pytorch-image-models/results/results-imagenetv2-matched-frequency.csv

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
beit_large_patch16_512,80.770,19.230,95.860,4.140,305.67,512,1.000,bicubic,-7.814,-2.800,0
tf_efficientnet_l2_ns_475,80.500,19.500,95.630,4.370,480.31,475,0.936,bicubic,-7.738,-2.920,+2
beit_large_patch16_384,80.280,19.720,95.610,4.390,305.00,384,1.000,bicubic,-8.102,-2.998,-1
tf_efficientnet_l2_ns,80.100,19.900,95.860,4.140,480.31,800,0.960,bicubic,-8.246,-2.794,-1
beit_large_patch16_224,79.340,20.660,94.940,5.060,304.43,224,0.900,bicubic,-8.136,-3.378,0
swin_large_patch4_window12_384,78.310,21.690,94.410,5.590,196.74,384,1.000,bicubic,-8.840,-3.828,0
tf_efficientnet_b7_ns,77.850,22.150,94.310,5.690,66.35,600,0.949,bicubic,-8.980,-3.774,+1
vit_large_patch16_384,77.810,22.190,94.290,5.710,304.72,384,1.000,bicubic,-9.282,-4.016,-1
beit_base_patch16_384,77.780,22.220,94.330,5.670,86.74,384,1.000,bicubic,-9.028,-3.810,0
swin_base_patch4_window12_384,77.350,22.650,94.330,5.670,87.90,384,1.000,bicubic,-9.086,-3.736,+2
swin_large_patch4_window7_224,77.050,22.950,93.670,6.330,196.53,224,0.900,bicubic,-9.266,-4.220,+3
tf_efficientnet_b6_ns,77.050,22.950,93.790,6.210,43.04,528,0.942,bicubic,-9.396,-4.090,-1
vit_large_r50_s32_384,76.900,23.100,93.680,6.320,329.09,384,1.000,bicubic,-9.280,-4.244,+3
cait_m48_448,76.870,23.130,93.420,6.580,356.46,448,1.000,bicubic,-9.624,-4.330,-4
ig_resnext101_32x48d,76.780,23.220,93.410,6.590,828.41,224,0.875,bilinear,-8.650,-4.172,+17
xcit_large_24_p8_384_dist,76.750,23.250,93.090,6.910,188.93,384,1.000,bicubic,-9.246,-4.598,+5
ig_resnext101_32x32d,76.740,23.260,93.180,6.820,468.53,224,0.875,bilinear,-8.354,-4.258,+26
tf_efficientnet_b5_ns,76.700,23.300,93.510,6.490,30.39,456,0.934,bicubic,-9.376,-4.242,0
tf_efficientnetv2_l_in21ft1k,76.600,23.400,93.760,6.240,118.52,480,1.000,bicubic,-9.692,-4.224,-4
tf_efficientnetv2_xl_in21ft1k,76.570,23.430,93.120,6.880,208.12,512,1.000,bicubic,-9.834,-4.748,-7
cait_m36_384,76.280,23.720,93.040,6.960,271.22,384,1.000,bicubic,-9.776,-4.690,-2
xcit_medium_24_p8_384_dist,76.250,23.750,92.960,7.040,84.32,384,1.000,bicubic,-9.570,-4.634,+1
vit_base_patch16_384,76.160,23.840,93.600,6.400,86.86,384,1.000,bicubic,-9.840,-4.406,-3
vit_large_patch16_224,76.150,23.850,93.470,6.530,304.33,224,0.900,bicubic,-9.688,-4.356,-2
tf_efficientnetv2_l,76.070,23.930,92.960,7.040,118.52,480,1.000,bicubic,-9.432,-4.410,+5
xcit_large_24_p8_224_dist,76.060,23.940,92.700,7.300,188.93,224,1.000,bicubic,-9.340,-4.716,+9
cait_s36_384,76.020,23.980,92.920,7.080,68.37,384,1.000,bicubic,-9.434,-4.562,+4
tf_efficientnet_b7_ap,75.990,24.010,92.930,7.070,66.35,600,0.949,bicubic,-9.130,-4.320,+13
