.342 70.658 47.621 52.379 28.29 224 0.900 bicubic -52.044 -52.034 -47.915 -47.989 -89 -86
280 resnet34d 29.325 70.675 48.427 51.573 21.82 224 0.875 bicubic -47.789 -47.633 -44.955 -44.739 +133 +138
281 cait_xxs24_224 29.305 70.695 48.535 51.465 11.96 224 1.000 bicubic -49.071 -48.937 -45.781 -45.369 +80 +85
282 ecaresnet50d_pruned 29.215 70.785 48.455 51.545 19.94 224 0.875 bicubic -50.491 -50.439 -46.419 -46.149 +6 +9
283 tresnet_l_448 29.179 70.821 47.244 52.756 55.99 448 0.875 bilinear -53.083 -48.736 -124
284 gluon_inception_v3 29.134 70.866 46.963 53.037 23.83 299 0.875 bicubic -49.664 -49.524 -47.417 -47.407 +55 +60
285 eca_resnet33ts 29.097 70.903 48.814 51.186 19.68 256 0.900 bicubic -50.999 -50.953 -46.160 -46.278 -21 -18
286 xception71 lambda_resnet50ts 29.053 29.097 70.947 70.903 47.443 46.967 52.557 53.033 42.34 21.54 299 256 0.903 0.950 bicubic -50.831 -52.007 -47.489 -48.675 -12 -312
287 hrnet_w64 xception71 28.992 29.053 71.007 70.947 47.140 47.443 52.860 52.557 128.06 42.34 224 299 0.875 0.903 bilinear bicubic -50.464 -50.807 -47.514 -47.360 +13 -9
288 regnetz_b hrnet_w64 28.934 28.992 71.066 71.007 47.244 47.140 52.756 52.860 9.72 128.06 288 224 0.940 0.875 bicubic bilinear -51.784 -50.387 -48.230 -47.554 -61 +16
289 xcit_tiny_12_p8_224 regnetz_b 28.934 71.066 47.543 47.244 52.457 52.756 6.71 9.72 224 288 1.000 0.940 bicubic -50.776 -51.676 -47.515 -48.072 -2 -58
290 tf_efficientnet_b0_ns xcit_tiny_12_p8_224 28.908 28.934 71.092 71.066 48.983 47.543 51.017 52.457 5.29 6.71 224 0.875 1.000 bicubic -49.750 -50.730 -45.387 -47.323 +55 +1
291 xception65 tf_efficientnet_b0_ns 28.904 28.908 71.096 71.092 47.161 48.983 52.839 51.017 39.92 5.29 299 224 0.903 0.875 bicubic -50.642 -49.570 -47.498 -45.313 +5 +60
292 gluon_resnet101_v1b xception65 28.894 28.904 71.106 71.096 46.395 47.161 53.605 52.839 44.55 39.92 224 299 0.875 0.903 bicubic -50.406 -50.552 -48.241 -47.492 +19 +8
293 vit_small_patch32_384 gluon_resnet101_v1b 28.871 28.894 71.129 71.106 48.912 46.395 51.088 53.605 22.92 44.55 384 224 1.000 0.875 bicubic -51.615 -50.380 -46.686 -47.907 -59 +21
294 tf_efficientnet_b1 vit_small_patch32_384 28.871 71.129 47.513 48.912 52.487 51.088 7.79 22.92 240 384 0.882 1.000 bicubic -49.965 -51.583 -46.681 -46.340 +44 -56
295 skresnext50_32x4d tf_efficientnet_b1 28.855 28.871 71.145 71.129 46.503 47.513 53.497 52.487 27.48 7.79 224 240 0.875 0.882 bicubic -51.287 -49.825 -48.141 -46.735 -32 +49
296 sehalonet33ts skresnext50_32x4d 28.768 28.855 71.231 71.145 46.576 46.503 53.424 53.497 13.69 27.48 256 224 0.940 0.875 bicubic -52.213 -51.197 -48.696 -48.447 -83 -29
297 levit_256 sehalonet33ts 28.767 28.768 71.234 71.231 46.702 46.576 53.298 53.424 18.89 13.69 224 256 0.900 0.940 bicubic -52.735 -52.169 -48.778 -48.864 -112 -80
298 tf_efficientnet_lite3 levit_256 28.668 28.767 71.332 71.234 47.368 46.702 52.632 53.298 8.20 18.89 300 224 0.904 0.900 bilinear bicubic -51.152 -52.684 -47.542 -48.816 -16 -110
299 skresnet34 tf_efficientnet_lite3 28.654 28.668 71.346 71.332 47.969 47.368 52.031 52.632 22.28 8.20 224 300 0.875 0.904 bicubic bilinear -48.266 -51.062 -45.351 -47.394 +123 -13
300 gluon_seresnext50_32x4d skresnet34 28.649 28.654 71.351 71.346 46.460 47.969 53.540 52.031 27.56 22.28 224 0.875 bicubic -51.275 -48.035 -48.368 -45.179 -29 +128
301 hrnet_w40 gluon_seresnext50_32x4d 28.631 28.649 71.369 71.351 47.460 46.460 52.540 53.540 57.56 27.56 224 0.875 bilinear bicubic -50.295 -51.223 -47.018 -48.372 +32 -26
302 tf_efficientnetv2_b0 hrnet_w40 28.574 28.631 71.426 71.369 47.097 47.460 52.903 52.540 7.14 57.56 224 0.875 bicubic bilinear -49.796 -50.167 -46.929 -46.920 +60 +37
303 tv_resnet152 tf_efficientnetv2_b0 28.539 28.574 71.461 71.426 47.134 47.097 52.866 52.903 60.19 7.14 224 0.875 bilinear bicubic -49.783 -49.628 -46.910 -47.131 +60 +65
304 xcit_tiny_12_p16_224 tv_resnet152 28.529 28.539 71.471 71.461 47.419 47.134 52.581 52.866 6.72 60.19 224 1.000 0.875 bicubic bilinear -48.591 -49.645 -46.299 -47.030 +108 +65
305 repvgg_b2 xcit_tiny_12_p16_224 28.444 28.529 71.556 71.471 47.040 47.419 52.960 52.581 89.02 6.72 224 0.875 1.000 bilinear bicubic -50.350 -48.461 -47.386 -46.187 +35 +113
306 hrnet_w48 repvgg_b2 28.427 28.444 71.573 71.556 47.588 47.040 52.412 52.960 77.47 89.02 224 0.875 bilinear -50.895 -50.136 -46.926 -47.164 +1 +40
307 halonet50ts hrnet_w48 28.397 28.427 71.603 71.573 45.827 47.588 54.173 52.412 22.73 77.47 256 224 0.940 0.875 bicubic bilinear -52.953 -50.873 -49.457 -47.048 -113 +4
308 gluon_resnext50_32x4d 28.383 71.617 45.356 54.644 25.03 224 0.875 bicubic -50.981 -50.921 -49.068 -49.368 -3 +1
309 efficientnet_b2_pruned 28.362 71.638 47.055 52.945 8.31 260 0.890 bicubic -51.544 -51.504 -47.799 -48.001 -36 -32
310 tf_efficientnet_b0_ap 28.354 71.646 47.535 52.465 5.29 224 0.875 bicubic -48.750 -48.592 -45.729 -45.891 +104 +110
311 seresnet33ts 28.352 71.648 47.761 52.239 19.78 256 0.900 bicubic -52.020 -51.954 -47.353 -47.271 -66 -62
