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pytorch-image-models/results/results-imagenet-r-clean.csv

314 lines
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
tf_efficientnet_l2_ns,97.760,2.240,99.880,0.120,480.31,800,0.960,bicubic
tf_efficientnet_l2_ns_475,97.760,2.240,99.820,0.180,480.31,475,0.936,bicubic
tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,97.010,2.990,99.710,0.290,43.04,528,0.942,bicubic
ig_resnext101_32x48d,96.980,3.020,99.660,0.340,828.41,224,0.875,bilinear
dm_nfnet_f6,96.970,3.030,99.740,0.260,438.36,576,0.956,bicubic
tf_efficientnet_b5_ns,96.880,3.120,99.640,0.360,30.39,456,0.934,bicubic
resnetv2_152x4_bitm,96.860,3.140,99.660,0.340,936.53,480,1.000,bilinear
ig_resnext101_32x32d,96.850,3.150,99.520,0.480,468.53,224,0.875,bilinear
dm_nfnet_f4,96.800,3.200,99.640,0.360,316.07,512,0.951,bicubic
dm_nfnet_f5,96.720,3.280,99.680,0.320,377.21,544,0.954,bicubic
tf_efficientnet_b8,96.700,3.300,99.520,0.480,87.41,672,0.954,bicubic
tf_efficientnet_b4_ns,96.680,3.320,99.680,0.320,19.34,380,0.922,bicubic
dm_nfnet_f3,96.660,3.340,99.640,0.360,254.92,416,0.940,bicubic
tf_efficientnet_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic
tf_efficientnet_b8_ap,96.560,3.440,99.540,0.460,87.41,672,0.954,bicubic
resnetv2_152x2_bitm,96.510,3.490,99.620,0.380,236.34,480,1.000,bilinear
vit_deit_base_distilled_patch16_384,96.490,3.510,99.590,0.410,87.63,384,1.000,bicubic
vit_base_resnet50_384,96.460,3.540,99.670,0.330,98.95,384,1.000,bicubic
dm_nfnet_f2,96.460,3.540,99.560,0.440,193.78,352,0.920,bicubic
ecaresnet269d,96.420,3.580,99.640,0.360,102.09,352,1.000,bicubic
ig_resnext101_32x16d,96.380,3.620,99.560,0.440,194.03,224,0.875,bilinear
vit_large_patch16_384,96.380,3.620,99.640,0.360,304.72,384,1.000,bicubic
tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic
resnetv2_101x3_bitm,96.350,3.650,99.600,0.400,387.93,480,1.000,bilinear
tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic
dm_nfnet_f1,96.340,3.660,99.460,0.540,132.63,320,0.910,bicubic
tf_efficientnet_b6,96.320,3.680,99.530,0.470,43.04,528,0.942,bicubic
swsl_resnext101_32x16d,96.290,3.710,99.540,0.460,194.03,224,0.875,bilinear
seresnet152d,96.280,3.720,99.510,0.490,66.84,320,1.000,bicubic
swsl_resnext101_32x8d,96.270,3.730,99.590,0.410,88.79,224,0.875,bilinear
vit_base_patch16_384,96.190,3.810,99.550,0.450,86.86,384,1.000,bicubic
resnest269e,96.140,3.860,99.540,0.460,110.93,416,0.928,bicubic
resnet200d,96.130,3.870,99.440,0.560,64.69,320,1.000,bicubic
resnetv2_50x3_bitm,96.130,3.870,99.620,0.380,217.32,480,1.000,bilinear
resnest200e,96.080,3.920,99.450,0.550,70.20,320,0.909,bicubic
tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
tf_efficientnet_b3_ns,96.040,3.960,99.460,0.540,12.23,300,0.904,bicubic
swsl_resnext101_32x4d,96.030,3.970,99.540,0.460,44.18,224,0.875,bilinear
tf_efficientnet_b5,95.970,4.030,99.460,0.540,30.39,456,0.934,bicubic
ig_resnext101_32x8d,95.880,4.120,99.350,0.650,88.79,224,0.875,bilinear
resnet152d,95.870,4.130,99.420,0.580,60.21,320,1.000,bicubic
resnet101d,95.740,4.260,99.420,0.580,44.57,320,1.000,bicubic
vit_deit_base_distilled_patch16_224,95.730,4.270,99.290,0.710,87.34,224,0.900,bicubic
dm_nfnet_f0,95.650,4.350,99.300,0.700,71.49,256,0.900,bicubic
swsl_resnext50_32x4d,95.630,4.370,99.450,0.550,25.03,224,0.875,bilinear
vit_deit_base_patch16_384,95.620,4.380,99.240,0.760,86.86,384,1.000,bicubic
tf_efficientnet_b4,95.580,4.420,99.290,0.710,19.34,380,0.922,bicubic
resnest101e,95.560,4.440,99.280,0.720,48.28,256,0.875,bilinear
tresnet_xl_448,95.520,4.480,99.340,0.660,78.44,448,0.875,bilinear
tf_efficientnet_b4_ap,95.520,4.480,99.420,0.580,19.34,380,0.922,bicubic
resnetv2_101x1_bitm,95.510,4.490,99.520,0.480,44.54,480,1.000,bilinear
ssl_resnext101_32x16d,95.470,4.530,99.410,0.590,194.03,224,0.875,bilinear
tf_efficientnet_b2_ns,95.460,4.540,99.390,0.610,9.11,260,0.890,bicubic
tresnet_l_448,95.420,4.580,99.300,0.700,55.99,448,0.875,bilinear
pnasnet5large,95.370,4.630,99.120,0.880,86.06,331,0.911,bicubic
nasnetalarge,95.320,4.680,99.140,0.860,88.75,331,0.911,bicubic
swsl_resnet50,95.290,4.710,99.350,0.650,25.56,224,0.875,bilinear
vit_base_patch16_224,95.290,4.710,99.230,0.770,86.57,224,0.900,bicubic
ssl_resnext101_32x8d,95.290,4.710,99.310,0.690,88.79,224,0.875,bilinear
vit_large_patch16_224,95.280,4.720,99.310,0.690,304.33,224,0.900,bicubic
vit_base_patch32_384,95.270,4.730,99.190,0.810,88.30,384,1.000,bicubic
vit_large_patch32_384,95.240,4.760,99.310,0.690,306.63,384,1.000,bicubic
ecaresnet101d,95.210,4.790,99.240,0.760,44.57,224,0.875,bicubic
efficientnet_b3a,95.170,4.830,99.220,0.780,12.23,320,1.000,bicubic
ssl_resnext101_32x4d,95.150,4.850,99.320,0.680,44.18,224,0.875,bilinear
regnety_032,95.130,4.870,99.220,0.780,19.44,224,0.875,bicubic
ecaresnet50t,95.080,4.920,99.270,0.730,25.57,320,0.950,bicubic
tresnet_xl,94.990,5.010,99.220,0.780,78.44,224,0.875,bilinear
vit_deit_base_patch16_224,94.970,5.030,99.000,1.000,86.57,224,0.900,bicubic
gernet_l,94.940,5.060,99.180,0.820,31.08,256,0.875,bilinear
tf_efficientnet_b3,94.900,5.100,99.140,0.860,12.23,300,0.904,bicubic
efficientnet_b3,94.890,5.110,99.190,0.810,12.23,300,0.904,bicubic
tf_efficientnet_b3_ap,94.890,5.110,99.130,0.870,12.23,300,0.904,bicubic
