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

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
ig_resnext101_32x48d,79.640,20.360,89.390,10.610,828.41,224,0.875,bilinear,-17.330,-10.280,+24
ig_resnext101_32x32d,79.467,20.533,89.190,10.810,468.53,224,0.875,bilinear,-17.313,-10.430,+37
ig_resnext101_32x16d,78.817,21.183,88.470,11.530,194.03,224,0.875,bilinear,-17.623,-11.070,+68
tf_efficientnet_l2_ns_475,76.470,23.530,88.653,11.347,480.31,475,0.936,bicubic,-21.280,-11.167,0
swsl_resnext101_32x16d,76.307,23.693,87.743,12.257,194.03,224,0.875,bilinear,-19.973,-11.757,+82
ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+116
swsl_resnext101_32x8d,75.587,24.413,86.940,13.060,88.79,224,0.875,bilinear,-20.653,-12.650,+86
tf_efficientnet_l2_ns,74.660,25.340,87.543,12.457,480.31,800,0.960,bicubic,-23.120,-12.277,-6
beit_large_patch16_384,73.280,26.720,85.023,14.977,305.00,384,1.000,bicubic,-24.530,-14.767,-8
beit_large_patch16_512,73.157,26.843,85.077,14.923,305.67,512,1.000,bicubic,-24.623,-14.813,-7
swsl_resnext101_32x4d,72.663,27.337,85.160,14.840,44.18,224,0.875,bilinear,-23.387,-14.370,+99
beit_large_patch16_224,71.043,28.957,83.417,16.583,304.43,224,0.900,bicubic,-26.437,-16.273,-6
swsl_resnext50_32x4d,68.970,31.030,82.803,17.197,25.03,224,0.875,bilinear,-26.630,-16.637,+141
swsl_resnet50,68.283,31.717,83.307,16.693,25.56,224,0.875,bilinear,-26.917,-15.973,+174
tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,0
vit_large_patch16_384,67.060,32.940,78.710,21.290,304.72,384,1.000,bicubic,-30.360,-21.070,-8
convnext_xlarge_384_in22ft1k,66.967,33.033,79.703,20.297,350.20,384,1.000,bicubic,-30.583,-20.097,-12
swin_large_patch4_window12_384,66.290,33.710,79.787,20.213,196.74,384,1.000,bicubic,-30.890,-19.893,-2
convnext_large_384_in22ft1k,65.977,34.023,79.203,20.797,197.77,384,1.000,bicubic,-31.463,-20.577,-12
tf_efficientnet_b6_ns,65.590,34.410,79.563,20.437,43.04,528,0.942,bicubic,-31.430,-20.117,+4
convnext_xlarge_in22ft1k,65.423,34.577,78.243,21.757,350.20,224,0.875,bicubic,-31.817,-21.487,-8
vit_large_patch16_224,64.343,35.657,76.187,23.813,304.33,224,0.900,bicubic,-32.367,-23.463,+24
convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.070,-11
vit_large_r50_s32_384,64.107,35.893,75.847,24.153,329.09,384,1.000,bicubic,-32.843,-23.863,+4
convnext_base_384_in22ft1k,64.093,35.907,77.737,22.263,88.59,384,1.000,bicubic,-33.197,-22.043,-15
swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+1
beit_base_patch16_384,63.613,36.387,78.120,21.880,86.74,384,1.000,bicubic,-33.717,-21.600,-18
swin_base_patch4_window12_384,63.473,36.527,78.067,21.933,87.90,384,1.000,bicubic,-33.647,-21.713,-10
tf_efficientnet_b5_ns,63.047,36.953,77.787,22.213,30.39,456,0.934,bicubic,-33.823,-21.853,+5
vit_base_patch8_224,62.197,37.803,75.613,24.387,86.58,224,0.900,bicubic,-34.883,-23.997,-10
convnext_base_in22ft1k,62.017,37.983,76.037,23.963,88.59,224,0.875,bicubic,-34.823,-23.613,+4
tf_efficientnet_b4_ns,61.230,38.770,76.170,23.830,19.34,380,0.922,bicubic,-35.480,-23.470,+13
tf_efficientnetv2_l_in21ft1k,60.953,39.047,75.843,24.157,118.52,480,1.000,bicubic,-36.157,-23.867,-14
tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.397,25.603,208.12,512,1.000,bicubic,-36.470,-25.223,-17
beit_base_patch16_224,60.320,39.680,75.597,24.403,86.53,224,0.900,bicubic,-36.340,-24.063,+16
vit_base_patch16_384,60.193,39.807,73.840,26.160,86.86,384,1.000,bicubic,-36.827,-25.870,-13
swin_base_patch4_window7_224,59.543,40.457,74.220,25.780,87.77,224,0.900,bicubic,-37.137,-25.440,+13
volo_d5_512,58.917,41.083,73.200,26.800,296.09,512,1.150,bicubic,-38.373,-26.560,-27
volo_d5_448,58.790,41.210,73.053,26.947,295.91,448,1.150,bicubic,-38.450,-26.687,-25
tf_efficientnetv2_m_in21ft1k,58.640,41.360,73.983,26.017,54.14,480,1.000,bicubic,-38.330,-25.627,-14
vit_large_r50_s32_224,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.810,+57
tf_efficientnet_b8_ap,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.613,+17
cait_m48_448,57.477,42.523,71.870,28.130,356.46,448,1.000,bicubic,-39.403,-27.790,-11
cait_m36_384,57.467,42.533,72.317,27.683,271.22,384,1.000,bicubic,-39.363,-27.343,-8
tf_efficientnet_b3_ns,57.417,42.583,72.380,27.620,12.23,300,0.904,bicubic,-38.683,-27.100,+58
volo_d4_448,57.290,42.710,71.533,28.467,193.41,448,1.150,bicubic,-39.780,-28.217,-25
vit_base_patch16_224,56.833,43.167,70.643,29.357,86.57,224,0.900,bicubic,-39.467,-28.917,+38
volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-28.973,-17
xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-6
xcit_large_24_p8_224_dist,56.030,43.970,70.663,29.337,188.93,224,1.000,bicubic,-40.610,-28.797,+3
xcit_large_24_p16_384_dist,54.910,45.090,69.853,30.147,189.10,384,1.000,bicubic,-42.030,-29.657,-22
volo_d4_224,54.750,45.250,68.863,31.137,192.96,224,0.960,bicubic,-42.030,-30.807,-11
vit_base_r50_s16_384,54.400,45.600,69.557,30.443,98.95,384,1.000,bicubic,-42.050,-30.103,+17
resnetv2_152x4_bitm,54.320,45.680,70.170,29.830,936.53,480,1.000,bilinear,-42.560,-29.500,-21
xcit_large_24_p16_224_dist,54.260,45.740,68.977,31.023,189.10,224,1.000,bicubic,-42.060,-30.523,+28
vit_small_r26_s32_384,54.203,45.797,68.753,31.247,36.47,384,1.000,bicubic,-41.857,-30.797,+53
volo_d3_448,53.990,46.010,68.020,31.980,86.63,448,1.000,bicubic,-43.030,-31.690,-35
tf_efficientnet_b5_ap,53.867,46.133,69.160,30.840,30.39,456,0.934,bicubic,-42.213,-29.990,+47
xcit_medium_24_p8_224_dist,53.663,46.337,68.403,31.597,84.32,224,1.000,bicubic,-42.857,-31.107,+3
tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+103
tf_efficientnet_b6_ap,53.557,46.443,68.550,31.450,43.04,528,0.942,bicubic,-42.813,-31.000,+15
cait_s36_384,53.547,46.453,68.003,31.997,68.37,384,1.000,bicubic,-43.083,-31.597,-8
convnext_large,53.530,46.470,68.180,31.820,197.77,224,0.875,bicubic,-42.490,-31.290,+51
tf_efficientnet_b8,53.413,46.587,69.090,30.910,87.41,672,0.954,bicubic,-43.287,-30.510,-15
xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.393,-25
vit_base_patch32_384,53.297,46.703,68.047,31.953,88.30,384,1.000,bicubic,-42.603,-31.393,+59
tf_efficientnet_b7_ap,53.263,46.737,68.877,31.123,66.35,600,0.949,bicubic,-43.087,-30.643,+10
xcit_medium_24_p16_384_dist,53.220,46.780,68.057,31.943,84.40,384,1.000,bicubic,-43.480,-31.473,-20
tf_efficientnetv2_s_in21ft1k,53.140,46.860,69.003,30.997,21.46,384,1.000,bicubic,-43.330,-30.567,-4
tf_efficientnet_b4_ap,53.090,46.910,68.213,31.787,19.34,380,0.922,bicubic,-42.400,-31.177,+95