312 dla169 28.344 71.656 47.393 52.607 53.39 224 0.875 bilinear -50.354 -50.188 -46.939 -46.891 +30 +36
313 tf_efficientnet_cc_b0_4e 28.344 71.656 47.370 52.630 13.31 224 0.875 bicubic -48.976 -48.770 -45.952 -46.012 +94 +100
314 dla102x2 28.330 71.670 46.786 53.214 41.28 224 0.875 bilinear -51.110 -50.996 -47.858 -47.582 -12 -8
315 mixnet_xl 28.289 71.711 46.700 53.300 11.90 224 0.875 bicubic -52.179 -52.117 -48.232 -48.380 -78 -74
316 gluon_resnet50_v1d 28.238 71.762 45.922 54.078 25.58 224 0.875 bicubic -50.826 -50.730 -48.538 -48.506 +10 +16
317 gluon_resnet101_v1c lamhalobotnet50ts_256 28.120 28.169 71.880 71.831 45.994 45.320 54.006 54.680 44.57 22.57 224 256 0.875 0.950 bicubic -51.414 -53.217 -48.594 -50.810 -20 -327
318 wide_resnet101_2 gluon_resnet101_v1c 28.116 28.120 71.884 71.880 46.425 45.994 53.575 54.006 126.89 44.57 224 0.875 bilinear bicubic -50.738 -51.332 -47.859 -48.894 +17 -16
319 densenet161 wide_resnet101_2 28.098 28.116 71.902 71.884 46.647 46.425 53.353 53.575 28.68 126.89 224 0.875 bicubic bilinear -49.254 -50.662 -46.989 -47.575 +87 +23
320 regnetx_320 densenet161 28.095 28.098 71.906 71.902 45.128 46.647 54.872 53.353 107.81 28.68 224 0.875 bicubic -52.154 -49.022 -49.898 -47.071 -67 +93
321 regnety_320 regnetx_320 28.073 28.095 71.927 71.906 45.458 45.128 54.542 54.872 145.05 107.81 224 0.875 bicubic -52.721 -52.127 -49.788 -49.884 -98 -63
322 gernet_s regnety_320 28.040 28.073 71.960 71.927 46.745 45.458 53.255 54.542 8.17 145.05 224 0.875 bilinear bicubic -48.867 -52.645 -46.389 -50.016 +101 -94
323 levit_192 gernet_s 28.038 28.040 71.963 71.960 45.872 46.745 54.128 53.255 10.95 8.17 224 0.900 0.875 bicubic bilinear -51.822 -48.624 -48.930 -46.489 -45 +107
324 efficientnet_el_pruned levit_192 28.006 28.038 71.994 71.963 46.798 45.872 53.202 54.128 10.59 10.95 300 224 0.904 0.900 bicubic -52.282 -51.782 -48.424 -49.038 -73 -41
325 xception41 efficientnet_el_pruned 27.892 28.006 72.108 71.994 45.894 46.798 54.106 53.202 26.97 10.59 299 300 0.903 0.904 bicubic -50.640 -52.242 -48.390 -48.326 +23 -69
326 regnetx_160 xception41 27.839 27.892 72.161 72.108 45.627 45.894 54.373 54.106 54.28 26.97 224 299 0.875 0.903 bicubic -51.995 -50.554 -49.197 -48.650 -45 +29
327 tf_inception_v3 halo2botnet50ts_256 27.802 27.866 72.198 72.133 45.729 45.185 54.271 54.815 23.83 22.64 299 256 0.875 0.950 bicubic -50.058 -53.639 -47.917 -50.901 +60 -335
328 res2net101_26w_4s regnetx_160 27.790 27.839 72.210 72.161 45.194 45.627 54.806 54.373 45.21 54.28 224 0.875 bilinear bicubic -51.402 -51.937 -49.244 -49.259 -7 -42
329 tf_efficientnetv2_b1 tf_inception_v3 27.762 27.802 72.238 72.198 46.584 45.729 53.416 54.271 8.14 23.83 240 299 0.882 0.875 bicubic -51.712 -49.902 -48.136 -47.793 -30 +65
330 vit_base_patch16_sam_224 res2net101_26w_4s 27.719 27.790 72.281 72.210 45.104 45.194 54.896 54.806 86.57 45.21 224 0.900 0.875 bicubic bilinear -52.523 -51.270 -49.658 -49.272 -74 -1
331 repvgg_b1 halonet50ts 27.662 27.790 72.338 72.210 46.505 45.633 53.495 54.367 57.42 22.73 224 256 0.875 0.940 bilinear bicubic -50.716 -53.750 -47.599 -50.027 +29 -339
332 hrnet_w44 tf_efficientnetv2_b1 27.633 27.762 72.367 72.238 45.833 46.584 54.167 53.416 67.06 8.14 224 240 0.875 0.882 bilinear bicubic -51.257 -51.624 -48.549 -47.962 +2 -26
333 gcresnet33ts vit_base_patch16_sam_224 27.599 27.719 72.401 72.281 46.218 45.104 53.782 54.896 19.88 86.57 256 224 0.900 bicubic -52.487 -52.453 -48.774 -49.800 -68 -70
334 inception_v3 repvgg_b1 27.582 27.662 72.418 72.338 45.265 46.505 54.735 53.495 23.83 57.42 299 224 0.875 bicubic bilinear -49.882 -50.584 -48.211 -47.519 +68 +35
335 resmlp_24_224 hrnet_w44 27.530 27.633 72.469 72.367 45.705 45.833 54.295 54.167 30.02 67.06 224 0.875 bicubic bilinear -51.856 -51.161 -48.841 -48.593 -32 +8
336 pit_xs_224 gcresnet33ts 27.472 27.599 72.528 72.401 45.918 46.218 54.082 53.782 10.62 19.88 224 256 0.900 bicubic -50.712 -52.395 -48.246 -48.618 +33 -64
337 regnetx_080 inception_v3 27.387 27.582 72.613 72.418 44.998 45.265 55.002 54.735 39.57 23.83 224 299 0.875 bicubic -51.833 -49.708 -49.548 -48.215 -19 +74
338 hrnet_w30 resmlp_24_224 27.383 27.530 72.617 72.469 46.552 45.705 53.448 54.295 37.71 30.02 224 0.875 bilinear bicubic -50.819 -51.791 -47.676 -48.809 +30 -28
339 hrnet_w32 pit_xs_224 27.379 27.472 72.621 72.528 46.024 45.918 53.976 54.082 41.23 10.62 224 0.875 0.900 bilinear bicubic -51.063 -50.580 -48.172 -47.750 +17 +39
340 gluon_resnet50_v1s regnetx_080 27.328 27.387 72.672 72.613 45.257 44.998 54.743 55.002 25.68 39.57 224 0.875 bicubic -51.368 -51.713 -48.991 -49.604 +3 -13
341 res2net50_26w_8s hrnet_w30 27.308 27.383 72.692 72.617 44.835 46.552 55.165 53.448 48.40 37.71 224 0.875 bilinear -51.672 -50.699 -49.449 -47.392 -10 +36
342 densenet201 hrnet_w32 27.279 27.379 72.721 72.621 46.210 46.024 53.790 53.976 20.01 41.23 224 0.875 bicubic bilinear -50.011 -50.991 -47.270 -48.002 +66 +23