tf_efficientnet_lite4,94.880,5.120,99.110,0.890,13.01,380,0.920,bilinear
tf_efficientnet_b1_ns,94.850,5.150,99.240,0.760,7.79,240,0.882,bicubic
tresnet_l,94.830,5.170,99.060,0.940,55.99,224,0.875,bilinear
seresnext50_32x4d,94.770,5.230,99.120,0.880,27.56,224,0.875,bicubic
legacy_senet154,94.760,5.240,99.100,0.900,115.09,224,0.875,bilinear
resnest50d_4s2x40d,94.720,5.280,99.130,0.870,30.42,224,0.875,bicubic
ssl_resnext50_32x4d,94.720,5.280,99.190,0.810,25.03,224,0.875,bilinear
wide_resnet50_2,94.690,5.310,99.090,0.910,68.88,224,0.875,bicubic
tresnet_m_448,94.670,5.330,99.140,0.860,31.39,448,0.875,bilinear
gluon_resnet152_v1s,94.650,5.350,99.070,0.930,60.32,224,0.875,bicubic
gluon_senet154,94.650,5.350,98.990,1.010,115.09,224,0.875,bicubic
repvgg_b3,94.630,5.370,98.990,1.010,123.09,224,0.875,bilinear
rexnet_200,94.600,5.400,99.060,0.940,16.37,224,0.875,bicubic
repvgg_b3g4,94.570,5.430,99.000,1.000,83.83,224,0.875,bilinear
vit_deit_small_distilled_patch16_224,94.570,5.430,99.100,0.900,22.44,224,0.900,bicubic
efficientnet_b3_pruned,94.550,5.450,99.060,0.940,9.86,300,0.904,bicubic
gluon_seresnext101_64x4d,94.500,5.500,98.970,1.030,88.23,224,0.875,bicubic
regnety_320,94.500,5.500,99.150,0.850,145.05,224,0.875,bicubic
resnetv2_50x1_bitm,94.500,5.500,99.260,0.740,25.55,480,1.000,bilinear
resnest50d,94.490,5.510,99.000,1.000,27.48,224,0.875,bilinear
gernet_m,94.480,5.520,98.910,1.090,21.14,224,0.875,bilinear
gluon_resnet152_v1d,94.470,5.530,98.990,1.010,60.21,224,0.875,bicubic
ecaresnet101d_pruned,94.460,5.540,99.130,0.870,24.88,224,0.875,bicubic
tf_efficientnet_el,94.450,5.550,99.100,0.900,10.59,300,0.904,bicubic
nf_resnet50,94.420,5.580,99.100,0.900,25.56,288,0.940,bicubic
efficientnet_b2a,94.400,5.600,99.050,0.950,9.11,288,1.000,bicubic
gluon_seresnext101_32x4d,94.400,5.600,99.110,0.890,48.96,224,0.875,bicubic
inception_v4,94.390,5.610,98.830,1.170,42.68,299,0.875,bicubic
tf_efficientnet_b2_ap,94.360,5.640,98.970,1.030,9.11,260,0.890,bicubic
gluon_resnext101_64x4d,94.350,5.650,98.830,1.170,83.46,224,0.875,bicubic
efficientnet_b2,94.340,5.660,99.120,0.880,9.11,260,0.875,bicubic
resnest50d_1s4x24d,94.340,5.660,99.060,0.940,25.68,224,0.875,bicubic
gluon_resnet101_v1s,94.290,5.710,99.040,0.960,44.67,224,0.875,bicubic
rexnet_150,94.280,5.720,99.070,0.930,9.73,224,0.875,bicubic
regnety_160,94.280,5.720,99.020,0.980,83.59,224,0.875,bicubic
inception_resnet_v2,94.260,5.740,98.830,1.170,55.84,299,0.897,bicubic
mixnet_xl,94.250,5.750,98.840,1.160,11.90,224,0.875,bicubic
ssl_resnet50,94.250,5.750,99.080,0.920,25.56,224,0.875,bilinear