regnetz_e8,53.017,46.983,67.137,32.863,57.70,320,1.000,bicubic,-43.583,-32.473,-16
dm_nfnet_f5,52.870,47.130,67.427,32.573,377.21,544,0.954,bicubic,-43.940,-32.243,-34
volo_d3_224,52.707,47.293,66.317,33.683,86.33,224,0.960,bicubic,-43.733,-33.303,-1
dm_nfnet_f6,52.447,47.553,67.117,32.883,438.36,576,0.956,bicubic,-44.473,-32.603,-44
tf_efficientnet_b7,52.390,47.610,68.233,31.767,66.35,600,0.949,bicubic,-44.190,-31.277,-19
tf_efficientnetv2_l,52.390,47.610,67.243,32.757,118.52,480,1.000,bicubic,-44.260,-32.317,-24
xcit_small_24_p8_384_dist,52.360,47.640,66.840,33.160,47.63,384,1.000,bicubic,-44.460,-32.790,-40
swsl_resnet18,52.333,47.667,70.477,29.523,11.69,224,0.875,bilinear,-38.747,-27.733,+456
efficientnetv2_rw_m,52.327,47.673,67.210,32.790,53.24,416,1.000,bicubic,-43.943,-32.350,+9
deit_base_distilled_patch16_384,52.253,47.747,67.737,32.263,87.63,384,1.000,bicubic,-44.257,-31.853,-17
xcit_medium_24_p16_224_dist,52.200,47.800,66.890,33.110,84.40,224,1.000,bicubic,-44.060,-32.520,+9
xcit_small_24_p8_224_dist,52.200,47.800,66.763,33.237,47.63,224,1.000,bicubic,-44.350,-32.777,-24
dm_nfnet_f3,52.130,47.870,66.747,33.253,254.92,416,0.940,bicubic,-44.600,-32.883,-39
resnetv2_152x2_bit_teacher_384,51.933,48.067,68.663,31.337,236.34,384,1.000,bicubic,-44.257,-30.837,+12
resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.120,-7
xcit_small_24_p16_384_dist,51.887,48.113,66.360,33.640,47.67,384,1.000,bicubic,-44.453,-33.220,-6
cait_s24_384,51.773,48.227,66.313,33.687,47.06,384,1.000,bicubic,-44.797,-33.237,-30
resnetv2_152x2_bitm,51.753,48.247,69.253,30.747,236.34,448,1.000,bilinear,-44.767,-30.337,-27
ecaresnet269d,51.663,48.337,66.047,33.953,102.09,352,1.000,bicubic,-44.797,-33.493,-22
vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+22
convnext_base,51.250,48.750,66.193,33.807,88.59,224,0.875,bicubic,-44.690,-33.187,+30
pit_b_distilled_224,51.153,48.847,66.773,33.227,74.79,224,0.900,bicubic,-44.917,-32.607,+14
xcit_small_12_p8_384_dist,51.090,48.910,65.843,34.157,26.21,384,1.000,bicubic,-45.390,-33.647,-29
dm_nfnet_f4,50.903,49.097,65.557,34.443,316.07,512,0.951,bicubic,-45.877,-34.053,-52
tf_efficientnet_b1_ns,50.880,49.120,67.923,32.077,7.79,240,0.882,bicubic,-43.980,-31.327,+139
volo_d2_384,50.880,49.120,65.633,34.367,58.87,384,1.000,bicubic,-45.830,-33.967,-49
xcit_small_24_p16_224_dist,50.737,49.263,65.010,34.990,47.67,224,1.000,bicubic,-45.063,-34.330,+37
tf_efficientnetv2_m,50.553,49.447,66.007,33.993,54.14,480,1.000,bicubic,-45.987,-33.563,-38
xcit_small_12_p16_384_dist,50.527,49.473,65.303,34.697,26.25,384,1.000,bicubic,-45.803,-34.187,-17
efficientnet_b4,50.503,49.497,65.717,34.283,19.34,384,1.000,bicubic,-45.027,-33.683,+61
volo_d1_384,50.473,49.527,64.920,35.080,26.78,384,1.000,bicubic,-45.997,-34.630,-35
xcit_small_12_p8_224_dist,50.443,49.557,65.430,34.570,26.21,224,1.000,bicubic,-45.517,-33.990,+18
resnetv2_101x3_bitm,50.400,49.600,67.790,32.210,387.93,448,1.000,bilinear,-45.850,-31.790,-12
regnetz_040h,50.333,49.667,65.623,34.377,28.94,320,1.000,bicubic,-45.997,-33.897,-23
ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+68
cait_s24_224,50.247,49.753,65.013,34.987,46.92,224,1.000,bicubic,-45.403,-34.257,+45
eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.177,-38
vit_small_patch16_384,50.163,49.837,65.800,34.200,22.20,384,1.000,bicubic,-45.817,-33.790,+10
resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-8
deit_base_distilled_patch16_224,50.060,49.940,66.227,33.773,87.34,224,0.900,bicubic,-45.690,-33.053,+27
tf_efficientnet_b3_ap,50.057,49.943,65.207,34.793,12.23,300,0.904,bicubic,-44.913,-33.903,+106
resnest200e,49.870,50.130,64.743,35.257,70.20,320,0.909,bicubic,-46.200,-34.737,-5
volo_d2_224,49.813,50.187,64.590,35.410,58.68,224,0.960,bicubic,-46.607,-34.910,-40
xception65,49.760,50.240,63.527,36.473,39.92,299,0.940,bicubic,-45.930,-35.783,+34
convnext_small,49.570,50.430,64.833,35.167,50.22,224,0.875,bicubic,-46.040,-34.427,+38
cait_xs24_384,49.527,50.473,64.903,35.097,26.67,384,1.000,bicubic,-46.483,-34.527,-1
tf_efficientnet_b5,49.520,50.480,65.650,34.350,30.39,456,0.934,bicubic,-46.460,-33.800,0
resnetv2_152x2_bit_teacher,49.480,50.520,65.613,34.387,236.34,224,0.875,bicubic,-46.270,-33.817,+21
resnet200d,49.477,50.523,64.327,35.673,64.69,320,1.000,bicubic,-46.633,-35.133,-17
xcit_small_12_p16_224_dist,49.420,50.580,63.850,36.150,26.25,224,1.000,bicubic,-46.320,-35.450,+20
resnest101e,49.367,50.633,65.593,34.407,48.28,256,0.875,bilinear,-46.193,-33.677,+37
regnetz_040,49.283,50.717,64.063,35.937,27.12,320,1.000,bicubic,-46.897,-35.447,-25
seresnet152d,49.250,50.750,64.173,35.827,66.84,320,1.000,bicubic,-47.060,-35.337,-39
resnet152d,49.247,50.753,64.410,35.590,60.21,320,1.000,bicubic,-46.623,-35.020,+4
vit_base_patch32_224,49.247,50.753,64.340,35.660,88.22,224,0.900,bicubic,-45.143,-34.720,+161
xcit_large_24_p8_224,49.243,50.757,62.843,37.157,188.93,224,1.000,bicubic,-46.837,-36.697,-22
ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+54
resmlp_big_24_distilled_224,49.093,50.907,65.470,34.530,129.14,224,0.875,bicubic,-46.777,-33.970,-1
volo_d1_224,48.970,51.030,63.183,36.817,26.63,224,0.960,bicubic,-47.060,-36.207,-16
repvgg_b3,48.927,51.073,64.880,35.120,123.09,224,0.875,bilinear,-45.633,-34.030,+141
resnetrs420,48.860,51.140,63.420,36.580,191.89,416,1.000,bicubic,-47.540,-36.120,-57
efficientnetv2_rw_s,48.597,51.403,63.840,36.160,23.94,384,1.000,bicubic,-47.103,-35.540,+14
regnetz_d32,48.593,51.407,65.193,34.807,27.58,320,0.950,bicubic,-47.267,-34.237,-3
efficientnet_b3,48.563,51.437,64.250,35.750,12.23,320,1.000,bicubic,-46.577,-34.960,+60
ecaresnet101d,48.543,51.457,64.103,35.897,44.57,224,0.875,bicubic,-46.617,-35.127,+56
dm_nfnet_f2,48.377,51.623,63.237,36.763,193.78,352,0.920,bicubic,-48.083,-36.373,-68
vit_small_r26_s32_224,48.367,51.633,63.803,36.197,36.43,224,0.900,bicubic,-46.763,-35.397,+58
repvgg_b3g4,48.313,51.687,64.793,35.207,83.83,224,0.875,bilinear,-46.187,-34.227,+140
vit_large_patch32_384,48.250,51.750,61.823,38.177,306.63,384,1.000,bicubic,-46.990,-37.497,+46
convit_base,48.227,51.773,63.000,37.000,86.54,224,0.875,bicubic,-46.873,-36.140,+62
swin_s3_base_224,48.140,51.860,62.270,37.730,71.13,224,0.900,bicubic,-47.900,-37.080,-30
resnetrs350,48.060,51.940,62.650,37.350,163.96,384,1.000,bicubic,-48.180,-36.820,-50
regnetz_d8,48.013,51.987,64.420,35.580,23.37,320,1.000,bicubic,-47.997,-35.100,-27