343 densenetblur121d gluon_resnet50_v1s 27.250 27.328 72.751 72.672 46.319 45.257 53.681 54.743 8.00 25.68 224 0.875 bicubic -49.341 -51.184 -46.874 -48.969 +89 +9
344 regnety_064 res2net50_26w_8s 27.226 27.308 72.774 72.692 44.856 44.835 55.144 55.165 30.58 48.40 224 0.875 bicubic bilinear -52.504 -51.532 -49.906 -49.421 -58 -5
345 tf_efficientnetv2_b2 densenet201 27.181 27.279 72.819 72.721 44.556 46.210 55.444 53.790 10.10 20.01 260 224 0.890 0.875 bicubic -53.033 -49.825 -50.488 -47.054 -86 +72
346 efficientnet_b1_pruned densenetblur121d 27.173 27.250 72.827 72.751 45.874 46.319 54.126 53.681 6.33 8.00 240 224 0.882 0.875 bicubic -51.077 -49.070 -47.962 -46.749 +19 +96
347 resnet33ts regnety_064 27.141 27.226 72.859 72.774 45.346 44.856 54.654 55.144 19.68 30.58 256 224 0.900 0.875 bicubic -52.073 -52.454 -49.226 -49.880 -27 -54
348 resnetrs50 tf_efficientnetv2_b2 27.116 27.181 72.884 72.819 45.051 44.556 54.949 55.444 35.69 10.10 224 260 0.910 0.890 bicubic -52.754 -52.961 -49.919 -50.088 -72 -82
349 rexnet_130 efficientnet_b1_pruned 27.114 27.173 72.886 72.827 45.951 45.874 54.049 54.126 7.56 6.33 224 240 0.875 0.882 bicubic -52.382 -50.969 -48.723 -48.184 -51 +25
350 dla102x resnet33ts 27.059 27.141 72.941 72.859 45.507 45.346 54.493 54.654 26.31 19.68 224 256 0.875 0.900 bilinear bicubic -51.453 -51.923 -48.719 -49.114 -1 -21
351 resnet32ts resnetrs50 27.047 27.116 72.953 72.884 45.287 45.051 54.713 54.949 17.96 35.69 256 224 0.900 0.910 bicubic -51.973 -52.718 -49.075 -50.033 -22 -68
352 gmixer_24_224 rexnet_130 27.016 27.114 72.984 72.886 44.375 45.951 55.625 54.049 24.72 7.56 224 0.875 bicubic -51.036 -52.326 -49.293 -48.693 +23 -47
353 tv_resnet101 dla102x 26.974 27.059 73.026 72.941 45.236 45.507 54.764 54.493 44.55 26.31 224 0.875 bilinear -50.394 -51.383 -48.324 -48.651 +52 +5
354 resnext50d_32x4d resnet32ts 26.880 27.047 73.120 72.953 44.456 45.287 55.544 54.713 25.05 17.96 224 256 0.875 0.900 bicubic -52.784 -51.807 -50.410 -48.997 -63 -16
355 regnetx_120 gmixer_24_224 26.866 27.016 73.134 72.984 44.666 44.375 55.334 55.625 46.11 24.72 224 0.875 bicubic -52.740 -50.928 -50.064 -49.187 -61 +29
356 rexnet_100 tv_resnet101 26.864 26.974 73.136 73.026 45.379 45.236 54.621 54.764 4.80 44.55 224 0.875 bicubic bilinear -50.996 -50.216 -48.497 -48.154 +30 +58
357 densenet169 resnext50d_32x4d 26.841 26.880 73.159 73.120 45.414 44.456 54.586 55.544 14.15 25.05 224 0.875 bicubic -49.057 -52.696 -47.610 -50.246 +89 -59
358 regnety_120 regnetx_120 26.811 26.866 73.189 73.134 44.489 44.666 55.511 55.334 51.82 46.11 224 0.875 bicubic -53.575 -52.630 -50.633 -50.008 -115 -57
359 regnetx_064 rexnet_100 26.805 26.864 73.195 73.136 44.945 45.379 55.055 54.621 26.21 4.80 224 0.875 bicubic -52.255 -50.774 -49.521 -48.367 -32 +37
360 legacy_seresnext101_32x4d densenet169 26.797 26.841 73.203 73.159 43.497 45.414 56.503 54.586 48.96 14.15 224 0.875 bilinear bicubic -53.424 -48.665 -51.515 -47.105 -103 +95
361 regnetx_032 regnety_120 26.721 26.811 73.279 73.189 45.255 44.489 54.745 55.511 15.30 51.82 224 0.875 bicubic -51.429 -53.527 -48.831 -50.419 +9 -111
362 legacy_seresnet152 regnetx_064 26.674 26.805 73.326 73.195 43.951 44.945 56.049 55.055 66.82 26.21 224 0.875 bilinear bicubic -51.988 -52.121 -50.425 -49.533 -18 -26
363 densenet121 legacy_seresnext101_32x4d 26.670 26.797 73.330 73.203 45.892 43.497 54.108 56.503 7.98 48.96 224 0.875 bicubic bilinear -48.898 -53.362 -46.760 -51.577 +87 -99
364 efficientnet_es regnetx_032 26.621 26.721 73.379 73.279 45.126 45.255 54.874 54.745 5.44 15.30 224 0.875 bicubic -51.461 -51.307 -48.818 -48.703 +10 +15
365 res2net50_26w_6s legacy_seresnet152 26.595 26.674 73.405 73.326 44.006 43.951 55.994 56.049 37.05 66.82 224 0.875 bilinear -51.971 -51.810 -50.112 -50.303 -18 -12
366 repvgg_b1g4 densenet121 26.583 26.670 73.417 73.330 45.084 45.892 54.916 54.108 39.97 7.98 224 0.875 bilinear bicubic -51.011 -48.782 -48.758 -46.714 +29 +93
367 dla60x efficientnet_es 26.564 26.621 73.436 73.379 45.049 45.126 54.951 54.874 17.35 5.44 224 0.875 bilinear bicubic -51.682 -51.357 -48.975 -48.616 -1 +16
368 regnety_080 res2net50_26w_6s 26.540 26.595 73.460 73.405 44.375 44.006 55.625 55.994 39.18 37.05 224 0.875 bicubic bilinear -53.332 -51.867 -50.457 -50.202 -93 -12
369 coat_lite_tiny repvgg_b1g4 26.530 26.583 73.470 73.417 44.642 45.084 55.358 54.916 5.72 39.97 224 0.900 0.875 bicubic bilinear -50.984 -50.899 -49.274 -48.664 +31 +35
370 tf_efficientnet_b0 dla60x 26.483 26.564 73.517 73.436 45.654 45.049 54.346 54.951 5.29 17.35 224 0.875 bicubic bilinear -50.363 -51.570 -47.576 -48.807 +54 +5
371 mobilenetv3_large_100_miil regnety_080 26.469 26.540 73.531 73.460 44.493 44.375 55.507 55.625 5.48 39.18 224 0.875 bilinear bicubic -51.443 -53.294 -48.411 -50.337 +11 -89
372 res2net50_14w_8s coat_lite_tiny 26.467 26.530 73.533 73.470 44.379 44.642 55.621 55.358 25.06 5.72 224 0.875 0.900 bilinear bicubic -51.667 -50.822 -49.477 -48.994 0 +37
373 gluon_resnet50_v1b tf_efficientnet_b0 26.426 26.483 73.574 73.517 44.057 45.654 55.943 54.346 25.56 5.29 224 0.875 bicubic -51.150 -50.171 -49.665 -47.518 +25 +60