dpn92,94.240,5.760,98.950,1.050,37.67,224,0.875,bicubic
regnetx_120,94.240,5.760,99.190,0.810,46.11,224,0.875,bicubic
regnetx_320,94.230,5.770,99.060,0.940,107.81,224,0.875,bicubic
gluon_resnext101_32x4d,94.190,5.810,98.920,1.080,44.18,224,0.875,bicubic
tf_efficientnet_b2,94.190,5.810,99.030,0.970,9.11,260,0.890,bicubic
tf_efficientnet_lite3,94.140,5.860,98.940,1.060,8.20,300,0.904,bilinear
ecaresnet50d,94.140,5.860,99.030,0.970,25.58,224,0.875,bicubic
ecaresnetlight,94.120,5.880,98.940,1.060,30.16,224,0.875,bicubic
gluon_resnet101_v1d,94.120,5.880,98.920,1.080,44.57,224,0.875,bicubic
legacy_seresnext101_32x4d,94.110,5.890,98.950,1.050,48.96,224,0.875,bilinear
regnety_064,94.110,5.890,99.020,0.980,30.58,224,0.875,bicubic
resnet50d,94.110,5.890,98.960,1.040,25.58,224,0.875,bicubic
seresnet50,94.100,5.900,98.980,1.020,28.09,224,0.875,bicubic
cspdarknet53,94.090,5.910,98.970,1.030,27.64,256,0.887,bilinear
ens_adv_inception_resnet_v2,94.070,5.930,98.790,1.210,55.84,299,0.897,bicubic
gluon_seresnext50_32x4d,94.040,5.960,98.900,1.100,27.56,224,0.875,bicubic
dla102x2,94.040,5.960,99.070,0.930,41.28,224,0.875,bilinear
tresnet_m,94.020,5.980,98.820,1.180,31.39,224,0.875,bilinear
gluon_xception65,94.010,5.990,99.010,0.990,39.92,299,0.903,bicubic
regnetx_160,94.010,5.990,99.120,0.880,54.28,224,0.875,bicubic
gluon_resnet152_v1b,94.000,6.000,98.770,1.230,60.19,224,0.875,bicubic
dpn107,93.990,6.010,98.870,1.130,86.92,224,0.875,bicubic
resnext50d_32x4d,93.990,6.010,98.790,1.210,25.05,224,0.875,bicubic
regnety_120,93.960,6.040,99.060,0.940,51.82,224,0.875,bicubic
hrnet_w64,93.950,6.050,98.960,1.040,128.06,224,0.875,bilinear
ese_vovnet39b,93.940,6.060,98.930,1.070,24.57,224,0.875,bicubic
hrnet_w48,93.930,6.070,99.020,0.980,77.47,224,0.875,bilinear
ecaresnet26t,93.920,6.080,98.940,1.060,16.01,320,0.950,bicubic
efficientnet_b2_pruned,93.920,6.080,98.910,1.090,8.31,260,0.890,bicubic
regnetx_080,93.910,6.090,98.910,1.090,39.57,224,0.875,bicubic
dpn98,93.900,6.100,98.930,1.070,61.57,224,0.875,bicubic
gluon_resnet152_v1c,93.900,6.100,98.850,1.150,60.21,224,0.875,bicubic
skresnext50_32x4d,93.900,6.100,98.800,1.200,27.48,224,0.875,bicubic
xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic
vit_deit_small_patch16_224,93.890,6.110,98.970,1.030,22.05,224,0.900,bicubic
repvgg_b2g4,93.890,6.110,98.920,1.080,61.76,224,0.875,bilinear
nf_regnet_b1,93.890,6.110,98.790,1.210,10.22,288,0.900,bicubic
resnext50_32x4d,93.850,6.150,98.790,1.210,25.03,224,0.875,bicubic
cspresnet50,93.840,6.160,98.900,1.100,21.62,256,0.887,bilinear
ecaresnet50d_pruned,93.840,6.160,98.980,1.020,19.94,224,0.875,bicubic