twins_svt_large,47.947,52.053,62.903,37.097,99.27,224,0.900,bicubic,-47.773,-36.467,0
repvgg_b2g4,47.797,52.203,64.380,35.620,61.76,224,0.875,bilinear,-46.013,-34.550,+205
mixer_b16_224_miil,47.790,52.210,63.400,36.600,59.88,224,0.875,bilinear,-47.090,-35.680,+85
seresnext101_32x8d,47.657,52.343,61.443,38.557,93.57,288,1.000,bicubic,-48.473,-37.917,-47
eca_nfnet_l1,47.647,52.353,62.763,37.237,41.41,320,1.000,bicubic,-48.283,-36.727,-25
resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-60
pit_s_distilled_224,47.550,52.450,63.497,36.503,24.04,224,0.900,bicubic,-47.190,-35.683,+93
resnest50d_4s2x40d,47.483,52.517,63.810,36.190,30.42,224,0.875,bicubic,-47.227,-35.330,+99
efficientnet_b3_pruned,47.450,52.550,62.800,37.200,9.86,300,0.904,bicubic,-47.130,-36.270,+115
crossvit_18_dagger_408,47.383,52.617,60.940,39.060,44.61,408,1.000,bicubic,-48.757,-38.530,-54
xcit_small_24_p8_224,47.293,52.707,60.980,39.020,47.63,224,1.000,bicubic,-48.617,-38.200,-30
tresnet_m,47.223,52.777,62.000,38.000,31.39,224,0.875,bilinear,-48.157,-37.150,+23
tf_efficientnet_b6,47.210,52.790,63.117,36.883,43.04,528,0.942,bicubic,-49.080,-36.403,-70
convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+61
ssl_resnext101_32x4d,47.167,52.833,63.380,36.620,44.18,224,0.875,bilinear,-47.993,-35.930,+34
resnetrs270,47.107,52.893,62.007,37.993,129.86,352,1.000,bicubic,-48.953,-37.473,-51
regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-65
tf_efficientnet_b4,47.077,52.923,62.867,37.133,19.34,380,0.922,bicubic,-48.513,-36.463,-6
xcit_small_12_p8_224,46.983,53.017,60.527,39.473,26.21,224,1.000,bicubic,-48.437,-38.673,+10
xcit_large_24_p16_224,46.957,53.043,60.667,39.333,189.10,224,1.000,bicubic,-47.993,-38.163,+59
convnext_tiny_hnf,46.940,53.060,61.203,38.797,28.59,224,0.950,bicubic,-47.830,-37.957,+76
xception65p,46.930,53.070,61.083,38.917,39.82,299,0.940,bicubic,-48.720,-38.307,-16
resnet101d,46.897,53.103,62.323,37.677,44.57,320,1.000,bicubic,-48.853,-37.117,-28
resnet152,46.793,53.207,60.420,39.580,60.19,224,0.950,bicubic,-48.777,-38.850,-11
gluon_seresnext101_64x4d,46.670,53.330,61.297,38.703,88.23,224,0.875,bicubic,-47.990,-37.683,+86
twins_pcpvt_large,46.630,53.370,62.243,37.757,60.99,224,0.900,bicubic,-49.090,-37.247,-26
dm_nfnet_f1,46.547,53.453,61.403,38.597,132.63,320,0.910,bicubic,-49.833,-38.067,-95
regnetv_064,46.483,53.517,62.253,37.747,30.58,288,1.000,bicubic,-49.287,-37.167,-35
xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-43
crossvit_15_dagger_408,46.457,53.543,60.473,39.527,28.50,408,1.000,bicubic,-49.363,-38.837,-40
resnetrs200,46.430,53.570,61.067,38.933,93.21,320,1.000,bicubic,-49.910,-38.483,-95
swin_s3_small_224,46.390,53.610,60.893,39.107,49.74,224,0.900,bicubic,-49.440,-38.307,-43
fbnetv3_g,46.333,53.667,62.407,37.593,16.62,288,0.950,bilinear,-48.797,-36.513,+22
tresnet_xl,46.277,53.723,61.947,38.053,78.44,224,0.875,bilinear,-48.783,-37.313,+33
xcit_tiny_24_p8_384_dist,46.257,53.743,60.710,39.290,12.11,384,1.000,bicubic,-49.973,-38.730,-84
xcit_tiny_24_p8_224_dist,46.250,53.750,60.597,39.403,12.11,224,1.000,bicubic,-49.210,-38.793,-10
gernet_m,46.177,53.823,62.690,37.310,21.14,224,0.875,bilinear,-48.373,-36.240,+92
deit_small_distilled_patch16_224,46.170,53.830,62.407,37.593,22.44,224,0.900,bicubic,-48.430,-36.693,+81
regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-56
crossvit_base_240,46.133,53.867,60.227,39.773,105.03,240,0.875,bicubic,-48.937,-39.063,+25
resnest50d_1s4x24d,46.080,53.920,62.370,37.630,25.68,224,0.875,bicubic,-48.300,-36.450,+103
tf_efficientnet_b0_ns,46.053,53.947,63.243,36.757,5.29,224,0.875,bicubic,-47.687,-35.737,+175
jx_nest_base,46.043,53.957,60.103,39.897,67.72,224,0.875,bicubic,-49.497,-39.197,-27
resnet51q,46.030,53.970,60.907,39.093,35.70,288,1.000,bilinear,-49.170,-38.483,+2
vit_small_patch16_224,46.003,53.997,61.823,38.177,22.05,224,0.900,bicubic,-48.877,-37.447,+44
regnety_080,45.953,54.047,60.867,39.133,39.18,288,1.000,bicubic,-49.897,-38.573,-58
resnest50d,45.940,54.060,62.637,37.363,27.48,224,0.875,bilinear,-48.680,-36.343,+68
crossvit_18_240,45.897,54.103,60.373,39.627,43.27,240,0.875,bicubic,-49.173,-38.847,+18
regnety_032,45.893,54.107,61.540,38.460,19.44,288,1.000,bicubic,-49.587,-37.780,-26
twins_pcpvt_base,45.890,54.110,61.343,38.657,43.83,224,0.900,bicubic,-49.570,-38.017,-23
twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-37
levit_384,45.870,54.130,61.700,38.300,39.13,224,0.900,bicubic,-49.340,-37.460,-8
crossvit_18_dagger_240,45.857,54.143,59.923,40.077,44.27,240,0.875,bicubic,-49.333,-39.197,-6
crossvit_15_dagger_240,45.693,54.307,60.087,39.913,28.21,240,0.875,bicubic,-49.287,-39.073,+18
regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.710,-36.793,-24
convmixer_1536_20,45.660,54.340,61.767,38.233,51.63,224,0.960,bicubic,-49.310,-37.403,+17
gc_efficientnetv2_rw_t,45.650,54.350,60.197,39.803,13.68,288,1.000,bicubic,-49.630,-39.023,-17
efficientnetv2_rw_t,45.603,54.397,60.183,39.817,13.65,288,1.000,bicubic,-49.467,-38.797,+6
gluon_seresnext101_32x4d,45.597,54.403,61.150,38.850,48.96,224,0.875,bicubic,-48.853,-37.940,+78
xcit_tiny_24_p16_384_dist,45.577,54.423,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-35
xcit_small_24_p16_224,45.540,54.460,58.910,41.090,47.67,224,1.000,bicubic,-49.540,-40.150,+1
xcit_medium_24_p16_224,45.530,54.470,59.000,41.000,84.40,224,1.000,bicubic,-49.600,-40.120,-9
dm_nfnet_f0,45.470,54.530,60.987,39.013,71.49,256,0.900,bicubic,-50.220,-38.343,-59
resnext101_64x4d,45.457,54.543,59.043,40.957,83.46,288,1.000,bicubic,-50.083,-40.247,-47
gluon_resnet152_v1d,45.437,54.563,60.073,39.927,60.21,224,0.875,bicubic,-49.003,-38.937,+73
nfnet_l0,45.417,54.583,62.080,37.920,35.07,288,1.000,bicubic,-49.973,-37.340,-33
ssl_resnext50_32x4d,45.407,54.593,62.030,37.970,25.03,224,0.875,bilinear,-49.293,-37.210,+41
resnetv2_50x1_bit_distilled,45.397,54.603,62.297,37.703,25.55,224,0.875,bicubic,-49.993,-37.133,-34
xcit_small_12_p16_224,45.387,54.613,59.423,40.577,26.25,224,1.000,bicubic,-49.433,-39.637,+23
jx_nest_small,45.357,54.643,59.010,40.990,38.35,224,0.875,bicubic,-50.173,-40.200,-51
resnet61q,45.287,54.713,59.407,40.593,36.85,288,1.000,bicubic,-49.823,-39.673,-13
tresnet_xl_448,45.230,54.770,61.440,38.560,78.44,448,0.875,bilinear,-50.280,-37.900,-51
nasnetalarge,45.210,54.790,57.880,42.120,88.75,331,0.911,bicubic,-49.940,-41.250,-23