374 tf_efficientnet_el mobilenetv3_large_100_miil 26.349 26.469 73.650 73.531 44.188 44.493 55.812 55.507 10.59 5.48 300 224 0.904 0.875 bicubic bilinear -53.899 -51.379 -50.936 -49.295 -119 +17
375 lambda_resnet26t res2net50_14w_8s 26.340 26.467 73.660 73.533 44.428 44.379 55.572 55.621 10.96 25.06 256 224 0.940 0.875 bicubic bilinear -52.768 -51.519 -50.160 -49.469 -52 +6
376 levit_128 gluon_resnet50_v1b 26.328 26.426 73.672 73.574 44.133 44.057 55.867 55.943 9.21 25.56 224 0.900 0.875 bicubic -52.138 -50.998 -49.877 -49.429 -24 +31
377 resmlp_12_distilled_224 tf_efficientnet_el 26.318 26.349 73.682 73.650 44.902 44.188 55.098 55.812 15.35 10.59 224 300 0.875 0.904 bicubic -51.626 -53.869 -48.660 -50.916 +4 -116
378 resmlp_big_24_224 lambda_resnet26t 26.314 26.340 73.686 73.660 43.565 44.428 56.435 55.572 129.14 10.96 224 256 0.875 0.940 bicubic -54.718 -52.680 -51.457 -49.934 -169 -46
379 regnetx_040 levit_128 26.245 26.328 73.755 73.672 44.458 44.133 55.542 55.867 22.12 9.21 224 0.875 0.900 bicubic -52.239 -52.080 -49.796 -50.043 -29 -18
380 crossvit_9_dagger_240 resmlp_12_distilled_224 26.180 26.318 73.820 73.682 44.548 44.902 55.452 55.098 8.78 15.35 240 224 0.875 bicubic -50.809 -51.542 -49.058 -48.744 +38 +10
381 vit_small_patch32_224 resmlp_big_24_224 26.178 26.314 73.822 73.686 45.118 43.565 54.882 56.435 22.88 129.14 224 0.900 0.875 bicubic -49.816 -54.668 -48.158 -51.707 +62 -165
382 dpn68 regnetx_040 26.118 26.245 73.882 73.755 44.239 44.458 55.761 55.542 12.61 22.12 224 0.875 bicubic -50.176 -52.197 -48.723 -49.738 +58 -23
383 efficientnet_b1 crossvit_9_dagger_240 26.065 26.180 73.935 73.820 44.084 44.548 55.916 55.452 7.79 8.78 256 240 1.000 0.875 bicubic -52.739 -50.666 -50.262 -48.682 -45 +44
384 eca_halonext26ts vit_small_patch32_224 26.053 26.178 73.947 73.822 44.021 45.118 55.979 54.882 10.76 22.88 256 224 0.940 0.900 bicubic -52.787 -49.505 -50.235 -47.518 -48 +67
385 lambda_resnet26rpt_256 dpn68 26.019 26.118 73.981 73.882 44.222 44.239 55.778 55.761 10.99 12.61 256 224 0.940 0.875 bicubic -52.949 -49.780 -50.206 -48.785 -53 +64
386 hrnet_w18 efficientnet_b1 25.992 26.065 74.008 73.935 44.813 44.084 55.187 55.916 21.30 7.79 224 256 0.875 1.000 bilinear bicubic -50.766 -52.597 -48.625 -50.292 +41 -39
387 hardcorenas_f eca_halonext26ts 25.956 26.053 74.043 73.947 44.224 44.021 55.776 55.979 8.20 10.76 224 256 0.875 0.940 bilinear bicubic -52.148 -52.645 -49.570 -50.311 -14 -42
388 regnety_040 lambda_resnet26rpt_256 25.929 26.019 74.071 73.981 43.850 44.222 56.150 55.778 20.65 10.99 224 256 0.875 0.940 bicubic -53.299 -52.785 -50.796 -50.124 -71 -47
389 resnet34 hrnet_w18 25.894 25.992 74.106 74.008 43.990 44.813 56.010 55.187 21.80 21.30 224 0.875 bilinear -49.218 -50.598 -48.286 -48.399 +72 +47
390 resnet26t hardcorenas_f 25.876 25.956 74.124 74.043 44.000 44.224 56.000 55.776 16.01 8.20 256 224 0.940 0.875 bicubic bilinear -51.996 -52.027 -49.834 -49.608 -6 -8
391 res2net50_26w_4s regnety_040 25.870 25.929 74.130 74.071 43.180 43.850 56.820 56.150 25.70 20.65 224 0.875 bilinear bicubic -52.116 -53.179 -50.668 -50.738 -13 -65
392 tresnet_m_448 resnet34 25.864 25.894 74.136 74.106 42.888 43.990 57.112 56.010 31.39 21.80 448 224 0.875 bilinear -55.850 -48.898 -52.682 -48.138 -216 +78
393 coat_tiny resnet26t 25.862 25.876 74.138 74.124 43.275 44.000 56.725 56.000 5.50 16.01 224 256 0.900 0.940 bicubic -52.572 -51.942 -50.759 -50.034 -36 0
394 hardcorenas_c res2net50_26w_4s 25.837 25.870 74.163 74.130 44.758 43.180 55.242 56.820 5.52 25.70 224 0.875 bilinear -51.213 -52.002 -48.414 -50.654 +22 -7
395 gluon_resnet50_v1c tresnet_m_448 25.788 25.864 74.213 74.136 43.039 42.888 56.961 57.112 25.58 31.39 224 448 0.875 bicubic bilinear -52.218 -55.850 -50.949 -52.682 -18 -215
396 halonet26t coat_tiny 25.750 25.862 74.250 74.138 43.239 43.275 56.761 56.725 12.48 5.50 256 224 0.950 0.900 bicubic -53.384 -52.460 -51.077 -50.769 -74 -30
397 selecsls60 hardcorenas_c 25.730 25.837 74.269 74.163 44.066 44.758 55.934 55.242 30.67 5.52 224 0.875 bicubic bilinear -52.253 -51.083 -49.766 -48.562 -18 +28
398 dla60_res2net gluon_resnet50_v1c 25.674 25.788 74.326 74.213 43.603 43.039 56.397 56.961 20.85 25.58 224 0.875 bilinear bicubic -52.788 -52.120 -50.605 -50.617 -45 -12
399 hardcorenas_e halonet26t 25.664 25.750 74.336 74.250 43.426 43.239 56.574 56.761 8.07 12.48 224 256 0.875 0.950 bilinear bicubic -52.136 -53.298 -50.270 -51.157 -8 -68
400 dla60_res2next selecsls60 25.636 25.730 74.364 74.269 43.675 44.066 56.325 55.934 17.03 30.67 224 0.875 bilinear bicubic -52.806 -52.134 -50.482 -49.658 -45 -12
401 ecaresnet26t dla60_res2net 25.546 25.674 74.454 74.326 43.681 43.603 56.319 56.397 16.01 20.85 320 224 0.950 0.875 bicubic bilinear -54.288 -52.710 -51.403 -50.661 -121 -39
402 resmlp_12_224 hardcorenas_e 25.532 25.664 74.468 74.336 44.349 43.426 55.651 56.574 15.35 8.07 224 0.875 bicubic bilinear -51.122 -51.914 -48.823 -50.314 +28 -2