wide_resnet101_2,93.840,6.160,98.800,1.200,126.89,224,0.875,bilinear
cspresnext50,93.820,6.180,98.840,1.160,20.57,224,0.875,bilinear
resnext101_32x8d,93.820,6.180,98.950,1.050,88.79,224,0.875,bilinear
xception65,93.810,6.190,98.850,1.150,39.92,299,0.903,bicubic
regnety_080,93.800,6.200,99.000,1.000,39.18,224,0.875,bicubic
dpn131,93.770,6.230,98.800,1.200,79.25,224,0.875,bicubic
gluon_resnet101_v1c,93.750,6.250,98.800,1.200,44.57,224,0.875,bicubic
gluon_resnet101_v1b,93.750,6.250,98.720,1.280,44.55,224,0.875,bicubic
efficientnet_em,93.730,6.270,98.940,1.060,6.90,240,0.882,bicubic
resnetblur50,93.730,6.270,98.810,1.190,25.56,224,0.875,bicubic
regnetx_040,93.710,6.290,98.880,1.120,22.12,224,0.875,bicubic
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
gluon_resnext50_32x4d,93.700,6.300,98.700,1.300,25.03,224,0.875,bicubic
tf_efficientnet_b1_ap,93.680,6.320,98.810,1.190,7.79,240,0.882,bicubic
xception,93.680,6.320,98.820,1.180,22.86,299,0.897,bicubic
dla169,93.670,6.330,98.890,1.110,53.39,224,0.875,bilinear
hrnet_w44,93.660,6.340,98.930,1.070,67.06,224,0.875,bilinear
regnetx_064,93.640,6.360,99.040,0.960,26.21,224,0.875,bicubic
rexnet_130,93.620,6.380,98.720,1.280,7.56,224,0.875,bicubic
dpn68b,93.610,6.390,98.770,1.230,12.61,224,0.875,bicubic
regnety_040,93.600,6.400,98.990,1.010,20.65,224,0.875,bicubic
repvgg_b2,93.590,6.410,99.090,0.910,89.02,224,0.875,bilinear
res2net50_26w_8s,93.590,6.410,98.710,1.290,48.40,224,0.875,bilinear
res2net101_26w_4s,93.590,6.410,98.700,1.300,45.21,224,0.875,bilinear
tf_efficientnet_b0_ns,93.580,6.420,99.010,0.990,5.29,224,0.875,bicubic
gluon_inception_v3,93.580,6.420,98.830,1.170,23.83,299,0.875,bicubic
gluon_resnet50_v1s,93.560,6.440,98.820,1.180,25.68,224,0.875,bicubic
legacy_seresnext50_32x4d,93.560,6.440,98.750,1.250,27.56,224,0.875,bilinear
tf_efficientnet_cc_b1_8e,93.560,6.440,98.680,1.320,39.72,240,0.882,bicubic
res2net50_26w_6s,93.550,6.450,98.800,1.200,37.05,224,0.875,bilinear
dla102x,93.530,6.470,98.860,1.140,26.31,224,0.875,bilinear
gluon_resnet50_v1d,93.530,6.470,98.830,1.170,25.58,224,0.875,bicubic
hrnet_w40,93.520,6.480,98.810,1.190,57.56,224,0.875,bilinear
xception41,93.510,6.490,98.750,1.250,26.97,299,0.903,bicubic
resnet50,93.500,6.500,98.580,1.420,25.56,224,0.875,bicubic
selecsls60b,93.450,6.550,98.850,1.150,32.77,224,0.875,bicubic
dla60_res2net,93.440,6.560,98.870,1.130,20.85,224,0.875,bilinear
repvgg_b1,93.440,6.560,98.740,1.260,57.42,224,0.875,bilinear
dla60_res2next,93.370,6.630,98.820,1.180,17.03,224,0.875,bilinear
hrnet_w30,93.370,6.630,98.880,1.120,37.71,224,0.875,bilinear