tf_efficientnet_b8_ap,75.970,24.030,92.650,7.350,87.41,672,0.954,bicubic,-9.404,-4.648,+7
xcit_large_24_p16_384_dist,75.840,24.160,92.790,7.210,189.10,384,1.000,bicubic,-9.930,-4.744,-5
tf_efficientnetv2_m_in21ft1k,75.830,24.170,93.170,6.830,54.14,480,1.000,bicubic,-9.768,-4.582,-4
xcit_small_24_p8_384_dist,75.800,24.200,92.960,7.040,47.63,384,1.000,bicubic,-9.766,-4.616,-4
dm_nfnet_f6,75.790,24.210,93.020,6.980,438.36,576,0.956,bicubic,-10.340,-4.720,-16
beit_base_patch16_224,75.680,24.320,93.420,6.580,86.53,224,0.900,bicubic,-9.560,-4.234,+5
ig_resnext101_32x16d,75.670,24.330,92.940,7.060,194.03,224,0.875,bilinear,-8.496,-4.256,+43
xcit_medium_24_p8_224_dist,75.580,24.420,92.810,7.190,84.32,224,1.000,bicubic,-9.488,-4.466,+9
swin_base_patch4_window7_224,75.570,24.430,93.250,6.750,87.77,224,0.900,bicubic,-9.698,-4.308,+1
tf_efficientnet_b4_ns,75.500,24.500,92.860,7.140,19.34,380,0.922,bicubic,-9.650,-4.610,+2
swsl_resnext101_32x8d,75.480,24.520,92.680,7.320,88.79,224,0.875,bilinear,-8.794,-4.494,+35
vit_base_r50_s16_384,75.410,24.590,92.760,7.240,98.95,384,1.000,bicubic,-9.574,-4.538,+11
deit_base_distilled_patch16_384,75.400,24.600,92.520,7.480,87.63,384,1.000,bicubic,-10.022,-4.812,-7
cait_s24_384,75.380,24.620,92.520,7.480,47.06,384,1.000,bicubic,-9.664,-4.830,+6
tf_efficientnet_b6_ap,75.370,24.630,92.300,7.700,43.04,528,0.942,bicubic,-9.414,-4.838,+14
dm_nfnet_f4,75.330,24.670,92.880,7.120,316.07,512,0.951,bicubic,-10.370,-4.634,-18
tf_efficientnetv2_m,75.260,24.740,92.680,7.320,54.14,480,1.000,bicubic,-9.786,-4.604,+2
efficientnetv2_rw_m,75.130,24.870,92.540,7.460,53.24,416,1.000,bicubic,-9.692,-4.606,+10
xcit_medium_24_p16_384_dist,75.100,24.900,92.330,7.670,84.40,384,1.000,bicubic,-10.326,-5.078,-14
xcit_small_24_p8_224_dist,75.000,25.000,92.390,7.610,47.63,224,1.000,bicubic,-9.876,-4.808,+7
xcit_small_12_p8_384_dist,74.990,25.010,92.370,7.630,26.21,384,1.000,bicubic,-10.092,-4.900,-5
dm_nfnet_f3,74.900,25.100,92.860,7.140,254.92,416,0.940,bicubic,-10.632,-4.598,-21
ecaresnet269d,74.880,25.120,92.770,7.230,102.09,352,1.000,bicubic,-10.106,-4.458,-1
dm_nfnet_f5,74.740,25.260,92.480,7.520,377.21,544,0.954,bicubic,-11.066,-5.002,-28
xcit_small_24_p16_384_dist,74.620,25.380,92.520,7.480,47.67,384,1.000,bicubic,-10.484,-4.796,-11
eca_nfnet_l2,74.550,25.450,92.630,7.370,56.72,384,1.000,bicubic,-10.170,-4.628,+4
tf_efficientnet_b8,74.540,25.460,92.170,7.830,87.41,672,0.954,bicubic,-10.810,-5.222,-18
xcit_large_24_p16_224_dist,74.530,25.470,91.990,8.010,189.10,224,1.000,bicubic,-10.400,-5.140,-2
dm_nfnet_f1,74.500,25.500,92.260,7.740,132.63,320,0.910,bicubic,-10.124,-4.836,+4
dm_nfnet_f2,74.490,25.510,92.200,7.800,193.78,352,0.920,bicubic,-10.556,-5.038,-12