403 tf_efficientnet_lite1 dla60_res2next 25.530 25.636 74.470 74.364 43.597 43.675 56.403 56.325 5.42 17.03 240 224 0.882 0.875 bicubic bilinear -51.134 -52.740 -49.637 -50.641 +26 -39
404 mixnet_l ecaresnet26t 25.520 25.546 74.480 74.454 43.483 43.681 56.517 56.319 7.33 16.01 224 320 0.875 0.950 bicubic -53.460 -54.254 -50.697 -50.933 -74 -118
405 bat_resnext26ts resmlp_12_224 25.471 25.532 74.529 74.468 43.235 44.349 56.765 55.651 10.73 15.35 256 224 0.900 0.875 bicubic -52.791 -50.984 -50.865 -48.651 -41 +34
406 tv_resnext50_32x4d tf_efficientnet_lite1 25.469 25.530 74.531 74.470 42.817 43.597 57.183 56.403 25.03 5.42 224 240 0.875 0.882 bilinear bicubic -52.141 -51.000 -50.867 -49.155 -12 +32
407 tf_mixnet_l mixnet_l 25.438 25.520 74.562 74.480 42.530 43.483 57.470 56.517 7.33 224 0.875 bicubic -53.340 -53.316 -51.470 -50.711 -66 -67
408 repvgg_a2 bat_resnext26ts 25.436 25.471 74.564 74.529 43.980 43.235 56.020 56.765 28.21 10.73 224 256 0.875 0.900 bilinear bicubic -51.044 -52.679 -49.040 -50.851 +29 -35
409 hardcorenas_b tv_resnext50_32x4d 25.410 25.469 74.590 74.531 44.200 42.817 55.800 57.183 5.18 25.03 224 0.875 bilinear -51.120 -52.045 -48.552 -51.099 +26 -6
410 res2next50 botnet26t_256 25.402 25.453 74.598 74.547 42.516 42.656 57.484 57.344 24.67 12.49 224 256 0.875 0.950 bilinear bicubic -52.840 -53.761 -51.388 -51.916 -43 -202
411 resnetv2_50x1_bitm tf_mixnet_l 25.345 25.438 74.655 74.562 45.352 42.530 54.648 57.470 25.55 7.33 448 224 1.000 0.875 bilinear bicubic -54.999 -53.128 -50.334 -51.588 -165 -60
412 dla102 repvgg_a2 25.328 25.436 74.672 74.564 43.819 43.980 56.181 56.020 33.27 28.21 224 0.875 bilinear -52.700 -50.558 -50.139 -49.296 -36 +35
413 legacy_seresnet101 hardcorenas_b 25.324 25.410 74.676 74.590 42.823 44.200 57.177 55.800 49.33 5.18 224 0.875 bilinear -53.060 -50.742 -51.441 -48.678 -54 +32
414 hardcorenas_d res2next50 25.322 25.402 74.678 74.598 43.159 42.516 56.841 57.484 7.50 24.67 224 0.875 bilinear -52.102 -52.702 -50.327 -51.278 -10 -37
415 selecsls60b resnetv2_50x1_bitm 25.314 25.345 74.686 74.655 43.575 45.352 56.425 54.648 32.77 25.55 224 448 0.875 1.000 bicubic bilinear -53.094 -54.957 -50.601 -50.066 -57 -161
416 resnest14d dla102 25.294 25.328 74.706 74.672 44.092 43.819 55.908 56.181 10.61 33.27 224 0.875 bilinear -50.212 -52.584 -48.428 -49.085 +36 -30
417 legacy_seresnext50_32x4d legacy_seresnet101 25.226 25.324 74.775 74.676 41.968 42.823 58.032 57.177 27.56 49.33 224 0.875 bilinear -53.853 -52.926 -52.464 -51.013 -92 -48
418 mixer_b16_224 hardcorenas_d 25.143 25.322 74.857 74.678 41.223 43.159 58.777 56.841 59.88 7.50 224 0.875 bicubic bilinear -51.479 -51.952 -51.005 -50.263 +13 -4
419 res2net50_48w_2s selecsls60b 25.029 25.314 74.971 74.686 42.215 43.575 57.785 56.425 25.29 32.77 224 0.875 bilinear bicubic -52.505 -52.948 -51.343 -50.525 -20 -51
420 efficientnet_b0 resnest14d 25.019 25.294 74.981 74.706 42.801 44.092 57.199 55.908 5.29 10.61 224 0.875 bicubic bilinear -52.685 -49.972 -50.721 -48.442 -28 +42
421 dla60 legacy_seresnext50_32x4d 24.929 25.226 75.071 74.775 43.310 41.968 56.690 58.032 22.04 27.56 224 0.875 bilinear -52.105 -53.755 -50.014 -52.316 -4 -86
422 gluon_resnet34_v1b mixer_b16_224 24.929 25.143 75.071 74.857 42.249 41.223 57.751 58.777 21.80 59.88 224 0.875 bicubic -49.663 -51.337 -49.747 -51.797 +49 +19
423 mobilenetv2_120d res2net50_48w_2s 24.925 25.029 75.075 74.971 43.053 42.215 56.947 57.785 5.83 25.29 224 0.875 bicubic bilinear -52.361 -52.339 -50.459 -51.345 -14
424 regnety_016 efficientnet_b0 24.815 25.019 75.185 74.981 42.628 42.801 57.372 57.199 11.20 5.29 224 0.875 bicubic -53.049 -52.557 -51.096 -50.921 -39 -22
425 xcit_nano_12_p8_224_dist dla60 24.807 24.929 75.193 75.071 43.088 43.310 56.912 56.690 3.05 22.04 224 1.000 0.875 bicubic bilinear -51.523 -51.977 -49.998 -49.824 +13 +2
426 seresnext26ts gluon_resnet34_v1b 24.693 24.929 75.307 75.071 43.102 42.249 56.898 57.751 10.39 21.80 256 224 0.900 0.875 bicubic -53.155 -49.055 -50.686 -49.211 -38 +55
427 eca_resnext26ts mobilenetv2_120d 24.660 24.925 75.340 75.075 42.872 43.053 57.128 56.947 10.30 5.83 256 224 0.900 0.875 bicubic -52.790 -52.169 -50.706 -50.258 -24 -8
428 tf_efficientnet_lite2 eca_botnext26ts_256 24.530 24.864 75.470 75.136 42.251 42.944 57.749 57.056 6.09 10.59 260 256 0.890 0.950 bicubic -52.952 -54.352 -51.497 -51.478 -27 -204
429 regnetx_016 regnety_016 24.502 24.815 75.498 75.185 42.514 42.628 57.486 57.372 9.19 11.20 224 0.875 bicubic -52.444 -52.985 -50.912 -51.068 -9 -33
430 skresnet18 xcit_nano_12_p8_224_dist 24.485 24.807 75.515 75.193 42.545 43.088 57.455 56.912 11.96 3.05 224 0.875 1.000 bicubic -48.537 -51.165 -48.625 -50.184 +59 +19
431 pit_ti_distilled_224 seresnext26ts 24.400 24.693 75.600 75.307 42.734 43.102 57.266 56.898 5.10 10.39 224 256 0.900 bicubic -50.130 -52.917 -49.366 -50.582 +41 -32