convit_small,45.203,54.797,60.493,39.507,27.78,224,0.875,bicubic,-49.717,-38.607,+9
swin_small_patch4_window7_224,45.163,54.837,60.323,39.677,49.61,224,0.900,bicubic,-50.557,-38.967,-76
tf_efficientnet_b3,45.110,54.890,60.643,39.357,12.23,300,0.904,bicubic,-49.800,-38.517,+8
resnet101,45.080,54.920,59.590,40.410,44.55,224,0.950,bicubic,-49.880,-39.490,-1
rexnet_200,45.050,54.950,62.303,37.697,16.37,224,0.875,bicubic,-49.610,-36.787,+34
resnetrs152,44.950,55.050,59.713,40.287,86.62,320,1.000,bicubic,-51.010,-39.667,-103
resnetv2_101,44.933,55.067,58.847,41.153,44.54,224,0.950,bicubic,-49.997,-40.353,+1
ecaresnetlight,44.890,55.110,60.783,39.217,30.16,224,0.875,bicubic,-49.250,-38.167,+90
deit_base_patch16_224,44.873,55.127,59.187,40.813,86.57,224,0.900,bicubic,-50.137,-39.793,-13
cait_xxs36_384,44.767,55.233,59.377,40.623,17.37,384,1.000,bicubic,-50.463,-39.953,-40
deit_base_patch16_384,44.767,55.233,59.623,40.377,86.86,384,1.000,bicubic,-50.883,-39.617,-77
resmlp_36_distilled_224,44.760,55.240,61.067,38.933,44.69,224,0.875,bicubic,-49.790,-38.093,+45
gernet_l,44.740,55.260,58.950,41.050,31.08,256,0.875,bilinear,-50.190,-40.180,-4
xcit_tiny_24_p16_224_dist,44.720,55.280,59.403,40.597,12.12,224,1.000,bicubic,-49.500,-39.557,+76
resmlp_24_distilled_224,44.707,55.293,61.457,38.543,30.02,224,0.875,bicubic,-49.633,-37.633,+63
tf_efficientnet_b2_ap,44.703,55.297,60.680,39.320,9.11,260,0.890,bicubic,-49.567,-38.250,+67
gmlp_s16_224,44.477,55.523,58.630,41.370,19.42,224,0.875,bicubic,-49.033,-40.150,+159
ens_adv_inception_resnet_v2,44.393,55.607,58.123,41.877,55.84,299,0.897,bicubic,-49.737,-40.667,+81
tresnet_l,44.363,55.637,59.943,40.057,55.99,224,0.875,bilinear,-50.537,-39.087,-6
gluon_resnext101_32x4d,44.297,55.703,59.087,40.913,44.18,224,0.875,bicubic,-49.823,-39.883,+81
poolformer_m48,44.267,55.733,59.300,40.700,73.47,224,0.950,bicubic,-50.863,-39.920,-40
wide_resnet50_2,44.177,55.823,59.697,40.303,68.88,224,0.875,bicubic,-50.483,-39.353,+18
regnetz_c16_evos,44.153,55.847,61.057,38.943,13.49,320,0.950,bicubic,-51.477,-38.363,-87
cspresnext50,44.147,55.853,60.537,39.463,20.57,224,0.875,bilinear,-49.633,-38.303,+115
resnetv2_101x1_bitm,44.117,55.883,61.977,38.023,44.54,448,1.000,bilinear,-51.203,-37.393,-60
crossvit_15_240,44.117,55.883,59.137,40.863,27.53,240,0.875,bicubic,-50.593,-39.933,+6
seresnext50_32x4d,44.107,55.893,59.483,40.517,27.56,224,0.875,bicubic,-50.693,-39.647,-7
gluon_resnet152_v1s,44.070,55.930,58.707,41.293,60.32,224,0.875,bicubic,-50.650,-40.353,+2
pit_b_224,44.067,55.933,58.030,41.970,73.76,224,0.900,bicubic,-50.723,-40.790,-8
poolformer_m36,44.030,55.970,59.067,40.933,56.17,224,0.950,bicubic,-50.980,-40.033,-32
ssl_resnet50,44.023,55.977,61.907,38.093,25.56,224,0.875,bilinear,-50.287,-36.683,+49
inception_resnet_v2,44.003,55.997,57.913,42.087,55.84,299,0.897,bicubic,-50.337,-40.887,+45
pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-70
pit_s_224,43.897,56.103,58.633,41.367,23.46,224,0.900,bicubic,-50.693,-40.287,+15
gluon_resnext101_64x4d,43.887,56.113,58.700,41.300,83.46,224,0.875,bicubic,-50.463,-40.180,+41
coat_lite_small,43.820,56.180,57.137,42.863,19.84,224,0.900,bicubic,-51.260,-41.893,-48
regnetv_040,43.787,56.213,58.467,41.533,20.64,288,1.000,bicubic,-51.943,-40.913,-112
tnt_s_patch16_224,43.777,56.223,59.207,40.793,23.76,224,0.900,bicubic,-50.803,-39.973,+14
cait_xxs36_224,43.767,56.233,58.733,41.267,17.30,224,1.000,bicubic,-50.163,-40.147,+79
ecaresnet50d,43.750,56.250,60.377,39.623,25.58,224,0.875,bicubic,-50.450,-38.643,+52
ecaresnet101d_pruned,43.733,56.267,59.603,40.397,24.88,224,0.875,bicubic,-50.717,-39.497,+22
swin_s3_tiny_224,43.710,56.290,59.500,40.500,28.33,224,0.900,bicubic,-51.200,-39.610,-30
tf_efficientnetv2_s,43.703,56.297,58.597,41.403,21.46,384,1.000,bicubic,-52.007,-40.803,-114
rexnet_150,43.693,56.307,60.890,39.110,9.73,224,0.875,bicubic,-50.567,-38.190,+43
pit_xs_distilled_224,43.660,56.340,60.710,39.290,11.00,224,0.900,bicubic,-49.580,-38.040,+156
xcit_tiny_12_p8_224_dist,43.640,56.360,58.467,41.533,6.71,224,1.000,bicubic,-51.090,-40.633,-18
crossvit_small_240,43.467,56.533,58.947,41.053,26.86,240,0.875,bicubic,-51.113,-40.173,+3
gluon_resnet101_v1d,43.433,56.567,58.617,41.383,44.57,224,0.875,bicubic,-50.737,-40.323,+47
ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.820,-59
gluon_resnet101_v1s,43.363,56.637,58.513,41.487,44.67,224,0.875,bicubic,-50.807,-40.497,+46
cspdarknet53,43.360,56.640,59.433,40.567,27.64,256,0.887,bilinear,-50.730,-39.547,+52
xcit_tiny_24_p8_224,43.307,56.693,57.277,42.723,12.11,224,1.000,bicubic,-51.583,-41.913,-38
xcit_tiny_12_p8_384_dist,43.303,56.697,58.180,41.820,6.71,384,1.000,bicubic,-52.037,-41.160,-89
dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.027,+106
convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+11
visformer_small,43.260,56.740,57.977,42.023,40.22,224,0.900,bicubic,-51.700,-41.233,-52
eca_nfnet_l0,43.237,56.763,59.910,40.090,24.14,288,1.000,bicubic,-52.213,-39.480,-102
regnety_064,43.223,56.777,57.227,42.773,30.58,288,1.000,bicubic,-52.567,-42.063,-139
resnest26d,43.143,56.857,60.633,39.367,17.07,224,0.875,bilinear,-50.097,-38.187,+140
vit_small_patch32_384,43.140,56.860,59.303,40.697,22.92,384,1.000,bicubic,-51.460,-39.837,-12
twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-14
resmlp_36_224,43.047,56.953,59.313,40.687,44.69,224,0.875,bicubic,-50.603,-39.377,+92
cspresnet50,43.040,56.960,59.147,40.853,21.62,256,0.887,bilinear,-50.820,-39.713,+63
dpn131,43.037,56.963,57.430,42.570,79.25,224,0.875,bicubic,-50.713,-41.400,+78
tf_efficientnet_lite4,42.970,57.030,57.643,42.357,13.01,380,0.920,bilinear,-51.900,-41.447,-48
twins_svt_small,42.927,57.073,58.467,41.533,24.06,224,0.900,bicubic,-51.843,-40.613,-41
gluon_resnet152_v1b,42.897,57.103,57.733,42.267,60.19,224,0.875,bicubic,-51.133,-41.017,+41
fbnetv3_d,42.883,57.117,59.693,40.307,10.31,256,0.950,bilinear,-50.957,-39.217,+61
dpn107,42.863,57.137,57.373,42.627,86.92,224,0.875,bicubic,-51.097,-41.457,+46
levit_256,42.820,57.180,57.907,42.093,18.89,224,0.900,bicubic,-51.580,-41.153,-2
gluon_resnet152_v1c,42.810,57.190,57.733,42.267,60.21,224,0.875,bicubic,-51.080,-41.067,+50
tf_efficientnet_b1_ap,42.807,57.193,58.813,41.187,7.79,240,0.882,bicubic,-50.823,-39.987,+87
gcresnet50t,42.790,57.210,59.180,40.820,25.90,256,0.900,bicubic,-51.830,-39.940,-28
gluon_xception65,42.787,57.213,58.817,41.183,39.92,299,0.903,bicubic,-51.223,-40.203,+37