tf_efficientnet_b7,74.460,25.540,92.120,7.880,66.35,600,0.949,bicubic,-10.476,-5.086,-6
xcit_small_12_p16_384_dist,74.350,25.650,92.120,7.880,26.25,384,1.000,bicubic,-10.364,-4.996,-1
tf_efficientnet_b5_ap,74.330,25.670,91.940,8.060,30.39,456,0.934,bicubic,-9.928,-5.036,+14
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,-4.864,0
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
vit_base_patch16_224,74.070,25.930,92.400,7.600,86.57,224,0.900,bicubic,-10.470,-4.906,-8
efficientnetv2_rw_s,74.020,25.980,91.750,8.250,23.94,384,1.000,bicubic,-9.810,-4.972,+23
crossvit_18_dagger_408,74.010,25.990,91.300,8.700,44.61,408,1.000,bicubic,-10.174,-5.522,+5
swsl_resnext101_32x4d,74.000,26.000,91.970,8.030,44.18,224,0.875,bilinear,-9.226,-4.798,+43
vit_base_patch16_224_miil,74.000,26.000,91.600,8.400,86.54,224,0.875,bilinear,-10.276,-5.198,-1
tf_efficientnetv2_s,73.980,26.020,91.430,8.570,21.46,384,1.000,bicubic,-9.918,-5.268,+14
resnest269e,73.920,26.080,91.990,8.010,110.93,416,0.928,bicubic,-10.604,-4.996,-13
tf_efficientnet_b6,73.910,26.090,91.730,8.270,43.04,528,0.942,bicubic,-10.202,-5.158,+3
eca_nfnet_l1,73.880,26.120,92.020,7.980,41.41,320,1.000,bicubic,-10.152,-5.012,+8
vit_small_r26_s32_384,73.880,26.120,92.150,7.850,36.47,384,1.000,bicubic,-10.170,-5.172,+4
xcit_small_12_p8_224_dist,73.880,26.120,91.700,8.300,26.21,224,1.000,bicubic,-10.360,-5.172,-4
resnetrs420,73.870,26.130,91.700,8.300,191.89,416,1.000,bicubic,-11.138,-5.426,-32
tf_efficientnet_b3_ns,73.770,26.230,91.850,8.150,12.23,300,0.904,bicubic,-10.272,-5.058,+2
regnetz_d,73.760,26.240,91.850,8.150,27.58,320,0.950,bicubic,-10.274,-5.020,+2
swsl_resnext101_32x16d,73.670,26.330,92.120,7.880,194.03,224,0.875,bilinear,-9.684,-4.716,+25
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,-5.510,-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
tf_efficientnet_b5,73.280,26.720,91.370,8.630,30.39,456,0.934,bicubic,-10.530,-5.378,+4
efficientnet_b4,73.250,26.750,91.280,8.720,19.34,384,1.000,bicubic,-10.180,-5.314,+14
regnety_160,73.250,26.750,91.650,8.350,83.59,288,1.000,bicubic,-10.452,-5.132,+7
resnet152d,73.250,26.750,91.210,8.790,60.21,320,1.000,bicubic,-10.414,-5.524,+8
vit_small_patch16_384,73.180,26.820,91.900,8.100,22.20,384,1.000,bicubic,-10.614,-5.208,+1
resnetrs200,73.170,26.830,91.110,8.890,93.21,320,1.000,bicubic,-10.888,-5.764,-16
jx_nest_base,73.160,26.840,91.000,9.000,67.72,224,0.875,bicubic,-10.394,-5.364,+7
xcit_small_24_p16_224_dist,73.150,26.850,91.430,8.570,47.67,224,1.000,bicubic,-10.724,-5.298,-11
resnetv2_152x4_bitm,73.150,26.850,91.780,8.220,936.53,480,1.000,bilinear,-11.788,-5.678,-47
xcit_small_24_p8_224,73.150,26.850,91.210,8.790,47.63,224,1.000,bicubic,-10.696,-5.422,-8