432 tf_efficientnet_lite0 eca_resnext26ts 24.400 24.660 75.600 75.340 42.490 42.872 57.510 57.128 4.65 10.30 224 256 0.875 0.900 bicubic -50.432 -52.626 -49.686 -50.640 +34 -18
433 hardcorenas_a tf_efficientnet_lite2 24.363 24.530 75.637 75.470 43.292 42.251 56.708 57.749 5.26 6.09 224 260 0.875 0.890 bilinear bicubic -51.549 -52.790 -49.222 -51.071 +12 -21
434 tv_resnet50 regnetx_016 24.080 24.502 75.920 75.498 41.325 42.514 58.675 57.486 25.56 9.19 224 0.875 bilinear bicubic -52.072 -52.270 -51.553 -50.616 +7 -3
435 levit_128s skresnet18 24.068 24.485 75.932 75.515 41.017 42.545 58.983 57.455 7.78 11.96 224 0.900 0.875 bicubic -52.470 -47.847 -51.847 -48.141 -1 +64
436 legacy_seresnet34 tf_efficientnet_lite0 24.035 24.400 75.965 75.600 41.901 42.490 58.099 57.510 21.96 4.65 224 0.875 bilinear bicubic -50.757 -50.130 -50.227 -49.609 +31 +40
437 xcit_nano_12_p16_384_dist pit_ti_distilled_224 24.027 24.400 75.973 75.600 42.308 42.734 57.692 57.266 3.05 5.10 384 224 1.000 0.900 bicubic -51.441 -49.582 -50.368 -49.236 +17 +47
438 xcit_nano_12_p8_384_dist hardcorenas_a 23.966 24.363 76.034 75.637 41.956 43.292 58.044 56.708 3.05 5.26 384 224 1.000 0.875 bicubic bilinear -53.852 -51.147 -52.078 -49.316 -48 +18
439 gcresnext26ts tv_resnet50 23.952 24.080 76.048 75.920 41.364 41.325 58.636 58.675 10.48 25.56 256 224 0.900 0.875 bicubic bilinear -53.868 -51.694 -52.462 -51.215 -50 +13
440 resnet18d levit_128s 23.936 24.068 76.064 75.932 42.300 41.017 57.700 58.983 11.71 7.78 224 0.875 0.900 bicubic -48.332 -52.226 -48.384 -51.945 +57 +5
441 efficientnet_lite0 legacy_seresnet34 23.925 24.035 76.075 75.965 42.097 41.901 57.903 58.099 4.65 21.96 224 0.875 bicubic bilinear -51.579 -50.489 -50.419 -49.995 +12 +37
442 resnext26ts xcit_nano_12_p16_384_dist 23.889 24.027 76.111 75.973 41.123 42.308 58.877 57.692 10.30 3.05 256 384 0.900 1.000 bicubic -52.883 -51.093 -52.007 -50.066 -16 +23
443 efficientnet_es_pruned xcit_nano_12_p8_384_dist 23.854 23.966 76.146 76.034 42.003 41.956 57.997 58.044 5.44 3.05 224 384 0.875 1.000 bicubic -51.142 -53.620 -50.437 -51.648 +22 -42
444 tv_densenet121 gcresnext26ts 23.826 23.952 76.174 76.048 41.921 41.364 58.079 58.636 7.98 10.48 224 256 0.875 0.900 bicubic -50.920 -53.642 -50.233 -52.477 +24 -44
445 mobilenetv2_140 resnet18d 23.701 23.936 76.299 76.064 41.494 42.300 58.506 57.700 6.11 11.71 224 0.875 bicubic -52.815 -47.648 -51.506 -48.090 -9 +62
446 dla34 efficientnet_lite0 23.699 23.925 76.301 76.075 41.547 42.097 58.453 57.903 15.74 4.65 224 0.875 bilinear bicubic -50.909 -51.227 -50.511 -50.317 +24 +18
447 mixnet_m resnext26ts 23.697 23.889 76.303 76.111 41.158 41.123 58.842 58.877 5.01 10.30 224 256 0.875 0.900 bicubic -53.577 -52.701 -52.264 -52.069 -37 -10
448 legacy_seresnet50 efficientnet_es_pruned 23.646 23.854 76.354 76.146 40.107 42.003 59.893 57.997 28.09 5.44 224 0.875 bilinear bicubic -53.992 -50.738 -53.639 -49.993 -55 +28
449 ese_vovnet19b_dw tv_densenet121 23.545 23.826 76.455 76.174 41.276 41.921 58.724 58.079 6.54 7.98 224 0.875 bicubic -53.279 -50.408 -52.004 -49.933 -24 +30
450 tf_mixnet_m mobilenetv2_140 23.500 23.701 76.500 76.299 40.991 41.494 59.009 58.506 5.01 6.11 224 0.875 bicubic -53.458 -52.293 -52.175 -51.298 -31 -3
451 tv_resnet34 dla34 23.490 23.699 76.510 76.301 41.398 41.547 58.602 58.453 21.80 15.74 224 0.875 bilinear -49.814 -50.313 -50.024 -50.219 +35 +30
452 selecsls42b mixnet_m 23.404 23.697 76.596 76.303 40.659 41.158 59.341 58.842 32.46 5.01 224 0.875 bicubic -53.786 -53.353 -52.731 -52.014 -41 -31
453 tf_efficientnet_em legacy_seresnet50 23.394 23.646 76.606 76.354 40.411 40.107 59.589 59.893 6.90 28.09 240 224 0.882 0.875 bicubic bilinear -54.748 -53.888 -53.646 -53.451 -82 -49
454 repvgg_b0 ese_vovnet19b_dw 23.317 23.545 76.683 76.455 41.192 41.276 58.808 58.724 15.82 6.54 224 0.875 bilinear bicubic -51.835 -53.077 -51.222 -50.952 +5 -18
455 xcit_nano_12_p16_224_dist tf_mixnet_m 23.249 23.500 76.751 76.500 41.388 40.991 58.612 59.009 3.05 5.01 224 1.000 0.875 bicubic -49.063 -53.324 -49.464 -52.289 +41 -25
456 mobilenetv2_110d tv_resnet34 23.076 23.490 76.924 76.510 40.736 41.398 59.264 58.602 4.52 21.80 224 0.875 bicubic bilinear -51.976 -49.122 -51.452 -50.022 +8 +40
457 vit_base_patch32_sam_224 selecsls42b 23.042 23.404 76.958 76.596 39.557 40.659 60.443 59.341 88.22 32.46 224 0.900 0.875 bicubic -50.658 -53.630 -51.451 -52.665 +25 -35
458 deit_tiny_distilled_patch16_224 tf_efficientnet_em 22.712 23.394 77.288 76.606 40.773 40.411 59.227 59.589 5.91 6.90 224 240 0.900 0.882 bicubic -51.812 -54.612 -51.123 -53.577 +15 -76
459 mobilenetv3_large_100 repvgg_b0 22.647 23.317 77.353 76.683 40.781 41.192 59.219 58.808 5.48 15.82 224 0.875 bicubic bilinear -53.127 -51.679 -51.759 -51.248 -12 +11
460 mobilenetv3_rw xcit_nano_12_p16_224_dist 22.636 23.249 77.365 76.751 40.410 41.388 59.590 58.612 5.48 3.05 224 0.875 1.000 bicubic -52.982 -48.485 -52.303 -48.950 -11 +46
461 tf_mobilenetv3_large_100 mobilenetv2_110d 22.563 23.076 77.437 76.924 39.747 40.736 60.253 59.264 5.48 4.52 224 0.875 bilinear bicubic -52.947 -51.532 -52.861 -51.322 -10 +14