tresnet_l_448,42.743,57.257,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.353,-116
resnet50d,42.713,57.287,58.683,41.317,25.58,224,0.875,bicubic,-51.357,-40.237,+30
gluon_seresnext50_32x4d,42.683,57.317,58.687,41.313,27.56,224,0.875,bicubic,-51.487,-40.223,+20
xcit_tiny_12_p16_384_dist,42.587,57.413,58.080,41.920,6.72,384,1.000,bicubic,-51.943,-41.090,-20
regnety_040,42.580,57.420,57.027,42.973,20.65,288,1.000,bicubic,-52.900,-42.393,-128
resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+60
seresnet50,42.513,57.487,58.680,41.320,28.09,224,0.875,bicubic,-51.567,-40.270,+24
nf_resnet50,42.507,57.493,59.530,40.470,25.56,288,0.940,bicubic,-51.883,-39.540,-13
resnetrs101,42.443,57.557,57.287,42.713,63.62,288,0.940,bicubic,-52.807,-41.923,-115
jx_nest_tiny,42.320,57.680,57.047,42.953,17.06,224,0.875,bicubic,-52.630,-42.053,-79
poolformer_s36,42.320,57.680,58.750,41.250,30.86,224,0.900,bicubic,-52.300,-40.280,-41
tf_efficientnetv2_b3,42.320,57.680,57.937,42.063,14.36,300,0.904,bicubic,-52.800,-41.293,-103
convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+179
xcit_tiny_24_p16_224,42.277,57.723,56.827,43.173,12.12,224,1.000,bicubic,-51.563,-41.933,+43
deit_small_patch16_224,42.273,57.727,58.010,41.990,22.05,224,0.900,bicubic,-51.707,-40.950,+25
dpn98,42.273,57.727,56.877,43.123,61.57,224,0.875,bicubic,-51.647,-42.043,+29
tf_efficientnet_cc_b1_8e,42.233,57.767,58.427,41.573,39.72,240,0.882,bicubic,-51.337,-40.263,+78
legacy_senet154,42.203,57.797,56.590,43.410,115.09,224,0.875,bilinear,-52.527,-42.590,-63
cait_xxs24_384,42.187,57.813,57.463,42.537,12.03,384,1.000,bicubic,-52.753,-41.667,-86
xception41p,42.160,57.840,56.900,43.100,26.91,299,0.940,bicubic,-52.900,-42.250,-99
tf_efficientnet_b2,42.117,57.883,58.193,41.807,9.11,260,0.890,bicubic,-52.093,-40.837,-4
gluon_resnext50_32x4d,42.040,57.960,57.670,42.330,25.03,224,0.875,bicubic,-51.610,-41.280,+59
resnext50_32x4d,41.970,58.030,56.747,43.253,25.03,224,0.950,bicubic,-52.600,-41.903,-44
ecaresnet50d_pruned,41.950,58.050,58.210,41.790,19.94,224,0.875,bicubic,-51.870,-40.790,+34
efficientnet_b2,41.930,58.070,58.297,41.703,9.11,288,1.000,bicubic,-52.440,-40.753,-26
xcit_tiny_12_p16_224_dist,41.927,58.073,57.233,42.767,6.72,224,1.000,bicubic,-51.423,-41.507,+93
hrnet_w64,41.640,58.360,57.123,42.877,128.06,224,0.875,bilinear,-52.200,-41.807,+29
dla102x2,41.637,58.363,57.970,42.030,41.28,224,0.875,bilinear,-52.363,-41.060,+11
gluon_senet154,41.623,58.377,56.377,43.623,115.09,224,0.875,bicubic,-53.087,-42.593,-71
poolformer_s24,41.610,58.390,58.447,41.553,21.39,224,0.900,bicubic,-52.720,-40.613,-25
inception_v4,41.580,58.420,55.380,44.620,42.68,299,0.875,bicubic,-52.800,-43.690,-33
haloregnetz_b,41.540,58.460,57.087,42.913,11.68,224,0.940,bicubic,-52.980,-41.883,-47
efficientnet_em,41.497,58.503,58.870,41.130,6.90,240,0.882,bicubic,-52.243,-40.060,+36
tf_efficientnet_cc_b0_8e,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+121
efficientnet_el,41.487,58.513,58.310,41.690,10.59,300,0.904,bicubic,-53.183,-40.820,-71
halo2botnet50ts_256,41.467,58.533,56.200,43.800,22.64,256,0.950,bicubic,-53.543,-42.840,-113
swin_tiny_patch4_window7_224,41.460,58.540,57.303,42.697,28.29,224,0.900,bicubic,-53.160,-41.747,-68
resnetv2_50,41.390,58.610,56.750,43.250,25.55,224,0.950,bicubic,-52.880,-42.030,-28
cait_xxs24_224,41.380,58.620,57.523,42.477,11.96,224,1.000,bicubic,-52.110,-41.257,+65
tv_resnet152,41.337,58.663,57.527,42.473,60.19,224,0.875,bilinear,-51.903,-41.323,+86
xception71,41.277,58.723,55.880,44.120,42.34,299,0.903,bicubic,-52.613,-43.070,+9
dpn92,41.270,58.730,56.337,43.663,37.67,224,0.875,bicubic,-52.910,-42.593,-23
gcresnext50ts,41.267,58.733,57.137,42.863,15.67,256,0.900,bicubic,-53.143,-41.853,-51
adv_inception_v3,41.267,58.733,56.317,43.683,23.83,299,0.875,bicubic,-51.743,-42.173,+98
gernet_s,41.257,58.743,58.833,41.167,8.17,224,0.875,bilinear,-51.183,-39.667,+141
resnetv2_50d_evos,41.133,58.867,56.047,43.953,25.59,288,0.950,bicubic,-53.987,-43.153,-136
resnetblur50,41.073,58.927,57.080,42.920,25.56,224,0.875,bicubic,-52.637,-41.730,+27
nf_regnet_b1,41.007,58.993,58.117,41.883,10.22,288,0.900,bicubic,-52.873,-40.623,+3
gluon_resnet50_v1d,40.967,59.033,57.147,42.853,25.58,224,0.875,bicubic,-52.563,-41.563,+49
fbnetv3_b,40.940,59.060,58.660,41.340,8.60,256,0.950,bilinear,-52.700,-40.100,+33
gluon_inception_v3,40.907,59.093,55.617,44.383,23.83,299,0.875,bicubic,-52.633,-43.213,+46
ese_vovnet39b,40.870,59.130,56.943,43.057,24.57,224,0.875,bicubic,-52.980,-41.957,+2
levit_192,40.840,59.160,56.693,43.307,10.95,224,0.900,bicubic,-52.870,-42.107,+20
resnet34d,40.810,59.190,56.533,43.467,21.82,224,0.875,bicubic,-51.830,-41.887,+118
regnety_320,40.803,59.197,56.110,43.890,145.05,224,0.875,bicubic,-53.717,-43.060,-69
resnetv2_50d_gn,40.783,59.217,56.207,43.793,25.57,288,0.950,bicubic,-54.317,-42.853,-143
xception,40.770,59.230,56.383,43.617,22.86,299,0.897,bicubic,-52.870,-42.527,+25
lamhalobotnet50ts_256,40.747,59.253,56.097,43.903,22.57,256,0.950,bicubic,-54.033,-42.883,-110
resnet50_gn,40.737,59.263,55.743,44.257,25.56,224,0.940,bicubic,-53.443,-43.177,-39
skresnext50_32x4d,40.690,59.310,56.023,43.977,27.48,224,0.875,bicubic,-53.260,-42.807,-17
hrnet_w40,40.680,59.320,56.757,43.243,57.56,224,0.875,bilinear,-53.030,-42.043,+10
gluon_resnet101_v1b,40.680,59.320,56.127,43.873,44.55,224,0.875,bicubic,-53.080,-42.573,+6
resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+46
repvgg_b1,40.590,59.410,57.830,42.170,57.42,224,0.875,bilinear,-52.820,-40.960,+50
halonet50ts,40.573,59.427,55.203,44.797,22.73,256,0.940,bicubic,-54.137,-43.617,-106
tf_efficientnet_lite3,40.567,59.433,56.477,43.523,8.20,300,0.904,bilinear,-53.553,-42.463,-40
xcit_tiny_12_p8_224,40.530,59.470,55.620,44.380,6.71,224,1.000,bicubic,-53.830,-43.450,-66
tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.123,-42.447,-101
dla169,40.497,59.503,57.267,42.733,53.39,224,0.875,bilinear,-53.303,-41.643,-6
pit_xs_224,40.483,59.517,56.533,43.467,10.62,224,0.900,bicubic,-52.427,-42.247,+80
repvgg_b2,40.467,59.533,57.773,42.227,89.02,224,0.875,bilinear,-53.123,-41.297,+21
regnetx_320,40.450,59.550,55.663,44.337,107.81,224,0.875,bicubic,-53.770,-43.387,-57
coat_mini,40.420,59.580,55.160,44.840,10.34,224,0.900,bicubic,-54.350,-43.790,-124
skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+104
efficientnet_el_pruned,40.390,59.610,56.913,43.087,10.59,300,0.904,bicubic,-53.700,-42.107,-45