regnetx_032,93.350,6.650,98.660,1.340,15.30,224,0.875,bicubic
legacy_seresnet152,93.330,6.670,98.760,1.240,66.82,224,0.875,bilinear
dla102,93.270,6.730,98.800,1.200,33.27,224,0.875,bilinear
legacy_seresnet101,93.250,6.750,98.760,1.240,49.33,224,0.875,bilinear
tv_resnet152,93.220,6.780,98.790,1.210,60.19,224,0.875,bilinear
res2net50_26w_4s,93.210,6.790,98.630,1.370,25.70,224,0.875,bilinear
tf_inception_v3,93.200,6.800,98.510,1.490,23.83,299,0.875,bicubic
res2next50,93.180,6.820,98.670,1.330,24.67,224,0.875,bilinear
tf_efficientnet_em,93.160,6.840,98.670,1.330,6.90,240,0.882,bicubic
mixnet_l,93.150,6.850,98.680,1.320,7.33,224,0.875,bicubic
resnest26d,93.150,6.850,98.900,1.100,17.07,224,0.875,bilinear
efficientnet_b1,93.100,6.900,98.590,1.410,7.79,240,0.875,bicubic
dla60x,93.080,6.920,98.710,1.290,17.35,224,0.875,bilinear
regnety_016,93.070,6.930,98.740,1.260,11.20,224,0.875,bicubic
efficientnet_es,93.010,6.990,98.740,1.260,5.44,224,0.875,bicubic
tf_mixnet_l,93.010,6.990,98.540,1.460,7.33,224,0.875,bicubic
efficientnet_b1_pruned,93.000,7.000,98.520,1.480,6.33,240,0.882,bicubic
hrnet_w32,93.000,7.000,98.860,1.140,41.23,224,0.875,bilinear
densenet161,92.990,7.010,98.780,1.220,28.68,224,0.875,bicubic
gluon_resnet50_v1c,92.990,7.010,98.640,1.360,25.58,224,0.875,bicubic
res2net50_14w_8s,92.980,7.020,98.620,1.380,25.06,224,0.875,bilinear
selecsls60,92.980,7.020,98.750,1.250,30.67,224,0.875,bicubic
inception_v3,92.970,7.030,98.330,1.670,23.83,299,0.875,bicubic
adv_inception_v3,92.960,7.040,98.500,1.500,23.83,299,0.875,bicubic
repvgg_b1g4,92.940,7.060,98.800,1.200,39.97,224,0.875,bilinear
tv_resnet101,92.940,7.060,98.640,1.360,44.55,224,0.875,bilinear
tv_resnext50_32x4d,92.940,7.060,98.720,1.280,25.03,224,0.875,bilinear
hrnet_w18,92.860,7.140,98.690,1.310,21.30,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,92.850,7.150,98.480,1.520,24.01,224,0.875,bicubic
legacy_seresnet50,92.820,7.180,98.650,1.350,28.09,224,0.875,bilinear
mobilenetv2_120d,92.770,7.230,98.480,1.520,5.83,224,0.875,bicubic
rexnet_100,92.760,7.240,98.630,1.370,4.80,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.740,7.260,98.520,1.480,13.31,224,0.875,bicubic
seresnext26t_32x4d,92.740,7.260,98.550,1.450,16.81,224,0.875,bicubic
gluon_resnet50_v1b,92.730,7.270,98.560,1.440,25.56,224,0.875,bicubic
dla60,92.710,7.290,98.650,1.350,22.04,224,0.875,bilinear
repvgg_a2,92.700,7.300,98.600,1.400,28.21,224,0.875,bilinear
res2net50_48w_2s,92.670,7.330,98.460,1.540,25.29,224,0.875,bilinear
densenet201,92.660,7.340,98.680,1.320,20.01,224,0.875,bicubic
regnetx_016,92.620,7.380,98.530,1.470,9.19,224,0.875,bicubic