462 tf_efficientnet_es vit_base_patch32_sam_224 22.427 23.042 77.573 76.958 39.095 39.557 60.905 60.443 5.44 88.22 224 0.875 0.900 bicubic -54.163 -50.070 -54.117 -52.163 -29 +30
463 xcit_nano_12_p8_224 deit_tiny_distilled_patch16_224 22.396 22.712 77.604 77.288 40.675 40.773 59.325 59.227 3.05 5.91 224 1.000 0.900 bicubic -51.516 -51.200 -51.491 -51.393 +16 +21
464 hrnet_w18_small_v2 mobilenetv3_large_100 22.357 22.647 77.644 77.353 39.899 40.781 60.101 59.219 15.60 5.48 224 0.875 bilinear bicubic -52.750 -52.857 -52.513 -51.735 -2 -6
465 convit_tiny mobilenetv3_rw 22.256 22.636 77.744 77.365 39.684 40.410 60.316 59.590 5.71 5.48 224 0.875 bicubic -50.856 -52.818 -52.036 -52.443 +23 -5
466 regnety_008 tf_mobilenetv3_large_100 22.121 22.563 77.879 77.437 38.918 39.747 61.082 60.253 6.26 5.48 224 0.875 bicubic bilinear -54.199 -52.729 -54.150 -52.827 -27 -4
467 seresnext26t_32x4d tf_efficientnet_es 22.009 22.427 77.991 77.573 38.501 39.095 61.499 60.905 16.81 5.44 224 0.875 bicubic -55.969 -53.903 -55.241 -53.991 -87 -24
468 regnety_006 xcit_nano_12_p8_224 21.983 22.396 78.017 77.604 38.963 40.675 61.037 59.325 6.06 3.05 224 0.875 1.000 bicubic -53.283 -50.908 -53.571 -50.747 -10 +22
469 regnetx_008 hrnet_w18_small_v2 21.963 22.357 78.037 77.644 38.936 39.899 61.064 60.101 7.26 15.60 224 0.875 bicubic bilinear -53.093 -52.389 -53.412 -52.255 -6 +4
470 vit_tiny_r_s16_p8_384 convit_tiny 21.942 22.256 78.058 77.744 39.439 39.684 60.561 60.316 6.36 5.71 384 224 1.000 0.875 bicubic -54.030 -50.132 -53.833 -51.202 -26 +28
471 resnet26d regnety_008 21.930 22.121 78.070 77.879 38.639 38.918 61.361 61.082 16.01 6.26 224 0.875 bicubic -54.760 -53.791 -54.509 -53.596 -43 -21
472 semnasnet_100 seresnext26t_32x4d 21.903 22.009 78.097 77.991 38.604 38.501 61.396 61.499 3.89 16.81 224 0.875 bicubic -53.549 -55.851 -54.002 -55.375 -16 -81
473 pit_ti_224 regnety_006 21.869 21.983 78.131 78.017 39.537 38.963 60.463 61.037 4.85 6.06 224 0.900 0.875 bicubic -51.053 -53.069 -51.873 -53.225 +18 -4
474 regnetx_006 regnetx_008 21.739 21.963 78.260 78.037 38.932 38.936 61.068 61.064 6.20 7.26 224 0.875 bicubic -52.107 -52.711 -52.750 -53.162 +7 0
475 vit_tiny_patch16_384 vit_tiny_r_s16_p8_384 21.728 21.942 78.272 78.058 39.335 39.439 60.665 60.561 5.79 6.36 384 1.000 bicubic -56.718 -53.626 -55.209 -53.213 -121 -20
476 crossvit_9_240 resnet26d 21.706 21.930 78.294 78.070 39.268 38.639 60.732 61.361 8.55 16.01 240 224 0.875 bicubic -52.276 -54.608 -52.702 -54.225 +2 -37
477 vgg19_bn semnasnet_100 21.635 21.903 78.365 78.097 39.280 38.604 60.720 61.396 143.68 3.89 224 0.875 bilinear bicubic -52.599 -53.203 -52.574 -53.808 -3 -10
478 ghostnet_100 pit_ti_224 21.625 21.869 78.374 78.131 38.714 39.537 61.286 60.463 5.18 4.85 224 0.875 0.900 bilinear bicubic -52.358 -50.399 -52.746 -51.147 -1 +23
479 gluon_resnet18_v1b regnetx_006 21.547 21.739 78.453 78.260 38.895 38.932 61.105 61.068 11.69 6.20 224 0.875 bicubic -49.287 -51.542 -50.866 -52.826 +26 +12
480 fbnetc_100 vit_tiny_patch16_384 21.508 21.728 78.492 78.272 38.146 39.335 61.854 60.665 5.57 5.79 224 384 0.875 1.000 bilinear bicubic -53.612 -56.650 -54.228 -54.769 -20 -115
481 xcit_nano_12_p16_224 crossvit_9_240 21.437 21.706 78.563 78.294 39.804 39.268 60.196 60.732 3.05 8.55 224 240 1.000 0.875 bicubic -48.535 -51.638 -49.954 -52.654 +27 +8
482 mnasnet_100 vgg19_bn 21.368 21.635 78.632 78.365 37.719 39.280 62.281 60.720 4.38 143.68 224 0.875 bicubic bilinear -53.306 -52.211 -54.379 -52.402 -13 +3
483 ssl_resnet18 ghostnet_100 21.297 21.625 78.703 78.374 39.132 38.714 60.868 61.286 11.69 5.18 224 0.875 bilinear -51.315 -51.734 -52.288 -52.778 +9 +5
484 resnet26 gluon_resnet18_v1b 21.290 21.547 78.710 78.453 38.040 38.895 61.960 61.105 16.00 11.69 224 0.875 bicubic -54.002 -47.501 -54.534 -49.741 -27 +31
485 seresnext26d_32x4d fbnetc_100 21.285 21.508 78.715 78.492 37.332 38.146 62.668 61.854 16.81 5.57 224 0.875 bicubic bilinear -56.300 -53.324 -56.272 -54.030 -89 -14
486 mixnet_s xcit_nano_12_p16_224 21.268 21.437 78.732 78.563 38.209 39.804 61.791 60.196 4.13 3.05 224 0.875 1.000 bicubic -54.726 -46.475 -54.583 -48.614 -44 +32
487 legacy_seresnext26_32x4d mnasnet_100 21.075 21.368 78.925 78.632 37.629 37.719 62.371 62.281 16.79 4.38 224 0.875 bicubic -56.019 -52.710 -55.681 -54.101 -72 -7
488 crossvit_tiny_240 ssl_resnet18 21.054 21.297 78.946 78.703 38.071 39.132 61.929 60.868 7.01 11.69 240 224 0.875 bicubic bilinear -52.290 -50.955 -53.851 -51.504 -3 +14
489 regnetx_004 resnet26 20.908 21.290 79.092 78.710 37.568 38.040 62.432 61.960 5.16 16.00 224 0.875 bicubic -51.482 -53.766 -53.250 -54.308 +4 -21
490 spnasnet_100 seresnext26d_32x4d 20.853 21.285 79.147 78.715 37.912 37.332 62.088 62.668 4.42 16.81 224 0.875 bilinear bicubic -53.225 -56.178 -53.908 -56.144 -15 -83
491 legacy_seresnet18 mixnet_s 20.800 21.268 79.200 78.732 37.619 38.209 62.381 61.791 11.78 4.13 224 0.875 bicubic -50.934 -54.350 -52.719 -54.503 +11 -37