efficientnet_b2_pruned,40.380,59.620,56.537,43.463,8.31,260,0.890,bicubic,-53.420,-42.293,-14
resnet50,40.363,59.637,54.660,45.340,25.56,224,0.950,bicubic,-53.557,-43.810,-31
wide_resnet101_2,40.363,59.637,55.783,44.217,126.89,224,0.875,bilinear,-53.367,-43.027,-7
coat_lite_mini,40.357,59.643,55.713,44.287,11.01,224,0.900,bicubic,-53.103,-43.067,+27
legacy_seresnext101_32x4d,40.350,59.650,54.823,45.177,48.96,224,0.875,bilinear,-53.770,-44.137,-52
sebotnet33ts_256,40.340,59.660,53.207,46.793,13.70,256,0.940,bicubic,-53.970,-45.943,-74
tf_efficientnet_b0_ap,40.337,59.663,56.790,43.210,5.29,224,0.875,bicubic,-52.273,-41.580,+92
densenet201,40.270,59.730,56.710,43.290,20.01,224,0.875,bicubic,-52.420,-41.940,+83
regnetx_160,40.270,59.730,56.057,43.943,54.28,224,0.875,bicubic,-53.620,-43.033,-36
resnext50d_32x4d,40.163,59.837,55.487,44.513,25.05,224,0.875,bicubic,-53.647,-43.253,-24
eca_resnet33ts,40.133,59.867,57.000,43.000,19.68,256,0.900,bicubic,-53.727,-41.890,-33
hrnet_w48,40.097,59.903,56.633,43.367,77.47,224,0.875,bilinear,-53.933,-42.407,-52
vit_base_patch16_224_sam,40.097,59.903,55.433,44.567,86.57,224,0.900,bicubic,-53.793,-43.457,-39
legacy_seresnet152,40.050,59.950,55.817,44.183,66.82,224,0.875,bilinear,-53.390,-43.033,+19
hrnet_w30,40.030,59.970,57.113,42.887,37.71,224,0.875,bilinear,-53.360,-41.717,+26
regnetz_b16,40.000,60.000,55.630,44.370,9.72,288,0.940,bicubic,-54.680,-43.530,-129
regnetx_080,39.993,60.007,55.967,44.033,39.57,224,0.875,bicubic,-53.797,-42.933,-28
tf_efficientnet_b1,39.980,60.020,56.130,43.870,7.79,240,0.882,bicubic,-53.730,-42.670,-18
gluon_resnet101_v1c,39.953,60.047,55.317,44.683,44.57,224,0.875,bicubic,-53.737,-43.443,-17
resmlp_12_distilled_224,39.850,60.150,57.447,42.553,15.35,224,0.875,bicubic,-53.020,-41.173,+60
seresnet33ts,39.830,60.170,56.517,43.483,19.78,256,0.900,bicubic,-54.440,-42.433,-85
tf_efficientnetv2_b0,39.780,60.220,56.290,43.710,7.14,224,0.875,bicubic,-53.280,-42.410,+38
res2net50_26w_8s,39.760,60.240,54.907,45.093,48.40,224,0.875,bilinear,-53.660,-43.783,+15
lambda_resnet50ts,39.733,60.267,54.350,45.650,21.54,256,0.950,bicubic,-54.837,-44.450,-119
res2net101_26w_4s,39.710,60.290,54.553,45.447,45.21,224,0.875,bilinear,-53.810,-44.137,-1
regnetx_120,39.690,60.310,55.650,44.350,46.11,224,0.875,bicubic,-54.570,-43.540,-89
hrnet_w44,39.673,60.327,55.327,44.673,67.06,224,0.875,bilinear,-53.937,-43.633,-14
vit_small_patch32_224,39.670,60.330,55.263,44.737,22.88,224,0.900,bicubic,-52.480,-43.247,+99
densenet161,39.623,60.377,56.133,43.867,28.68,224,0.875,bicubic,-53.267,-42.677,+49
resmlp_big_24_224,39.623,60.377,54.827,45.173,129.14,224,0.875,bicubic,-54.647,-43.993,-97
mixnet_xl,39.610,60.390,55.883,44.117,11.90,224,0.875,bicubic,-54.620,-42.937,-92
xception41,39.603,60.397,55.033,44.967,26.97,299,0.903,bicubic,-53.877,-43.717,-2
tf_efficientnetv2_b1,39.570,60.430,55.347,44.653,8.14,240,0.882,bicubic,-54.140,-43.473,-32
dla102x,39.560,60.440,56.310,43.690,26.31,224,0.875,bilinear,-53.960,-42.290,-8
gcresnet33ts,39.550,60.450,55.820,44.180,19.88,256,0.900,bicubic,-54.270,-43.090,-51
xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+74
sehalonet33ts,39.533,60.467,54.003,45.997,13.69,256,0.940,bicubic,-54.987,-44.747,-125
rexnet_130,39.490,60.510,56.633,43.367,7.56,224,0.875,bicubic,-54.190,-42.077,-35
hrnet_w32,39.463,60.537,56.133,43.867,41.23,224,0.875,bilinear,-53.487,-42.707,+32
levit_128,39.433,60.567,55.343,44.657,9.21,224,0.900,bicubic,-53.607,-43.197,+22
resnetv2_50x1_bitm,39.430,60.570,57.853,42.147,25.55,448,1.000,bilinear,-55.320,-41.327,-164
densenetblur121d,39.387,60.613,56.640,43.360,8.00,224,0.875,bicubic,-53.013,-41.830,+74
regnety_120,39.357,60.643,55.273,44.727,51.82,224,0.875,bicubic,-54.653,-43.767,-80
tf_efficientnet_el,39.307,60.693,55.377,44.623,10.59,300,0.904,bicubic,-55.053,-43.723,-119
tv_resnet101,39.287,60.713,55.790,44.210,44.55,224,0.875,bilinear,-53.593,-42.870,+34
tf_inception_v3,39.240,60.760,54.307,45.693,23.83,299,0.875,bicubic,-53.960,-44.173,+7
gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-31
tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.897,-44.363,-90
densenet169,39.167,60.833,55.840,44.160,14.15,224,0.875,bicubic,-53.113,-42.750,+71
legacy_seresnet101,39.027,60.973,55.000,45.000,49.33,224,0.875,bilinear,-54.243,-43.740,-5
efficientnet_b1_pruned,39.010,60.990,55.633,44.367,6.33,240,0.882,bicubic,-53.960,-42.887,+19
repvgg_b1g4,38.997,61.003,56.353,43.647,39.97,224,0.875,bilinear,-54.033,-42.467,+12
crossvit_9_dagger_240,38.973,61.027,54.863,45.137,8.78,240,0.875,bicubic,-53.787,-43.647,+36
inception_v3,38.963,61.037,53.847,46.153,23.83,299,0.875,bicubic,-53.937,-44.483,+23
dpn68,38.937,61.063,54.947,45.053,12.61,224,0.875,bicubic,-53.323,-43.663,+67
resnet33ts,38.927,61.073,55.583,44.417,19.68,256,0.900,bicubic,-54.703,-43.177,-47
legacy_seresnext50_32x4d,38.883,61.117,54.597,45.403,27.56,224,0.875,bilinear,-54.547,-44.203,-20
dla102,38.843,61.157,55.323,44.677,33.27,224,0.875,bilinear,-54.417,-43.447,-11
densenet121,38.780,61.220,56.280,43.720,7.98,224,0.875,bicubic,-53.160,-42.120,+76
resnet32ts,38.770,61.230,55.807,44.193,17.96,256,0.900,bicubic,-54.800,-42.943,-41
regnetx_040,38.707,61.293,55.350,44.650,22.12,224,0.875,bicubic,-54.963,-43.590,-57
res2net50_14w_8s,38.693,61.307,54.073,45.927,25.06,224,0.875,bilinear,-54.337,-44.627,+3
regnetx_032,38.690,61.310,55.163,44.837,15.30,224,0.875,bicubic,-54.560,-43.567,-14
res2net50_26w_6s,38.690,61.310,53.760,46.240,37.05,224,0.875,bilinear,-54.910,-44.990,-49
dla60x,38.617,61.383,55.387,44.613,17.35,224,0.875,bilinear,-54.573,-43.323,-11
selecsls60,38.613,61.387,55.633,44.367,30.67,224,0.875,bicubic,-54.387,-43.197,+2
tf_efficientnet_b0,38.607,61.393,55.953,44.047,5.29,224,0.875,bicubic,-53.793,-42.457,+48
dla60_res2net,38.593,61.407,54.550,45.450,20.85,224,0.875,bilinear,-54.787,-44.310,-26
selecsls60b,38.563,61.437,55.303,44.697,32.77,224,0.875,bicubic,-54.937,-43.537,-41
repvgg_a2,38.560,61.440,55.763,44.237,28.21,224,0.875,bilinear,-54.120,-42.757,+23
hardcorenas_f,38.503,61.497,55.667,44.333,8.20,224,0.875,bilinear,-54.477,-42.953,-2
dla60_res2next,38.453,61.547,54.957,45.043,17.03,224,0.875,bilinear,-55.117,-43.833,-54
resmlp_12_224,38.443,61.557,56.323,43.677,15.35,224,0.875,bicubic,-53.677,-42.247,+56
regnetx_064,38.430,61.570,54.987,45.013,26.21,224,0.875,bicubic,-55.190,-44.063,-62