resnetrs350,73.130,26.870,91.180,8.820,163.96,384,1.000,bicubic,-11.582,-5.810,-42
xcit_medium_24_p8_224,73.090,26.910,90.440,9.560,84.32,224,1.000,bicubic,-10.646,-5.946,-4
resnetv2_152x2_bitm,73.000,27.000,91.990,8.010,236.34,448,1.000,bilinear,-11.452,-5.446,-40
cait_s24_224,72.990,27.010,91.130,8.870,46.92,224,1.000,bicubic,-10.472,-5.436,+1
deit_base_distilled_patch16_224,72.960,27.040,90.950,9.050,87.34,224,0.900,bicubic,-10.428,-5.540,+2
resnetrs152,72.900,27.100,91.200,8.800,86.62,320,1.000,bicubic,-10.810,-5.410,-7
tf_efficientnet_b4_ap,72.740,27.260,90.990,9.010,19.34,380,0.922,bicubic,-10.518,-5.406,+6
crossvit_15_dagger_408,72.730,27.270,91.040,8.960,28.50,408,1.000,bicubic,-11.096,-5.746,-14
dm_nfnet_f0,72.710,27.290,90.990,9.010,71.49,256,0.900,bicubic,-10.674,-5.590,-1
resnetv2_152x2_bit_teacher_384,72.710,27.290,90.930,9.070,236.34,384,1.000,bicubic,-11.134,-6.188,-18
twins_svt_base,72.710,27.290,90.440,9.560,56.07,224,0.900,bicubic,-10.414,-5.988,+6
vit_base_patch32_384,72.670,27.330,91.170,8.830,88.30,384,1.000,bicubic,-10.676,-5.674,-1
xcit_small_12_p8_224,72.670,27.330,90.710,9.290,26.21,224,1.000,bicubic,-10.676,-5.766,-1
regnety_032,72.640,27.360,90.910,9.090,19.44,288,1.000,bicubic,-10.082,-5.522,+16
pnasnet5large,72.560,27.440,90.540,9.460,86.06,331,0.911,bicubic,-10.238,-5.494,+13
twins_pcpvt_large,72.550,27.450,90.880,9.120,60.99,224,0.900,bicubic,-10.588,-5.728,0
deit_base_patch16_384,72.480,27.520,90.230,9.770,86.86,384,1.000,bicubic,-10.626,-6.146,+2
xcit_small_12_p16_224_dist,72.480,27.520,91.070,8.930,26.25,224,1.000,bicubic,-10.870,-5.352,-8
swsl_resnext50_32x4d,72.450,27.550,90.860,9.140,25.03,224,0.875,bilinear,-9.716,-5.374,+43
nfnet_l0,72.440,27.560,90.860,9.140,35.07,288,1.000,bicubic,-10.312,-5.656,+9
gc_efficientnetv2_rw_t,72.390,27.610,90.820,9.180,13.68,288,1.000,bicubic,-10.088,-5.476,+22
resnetv2_101x3_bitm,72.380,27.620,92.040,7.960,387.93,448,1.000,bilinear,-12.050,-5.332,-56
xcit_tiny_24_p8_224_dist,72.370,27.630,90.790,9.210,12.11,224,1.000,bicubic,-10.206,-5.390,+15
resnet101d,72.350,27.650,90.580,9.420,44.57,320,1.000,bicubic,-10.674,-5.876,-1
jx_nest_small,72.340,27.660,90.720,9.280,38.35,224,0.875,bicubic,-10.778,-5.612,-7
nasnetalarge,72.340,27.660,90.520,9.480,88.75,331,0.911,bicubic,-10.296,-5.530,+7
resnest101e,72.320,27.680,90.780,9.220,48.28,256,0.875,bilinear,-10.556,-5.532,-1
tf_efficientnet_b2_ns,72.320,27.680,91.000,9.000,9.11,260,0.890,bicubic,-10.070,-5.240,+19
efficientnetv2_rw_t,72.310,27.690,90.460,9.540,13.65,288,1.000,bicubic,-10.028,-5.734,+21
twins_pcpvt_base,72.250,27.750,90.580,9.420,43.83,224,0.900,bicubic,-10.462,-5.768,+1