vit_small_patch16_224,92.620,7.380,98.400,1.600,48.75,224,0.900,bicubic
resnet34d,92.610,7.390,98.430,1.570,21.82,224,0.875,bicubic
tf_efficientnet_lite2,92.590,7.410,98.570,1.430,6.09,260,0.890,bicubic
tf_efficientnet_b0_ap,92.570,7.430,98.410,1.590,5.29,224,0.875,bicubic
efficientnet_b0,92.550,7.450,98.640,1.360,5.29,224,0.875,bicubic
legacy_seresnext26_32x4d,92.530,7.470,98.450,1.550,16.79,224,0.875,bicubic
gernet_s,92.480,7.520,98.460,1.540,8.17,224,0.875,bilinear
selecsls42b,92.470,7.530,98.510,1.490,32.46,224,0.875,bicubic
seresnext26d_32x4d,92.440,7.560,98.550,1.450,16.81,224,0.875,bicubic
tf_efficientnet_b0,92.360,7.640,98.470,1.530,5.29,224,0.875,bicubic
skresnet34,92.340,7.660,98.520,1.480,22.28,224,0.875,bicubic
tf_efficientnet_lite1,92.330,7.670,98.510,1.490,5.42,240,0.882,bicubic
densenetblur121d,92.310,7.690,98.390,1.610,8.00,224,0.875,bicubic
dpn68,92.290,7.710,98.580,1.420,12.61,224,0.875,bicubic
tf_mixnet_m,92.270,7.730,98.490,1.510,5.01,224,0.875,bicubic
mixnet_m,92.210,7.790,98.360,1.640,5.01,224,0.875,bicubic
densenet169,92.200,7.800,98.570,1.430,14.15,224,0.875,bicubic
tv_resnet50,92.180,7.820,98.420,1.580,25.56,224,0.875,bilinear
mobilenetv2_140,92.110,7.890,98.250,1.750,6.11,224,0.875,bicubic
resnet26d,92.100,7.900,98.460,1.540,16.01,224,0.875,bicubic
ese_vovnet19b_dw,92.090,7.910,98.510,1.490,6.54,224,0.875,bicubic
tf_efficientnet_es,92.080,7.920,98.460,1.540,5.44,224,0.875,bicubic
densenet121,91.950,8.050,98.180,1.820,7.98,224,0.875,bicubic
regnety_008,91.810,8.190,98.410,1.590,6.26,224,0.875,bicubic
mixnet_s,91.800,8.200,98.330,1.670,4.13,224,0.875,bicubic
tf_mixnet_s,91.660,8.340,98.160,1.840,4.13,224,0.875,bicubic
semnasnet_100,91.620,8.380,98.310,1.690,3.89,224,0.875,bicubic
repvgg_b0,91.600,8.400,98.450,1.550,15.82,224,0.875,bilinear
regnety_006,91.570,8.430,98.390,1.610,6.06,224,0.875,bicubic
mobilenetv3_rw,91.550,8.450,98.340,1.660,5.48,224,0.875,bicubic
legacy_seresnet34,91.530,8.470,98.320,1.680,21.96,224,0.875,bilinear
mobilenetv3_large_100,91.490,8.510,98.310,1.690,5.48,224,0.875,bicubic
tv_densenet121,91.430,8.570,98.280,1.720,7.98,224,0.875,bicubic
tf_mobilenetv3_large_100,91.410,8.590,98.290,1.710,5.48,224,0.875,bilinear
resnet26,91.390,8.610,98.360,1.640,16.00,224,0.875,bicubic
regnetx_008,91.340,8.660,98.350,1.650,7.26,224,0.875,bicubic
resnet34,91.330,8.670,98.160,1.840,21.80,224,0.875,bilinear
hrnet_w18_small_v2,91.290,8.710,98.400,1.600,15.60,224,0.875,bilinear
tf_efficientnet_lite0,91.280,8.720,98.060,1.940,4.65,224,0.875,bicubic
dla34,91.230,8.770,98.140,1.860,15.74,224,0.875,bilinear