gluon_resnet50_v1b,38.410,61.590,54.813,45.187,25.56,224,0.875,bicubic,-54.150,-43.737,+29
tf_efficientnet_cc_b0_4e,38.410,61.590,55.150,44.850,13.31,224,0.875,bicubic,-54.430,-43.290,+8
hrnet_w18,38.263,61.737,55.643,44.357,21.30,224,0.875,bilinear,-54.487,-43.017,+13
tinynet_a,38.223,61.777,55.177,44.823,6.19,192,0.875,bicubic,-54.567,-43.303,+9
poolformer_s12,38.167,61.833,56.183,43.817,11.92,224,0.900,bicubic,-54.303,-42.167,+30
mixnet_l,38.153,61.847,54.750,45.250,7.33,224,0.875,bicubic,-55.117,-43.950,-34
hardcorenas_e,38.133,61.867,55.163,44.837,8.07,224,0.875,bilinear,-54.807,-43.407,-9
efficientnet_b1,38.087,61.913,54.010,45.990,7.79,256,1.000,bicubic,-54.943,-44.700,-19
coat_lite_tiny,38.063,61.937,53.460,46.540,5.72,224,0.900,bicubic,-54.797,-45.180,-1
gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+8
resnetrs50,37.960,62.040,53.317,46.683,35.69,224,0.910,bicubic,-56.060,-45.533,-124
hardcorenas_c,37.887,62.113,55.727,44.273,5.52,224,0.875,bilinear,-54.443,-42.613,+32
gluon_resnet50_v1c,37.853,62.147,54.113,45.887,25.58,224,0.875,bicubic,-55.067,-44.587,-13
res2net50_26w_4s,37.817,62.183,53.083,46.917,25.70,224,0.875,bilinear,-55.363,-45.587,-33
efficientnet_es,37.777,62.223,54.977,45.023,5.44,224,0.875,bicubic,-55.143,-43.713,-16
resnest14d,37.770,62.230,56.463,43.537,10.61,224,0.875,bilinear,-53.360,-41.867,+75
tv_resnext50_32x4d,37.743,62.257,54.107,45.893,25.03,224,0.875,bilinear,-55.167,-44.613,-15
resnet26t,37.687,62.313,55.260,44.740,16.01,256,0.940,bicubic,-54.983,-43.320,+4
ecaresnet26t,37.643,62.357,54.350,45.650,16.01,320,0.950,bicubic,-56.307,-44.570,-126
hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.707,+6
res2next50,37.487,62.513,52.860,47.140,24.67,224,0.875,bilinear,-55.653,-45.790,-37
resnet34,37.450,62.550,54.303,45.697,21.80,224,0.875,bilinear,-53.750,-43.937,+63
pit_ti_distilled_224,37.333,62.667,55.137,44.863,5.10,224,0.900,bicubic,-53.567,-43.083,+75
lambda_resnet26t,37.297,62.703,53.577,46.423,10.96,256,0.940,bicubic,-56.103,-45.153,-58
hardcorenas_b,37.243,62.757,55.073,44.927,5.18,224,0.875,bilinear,-54.697,-43.207,+35
mobilenetv3_large_100_miil,37.213,62.787,53.513,46.487,5.48,224,0.875,bilinear,-55.037,-44.737,+23
eca_halonext26ts,37.177,62.823,53.113,46.887,10.76,256,0.940,bicubic,-56.383,-45.567,-80
res2net50_48w_2s,37.127,62.873,53.340,46.660,25.29,224,0.875,bilinear,-55.663,-45.220,-14
dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.430,-9
lambda_resnet26rpt_256,37.073,62.927,53.830,46.170,10.99,256,0.940,bicubic,-56.357,-45.050,-68
bat_resnext26ts,37.063,62.937,53.747,46.253,10.73,256,0.900,bicubic,-56.047,-44.983,-46
rexnet_100,37.060,62.940,54.033,45.967,4.80,224,0.875,bicubic,-55.780,-44.587,-23
regnety_016,37.013,62.987,54.083,45.917,11.20,224,0.875,bicubic,-55.987,-44.597,-40
tf_mixnet_l,36.977,63.023,52.577,47.423,7.33,224,0.875,bicubic,-56.063,-46.103,-47
botnet26t_256,36.960,63.040,53.073,46.927,12.49,256,0.950,bicubic,-56.470,-45.587,-74
legacy_seresnet50,36.870,63.130,53.473,46.527,28.09,224,0.875,bilinear,-55.800,-45.177,-15
halonet26t,36.857,63.143,52.277,47.723,12.48,256,0.950,bicubic,-56.743,-46.363,-97
tv_densenet121,36.807,63.193,54.033,45.967,7.98,224,0.875,bicubic,-54.603,-44.217,+40
tf_efficientnet_lite2,36.803,63.197,53.323,46.677,6.09,260,0.890,bicubic,-55.777,-45.227,-11
mobilenetv2_120d,36.773,63.227,54.043,45.957,5.83,224,0.875,bicubic,-55.837,-44.457,-16
tf_efficientnet_lite1,36.740,63.260,53.587,46.413,5.42,240,0.882,bicubic,-55.570,-44.903,+4
regnetx_016,36.680,63.320,53.307,46.693,9.19,224,0.875,bicubic,-55.860,-45.243,-11
eca_botnext26ts_256,36.677,63.323,52.470,47.530,10.59,256,0.950,bicubic,-56.693,-46.230,-74
hardcorenas_a,36.643,63.357,54.907,45.093,5.26,224,0.875,bilinear,-54.977,-43.263,+26
levit_128s,36.613,63.387,53.127,46.873,7.78,224,0.900,bicubic,-54.887,-45.273,+28
efficientnet_b0,36.603,63.397,53.487,46.513,5.29,224,0.875,bicubic,-55.877,-44.953,-13
vit_base_patch32_224_sam,36.547,63.453,53.043,46.957,88.22,224,0.900,bicubic,-53.313,-44.557,+68
xcit_nano_12_p8_224_dist,36.537,63.463,52.877,47.123,3.05,224,1.000,bicubic,-55.893,-45.643,-9
tf_efficientnet_em,36.383,63.617,52.837,47.163,6.90,240,0.882,bicubic,-56.787,-45.833,-67
skresnet18,36.320,63.680,54.193,45.807,11.96,224,0.875,bicubic,-53.850,-43.587,+61
repvgg_b0,36.280,63.720,54.050,45.950,15.82,224,0.875,bilinear,-55.400,-44.400,+16
tv_resnet50,36.180,63.820,52.800,47.200,25.56,224,0.875,bilinear,-55.960,-45.620,+2
xcit_nano_12_p16_384_dist,36.150,63.850,53.253,46.747,3.05,384,1.000,bicubic,-55.960,-45.267,+4
legacy_seresnet34,36.140,63.860,52.553,47.447,21.96,224,0.875,bilinear,-55.340,-45.647,+20
coat_tiny,36.120,63.880,51.060,48.940,5.50,224,0.900,bicubic,-57.400,-47.790,-104
tv_resnet34,36.083,63.917,53.533,46.467,21.80,224,0.875,bilinear,-54.207,-44.447,+53
deit_tiny_distilled_patch16_224,36.030,63.970,54.237,45.763,5.91,224,0.900,bicubic,-55.080,-44.033,+36
mobilenetv2_140,36.013,63.987,53.950,46.050,6.11,224,0.875,bicubic,-56.027,-44.300,0
tf_efficientnet_lite0,35.927,64.073,53.470,46.530,4.65,224,0.875,bicubic,-55.373,-44.620,+21
seresnext26ts,35.823,64.177,53.930,46.070,10.39,256,0.900,bicubic,-56.997,-44.670,-49
selecsls42b,35.813,64.187,52.490,47.510,32.46,224,0.875,bicubic,-56.667,-46.190,-29
xcit_nano_12_p8_384_dist,35.773,64.227,52.293,47.707,3.05,384,1.000,bicubic,-57.487,-46.557,-88
gluon_resnet34_v1b,35.767,64.233,52.183,47.817,21.80,224,0.875,bicubic,-55.333,-45.997,+31
dla34,35.640,64.360,52.783,47.217,15.74,224,0.875,bilinear,-55.590,-45.397,+19
mixnet_m,35.637,64.363,52.433,47.567,5.01,224,0.875,bicubic,-56.633,-45.917,-18
efficientnet_lite0,35.633,64.367,53.653,46.347,4.65,224,0.875,bicubic,-55.627,-44.177,+16
ssl_resnet18,35.590,64.410,53.737,46.263,11.69,224,0.875,bilinear,-55.110,-44.293,+34
mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-55.993,-44.557,+4
efficientnet_es_pruned,35.380,64.620,52.840,47.160,5.44,224,0.875,bicubic,-56.320,-45.570,-3
mobilenetv2_110d,35.290,64.710,52.837,47.163,4.52,224,0.875,bicubic,-56.050,-45.343,+9
tf_mixnet_m,35.187,64.813,50.983,49.017,5.01,224,0.875,bicubic,-57.013,-47.437,-19
hrnet_w18_small_v2,35.173,64.827,52.430,47.570,15.60,224,0.875,bilinear,-55.997,-45.910,+15
resnet18d,35.127,64.873,52.890,47.110,11.71,224,0.875,bicubic,-54.863,-44.940,+40
xcit_nano_12_p16_224_dist,35.123,64.877,52.553,47.447,3.05,224,1.000,bicubic,-55.037,-45.207,+38