crossvit_18_240,72.200,27.800,90.280,9.720,43.27,240,0.875,bicubic,-10.194,-5.782,+14
tresnet_xl_448,72.170,27.830,90.130,9.870,78.44,448,0.875,bilinear,-10.886,-6.054,-11
resnetv2_50x1_bit_distilled,72.160,27.840,91.090,8.910,25.55,224,0.875,bicubic,-10.662,-5.434,-6
tf_efficientnet_b4,72.160,27.840,90.480,9.520,19.34,380,0.922,bicubic,-10.870,-5.818,-12
regnetz_c,72.150,27.850,90.660,9.340,13.46,320,0.940,bicubic,-10.366,-5.700,+6
cait_xxs36_384,72.110,27.890,90.790,9.210,17.37,384,1.000,bicubic,-10.080,-5.370,+24
tresnet_m,72.100,27.900,90.100,9.900,31.39,224,0.875,bilinear,-10.976,-6.026,-17
xcit_tiny_24_p16_384_dist,72.070,27.930,90.510,9.490,12.12,384,1.000,bicubic,-10.498,-5.784,+1
crossvit_18_dagger_240,72.020,27.980,90.100,9.900,44.27,240,0.875,bicubic,-10.486,-5.972,+3
xcit_tiny_12_p8_384_dist,71.820,28.180,90.700,9.300,6.71,384,1.000,bicubic,-10.572,-5.518,+6
resnetv2_50x3_bitm,71.770,28.230,91.280,8.720,217.32,448,1.000,bilinear,-12.214,-5.850,-55
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,-9.402,-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
convit_base,71.520,28.480,90.090,9.910,86.54,224,0.875,bicubic,-10.772,-5.844,+7
tresnet_l_448,71.510,28.490,89.950,10.050,55.99,448,0.875,bilinear,-10.752,-6.030,+7
tresnet_xl,71.480,28.520,89.460,10.540,78.44,224,0.875,bilinear,-10.578,-6.472,+13
ssl_resnext101_32x8d,71.470,28.530,90.330,9.670,88.79,224,0.875,bilinear,-10.130,-5.716,+26
efficientnet_b3,71.460,28.540,90.020,9.980,12.23,320,1.000,bicubic,-10.798,-6.096,+5
resnetv2_152x2_bit_teacher,71.400,28.600,90.290,9.710,236.34,224,0.875,bicubic,-11.502,-6.278,-30
xcit_tiny_24_p8_224,71.350,28.650,90.280,9.720,12.11,224,1.000,bicubic,-10.544,-5.704,+15
pit_s_distilled_224,71.330,28.670,89.730,10.270,24.04,224,0.900,bicubic,-10.664,-6.070,+10
resnetv2_101,71.290,28.710,89.780,10.220,44.54,224,0.950,bicubic,-10.742,-6.084,+8
ecaresnet101d,71.240,28.760,90.240,9.760,44.57,224,0.875,bicubic,-10.932,-5.814,+3
mixer_b16_224_miil,71.200,28.800,89.490,10.510,59.88,224,0.875,bilinear,-11.102,-6.224,-5
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
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
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,-10.582,-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,-10.666,-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,-10.722,-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,-10.696,-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,-10.382,-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,-10.326,-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,-10.210,-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
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