efficientnet_lite0,91.220,8.780,98.190,1.810,4.65,224,0.875,bicubic
mnasnet_100,91.210,8.790,98.030,1.970,4.38,224,0.875,bicubic
resnest14d,91.170,8.830,98.300,1.700,10.61,224,0.875,bilinear
fbnetc_100,91.140,8.860,97.870,2.130,5.57,224,0.875,bilinear
swsl_resnet18,91.130,8.870,98.230,1.770,11.69,224,0.875,bilinear
vgg19_bn,91.120,8.880,98.160,1.840,143.68,224,0.875,bilinear
vit_deit_tiny_distilled_patch16_224,91.120,8.880,98.310,1.690,5.91,224,0.900,bicubic
mobilenetv2_110d,91.100,8.900,98.140,1.860,4.52,224,0.875,bicubic
gluon_resnet34_v1b,91.020,8.980,98.140,1.860,21.80,224,0.875,bicubic
regnetx_006,90.920,9.080,98.070,1.930,6.20,224,0.875,bicubic
ssl_resnet18,90.840,9.160,98.020,1.980,11.69,224,0.875,bilinear
regnety_004,90.750,9.250,98.070,1.930,4.34,224,0.875,bicubic
spnasnet_100,90.640,9.360,97.920,2.080,4.42,224,0.875,bilinear
vgg16_bn,90.620,9.380,98.050,1.950,138.37,224,0.875,bilinear
tv_resnet34,90.390,9.610,97.930,2.070,21.80,224,0.875,bilinear
tf_mobilenetv3_large_075,90.360,9.640,97.840,2.160,3.99,224,0.875,bilinear
skresnet18,90.180,9.820,97.860,2.140,11.96,224,0.875,bicubic
mobilenetv2_100,89.890,10.110,97.850,2.150,3.50,224,0.875,bicubic
resnet18d,89.860,10.140,97.900,2.100,11.71,224,0.875,bicubic
vgg19,89.690,10.310,97.580,2.420,143.67,224,0.875,bilinear
hrnet_w18_small,89.640,10.360,97.840,2.160,13.19,224,0.875,bilinear
vit_deit_tiny_patch16_224,89.630,10.370,97.930,2.070,5.72,224,0.900,bicubic
regnetx_004,89.610,10.390,97.780,2.220,5.16,224,0.875,bicubic
vgg16,89.490,10.510,97.530,2.470,138.36,224,0.875,bilinear
legacy_seresnet18,89.290,10.710,97.790,2.210,11.78,224,0.875,bicubic
tf_mobilenetv3_large_minimal_100,89.290,10.710,97.380,2.620,3.92,224,0.875,bilinear
vgg13_bn,89.200,10.800,97.640,2.360,133.05,224,0.875,bilinear
gluon_resnet18_v1b,88.770,11.230,97.080,2.920,11.69,224,0.875,bicubic
vgg11_bn,88.310,11.690,97.290,2.710,132.87,224,0.875,bilinear
regnety_002,88.180,11.820,97.430,2.570,3.16,224,0.875,bicubic
resnet18,88.050,11.950,97.110,2.890,11.69,224,0.875,bilinear
vgg13,87.560,12.440,97.160,2.840,133.05,224,0.875,bilinear
vgg11,87.370,12.630,97.010,2.990,132.86,224,0.875,bilinear
regnetx_002,87.210,12.790,96.900,3.100,2.68,224,0.875,bicubic
dla60x_c,87.190,12.810,97.090,2.910,1.32,224,0.875,bilinear
tf_mobilenetv3_small_100,85.870,14.130,96.310,3.690,2.54,224,0.875,bilinear
dla46x_c,85.690,14.310,96.460,3.540,1.07,224,0.875,bilinear
tf_mobilenetv3_small_075,84.770,15.230,95.880,4.120,2.04,224,0.875,bilinear
dla46_c,84.690,15.310,96.220,3.780,1.30,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,82.770,17.230,95.080,4.920,2.04,224,0.875,bilinear