492 mobilenetv2_100 legacy_seresnext26_32x4d 20.775 21.075 79.225 78.925 37.774 37.629 62.226 62.371 3.50 16.79 224 0.875 bicubic -52.177 -55.869 -53.228 -55.729 -2 -66
493 tf_mixnet_s crossvit_tiny_240 20.470 21.054 79.530 78.946 36.639 38.071 63.361 61.929 4.13 7.01 224 240 0.875 bicubic -55.214 -51.868 -55.997 -53.339 -45 +2
494 vit_tiny_patch16_224 regnetx_004 20.452 20.908 79.548 79.092 37.625 37.568 62.375 62.432 5.72 5.16 224 0.900 0.875 bicubic -55.002 -51.252 -55.227 -53.544 -39 +9
495 regnety_004 spnasnet_100 20.423 20.853 79.577 79.147 37.022 37.912 62.978 62.088 4.34 4.42 224 0.875 bicubic bilinear -53.589 -52.847 -54.744 -53.096 -19 -9
496 hrnet_w18_small legacy_seresnet18 20.366 20.800 79.634 79.200 37.100 37.619 62.900 62.381 13.19 11.78 224 0.875 bilinear bicubic -51.966 -49.172 -53.586 -52.139 -1 +16
497 tf_mobilenetv3_large_075 mobilenetv2_100 20.362 20.775 79.638 79.225 36.770 37.774 63.230 62.226 3.99 3.50 224 0.875 bilinear bicubic -53.088 -51.537 -54.570 -53.078 -14 +3
498 resnet18 tf_mixnet_s 20.238 20.470 79.762 79.530 37.260 36.639 62.740 63.361 11.69 4.13 224 0.875 bilinear bicubic -49.502 -54.998 -51.826 -56.037 +12 -39
499 mixer_l16_224 vit_tiny_patch16_224 20.160 20.452 79.840 79.548 32.950 37.625 67.050 62.375 208.20 5.72 224 0.875 0.900 bicubic -51.906 -54.660 -54.704 -54.651 +1 -33
500 deit_tiny_patch16_224 regnety_004 20.142 20.423 79.858 79.577 37.578 37.022 62.422 62.978 5.72 4.34 224 0.900 0.875 bicubic -52.018 -53.027 -53.534 -54.318 -1 -13
501 tf_mobilenetv3_large_minimal_100 hrnet_w18_small 20.120 20.366 79.880 79.634 36.902 37.100 63.098 62.900 3.92 13.19 224 0.875 bilinear -52.132 -51.432 -53.734 -53.724 -3 +4
502 vgg16_bn tf_mobilenetv3_large_075 19.969 20.362 80.031 79.638 36.310 36.770 63.690 63.230 138.37 3.99 224 0.875 bilinear -53.391 -52.660 -55.182 -54.400 -18 -9
503 vit_tiny_r_s16_p8_224 resnet18 19.342 20.238 80.658 79.762 36.061 37.260 63.939 62.740 6.34 11.69 224 0.900 0.875 bicubic bilinear -52.456 -45.482 -54.763 -48.876 -2 +17
504 vgg19 mixer_l16_224 17.929 20.160 82.071 79.840 33.060 32.950 66.940 67.050 143.67 208.20 224 0.875 bilinear bicubic -54.459 -50.202 -57.826 -56.856 -10 +6
505 vgg13_bn deit_tiny_patch16_224 17.821 20.142 82.179 79.858 34.047 37.578 65.953 62.422 133.05 5.72 224 0.875 0.900 bilinear bicubic -53.743 -50.692 -56.327 -52.182 -1 +4
506 vgg16 tf_mobilenetv3_large_minimal_100 17.540 20.120 82.460 79.880 32.767 36.902 67.233 63.098 138.36 3.92 224 0.875 bilinear -54.044 -51.444 -57.623 -53.472 -3 +2
507 regnety_002 vgg16_bn 17.454 19.969 82.546 80.031 32.453 36.310 67.547 63.690 3.16 138.37 224 0.875 bicubic bilinear -52.828 -52.983 -57.091 -54.692 0 -13
508 vgg11_bn vit_tiny_r_s16_p8_224 17.409 19.342 82.591 80.658 33.039 36.061 66.961 63.939 132.87 6.34 224 0.875 0.900 bilinear bicubic -52.953 -50.940 -56.767 -53.483 -2 +3
509 regnetx_002 vgg19 16.962 17.929 83.038 82.071 32.237 33.060 67.763 66.940 2.68 143.67 224 0.875 bicubic bilinear -51.788 -54.137 -56.323 -54.594 +3 -5
510 dla60x_c vgg13_bn 16.320 17.821 83.680 82.179 31.773 34.047 68.227 65.953 1.32 133.05 224 0.875 bilinear -51.592 -51.919 -56.645 -55.039 +5 +4
511 eca_botnext26ts_256 vgg16 16.257 17.540 83.743 82.460 30.623 32.767 69.376 67.233 10.59 138.36 256 224 0.950 0.875 bicubic bilinear -57.621 -52.398 -61.164 -56.491 -31 +2
512 tf_mobilenetv3_small_100 regnety_002 16.224 17.454 83.776 82.546 31.241 32.453 68.760 67.547 2.54 3.16 224 0.875 bilinear bicubic -51.703 -50.472 -56.436 -55.223 +2 +5
513 vgg13 vgg11_bn 16.116 17.409 83.885 82.591 30.987 33.039 69.013 66.961 133.05 132.87 224 0.875 bilinear -53.823 -51.341 -58.271 -55.521 -4 +3
514 vgg11 regnetx_002 15.728 16.962 84.272 83.038 30.464 32.237 69.536 67.763 132.86 2.68 224 0.875 bilinear bicubic -53.320 -45.946 -58.172 -52.009 -3 +8
515 tf_mobilenetv3_small_075 dla60x_c 14.942 16.320 85.058 83.680 29.594 31.773 70.406 68.227 2.04 1.32 224 0.875 bilinear -50.778 -65.200 -56.542 -63.485 +2 +9
516 dla46_c tf_mobilenetv3_small_100 14.677 16.224 85.323 83.776 29.372 31.241 70.628 68.760 1.30 2.54 224 0.875 bilinear -50.193 -65.325 -56.922 -64.072 +2 +7
517 dla46x_c vgg13 14.382 16.116 85.618 83.885 29.197 30.987 70.803 69.013 1.07 133.05 224 0.875 bilinear -51.594 -49.861 -57.791 -56.001 -1 +2
518 tf_mobilenetv3_small_minimal_100 vgg11 13.983 15.728 86.017 84.272 27.992 30.464 72.008 69.536 2.04 132.86 224 0.875 bilinear -48.925 -49.142 -56.254 -55.830 +1 +3
519 botnet26t_256 tf_mobilenetv3_small_075 13.543 14.942 86.457 85.058 26.420 29.594 73.580 70.406 12.49 2.04 256 224 0.950 0.875 bicubic bilinear -55.003 -66.224 -62.276 -65.502 -6 +7
520 dla46_c 14.677 85.323 29.372 70.628 1.30 224 0.875 bilinear -64.597 -65.234 +7
521 dla46x_c 14.382 85.618 29.197 70.803 1.07 224 0.875 bilinear -67.040 -65.859 +4
522 tf_mobilenetv3_small_minimal_100 13.983 86.017 27.992 72.008 2.04 224 0.875 bilinear -65.277 -66.542 +6
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