eca_resnext26ts,35.047,64.953,52.307,47.693,10.30,256,0.900,bicubic,-57.363,-46.313,-35
resnext26ts,35.047,64.953,53.417,46.583,10.30,256,0.900,bicubic,-57.173,-44.833,-25
convit_tiny,35.043,64.957,51.763,48.237,5.71,224,0.875,bicubic,-55.507,-46.447,+26
gcresnext26ts,34.933,65.067,51.670,48.330,10.48,256,0.900,bicubic,-57.537,-46.820,-44
tinynet_b,34.873,65.127,52.017,47.983,3.73,188,0.875,bicubic,-56.257,-46.053,+13
ese_vovnet19b_dw,34.823,65.177,52.047,47.953,6.54,224,0.875,bicubic,-57.187,-46.463,-21
regnety_008,34.810,65.190,51.750,48.250,6.26,224,0.875,bicubic,-57.100,-46.670,-19
pit_ti_224,34.680,65.320,52.160,47.840,4.85,224,0.900,bicubic,-55.750,-45.840,+25
crossvit_9_240,34.607,65.393,51.757,48.243,8.55,240,0.875,bicubic,-56.443,-46.553,+13
mobilenetv3_large_100,34.603,65.397,52.863,47.137,5.48,224,0.875,bicubic,-56.877,-45.457,-9
seresnext26d_32x4d,34.540,65.460,51.550,48.450,16.81,224,0.875,bicubic,-57.890,-46.990,-47
seresnext26t_32x4d,34.533,65.467,51.377,48.623,16.81,224,0.875,bicubic,-58.277,-47.183,-74
mixer_b16_224,34.430,65.570,48.077,51.923,59.88,224,0.875,bicubic,-56.710,-50.153,+3
resnet26d,34.273,65.727,51.693,48.307,16.01,224,0.875,bicubic,-57.977,-46.757,-38
tf_efficientnet_es,34.263,65.737,51.350,48.650,5.44,224,0.875,bicubic,-57.847,-47.080,-33
fbnetc_100,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.007,-47.070,-9
regnety_006,34.150,65.850,51.273,48.727,6.06,224,0.875,bicubic,-57.410,-47.157,-20
tf_mobilenetv3_large_100,33.940,66.060,51.487,48.513,5.48,224,0.875,bilinear,-57.480,-46.773,-15
semnasnet_075,33.783,66.217,52.423,47.577,2.91,224,0.875,bicubic,-56.427,-45.547,+17
regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-6
mnasnet_100,33.763,66.237,51.177,48.823,4.38,224,0.875,bicubic,-57.437,-46.873,-11
lcnet_100,33.747,66.253,52.100,47.900,2.95,224,0.875,bicubic,-55.213,-45.280,+29
vit_tiny_r_s16_p8_384,33.657,66.343,50.687,49.313,6.36,384,1.000,bicubic,-58.073,-47.743,-32
mobilevit_s,33.643,66.357,49.273,50.727,5.58,256,0.900,bicubic,-59.517,-49.507,-115
xcit_nano_12_p8_224,33.573,66.427,50.210,49.790,3.05,224,1.000,bicubic,-57.567,-47.190,-10
vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.907,-47.753,-142
semnasnet_100,33.520,66.480,50.777,49.223,3.89,224,0.875,bicubic,-58.140,-47.493,-32
resnet26,33.507,66.493,50.920,49.080,16.00,224,0.875,bicubic,-57.933,-47.340,-26
mixnet_s,33.487,66.513,50.993,49.007,4.13,224,0.875,bicubic,-58.293,-47.307,-39
spnasnet_100,33.483,66.517,51.267,48.733,4.42,224,0.875,bilinear,-57.127,-46.683,-2
crossvit_tiny_240,33.363,66.637,49.893,50.107,7.01,240,0.875,bicubic,-57.177,-48.047,-1
vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-9
ghostnet_100,33.203,66.797,51.157,48.843,5.18,224,0.875,bilinear,-57.237,-46.673,-1
regnetx_006,33.147,66.853,50.253,49.747,6.20,224,0.875,bicubic,-57.623,-47.847,-9
resnet18,33.070,66.930,51.180,48.820,11.69,224,0.875,bilinear,-55.080,-45.940,+22
xcit_nano_12_p16_224,32.967,67.033,49.993,50.007,3.05,224,1.000,bicubic,-55.983,-47.397,+16
legacy_seresnext26_32x4d,32.757,67.243,49.260,50.740,16.79,224,0.875,bicubic,-59.823,-49.150,-84
hrnet_w18_small,32.670,67.330,50.597,49.403,13.19,224,0.875,bilinear,-57.210,-47.293,+2
deit_tiny_patch16_224,32.657,67.343,50.277,49.723,5.72,224,0.900,bicubic,-56.963,-47.683,+5
legacy_seresnet18,32.593,67.407,50.323,49.677,11.78,224,0.875,bicubic,-56.667,-47.357,+8
regnetx_004,32.520,67.480,49.330,50.670,5.16,224,0.875,bicubic,-56.950,-48.440,+4
mobilenetv2_100,32.517,67.483,50.793,49.207,3.50,224,0.875,bicubic,-57.313,-47.037,0
gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+10
regnety_004,32.323,67.677,49.447,50.553,4.34,224,0.875,bicubic,-58.447,-48.633,-18
tf_mixnet_s,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.747,-51
vit_tiny_patch16_224,32.020,67.980,49.013,50.987,5.72,224,0.900,bicubic,-59.890,-49.327,-57
tf_mobilenetv3_large_075,31.863,68.137,49.110,50.890,3.99,224,0.875,bilinear,-58.457,-48.760,-13
tf_mobilenetv3_large_minimal_100,31.597,68.403,49.340,50.660,3.92,224,0.875,bilinear,-57.573,-47.980,+2
vit_tiny_r_s16_p8_224,30.807,69.193,47.650,52.350,6.34,224,0.900,bicubic,-58.533,-50.050,-2
tinynet_c,30.510,69.490,48.483,51.517,2.46,184,0.875,bicubic,-57.910,-48.777,+4
lcnet_075,30.370,69.630,48.763,51.237,2.36,224,0.875,bicubic,-56.570,-47.767,+13
vgg16_bn,30.357,69.643,47.257,52.743,138.37,224,0.875,bilinear,-60.183,-50.733,-21
regnety_002,29.683,70.317,46.800,53.200,3.16,224,0.875,bicubic,-58.507,-50.620,+3
mobilevit_xs,29.587,70.413,46.000,54.000,2.32,256,0.900,bicubic,-61.593,-52.220,-42
mobilenetv3_small_100,29.047,70.953,47.183,52.817,2.54,224,0.875,bicubic,-57.123,-49.277,+10
mnasnet_small,28.950,71.050,47.267,52.733,2.03,224,0.875,bicubic,-56.560,-48.713,+11
vgg13_bn,28.893,71.107,46.737,53.263,133.05,224,0.875,bilinear,-60.307,-50.783,-8
regnetx_002,28.863,71.137,45.420,54.580,2.68,224,0.875,bicubic,-58.517,-51.570,+2
mobilenetv2_050,28.680,71.320,46.597,53.403,1.97,224,0.875,bicubic,-56.310,-49.023,+11
vgg19,28.577,71.423,45.167,54.833,143.67,224,0.875,bilinear,-61.103,-52.383,-17
dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,+1
vgg11_bn,28.423,71.577,46.443,53.557,132.87,224,0.875,bilinear,-59.967,-50.827,-7
tinynet_d,27.967,72.033,45.853,54.147,2.34,152,0.875,bicubic,-57.463,-50.167,+6
vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-18
tf_mobilenetv3_small_100,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.673,-51.990,+1
mixer_l16_224,26.847,73.153,37.927,62.073,208.20,224,0.875,bicubic,-60.123,-56.113,-3
vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-6
mobilenetv3_small_075,26.530,73.470,43.887,56.113,2.04,224,0.875,bicubic,-57.590,-51.613,+5
mobilevit_xxs,26.347,73.653,43.030,56.970,1.27,256,0.900,bicubic,-61.603,-54.150,-11
vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-11
lcnet_050,26.220,73.780,44.573,55.427,1.88,224,0.875,bicubic,-56.780,-50.447,+3
dla46x_c,26.217,73.783,43.780,56.220,1.07,224,0.875,bilinear,-59.263,-52.660,-4
tf_mobilenetv3_small_075,26.203,73.797,43.640,56.360,2.04,224,0.875,bilinear,-58.327,-52.250,-1
dla46_c,25.500,74.500,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-3
tf_mobilenetv3_small_minimal_100,25.090,74.910,42.930,57.070,2.04,224,0.875,bilinear,-57.590,-52.080,0
tinynet_e,23.363,76.637,41.090,58.910,2.04,106,0.875,bicubic,-56.437,-52.890,0
mobilenetv3_small_050,21.743,78.257,38.757,61.243,1.59,224,0.875,bicubic,-56.357,-54.253,0