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,+20
ig_resnext101_32x32d,79.467,20.533,89.190,10.810,468.53,224,0.875,bilinear,-17.313,-10.340,+33
ig_resnext101_32x16d,78.817,21.183,88.467,11.533,194.03,224,0.875,bilinear,-17.623,-11.073,+60
tf_efficientnet_l2_ns_475,76.473,23.527,88.650,11.350,480.31,475,0.936,bicubic,-21.277,-11.170,0
swsl_resnext101_32x16d,76.307,23.693,87.740,12.260,194.03,224,0.875,bilinear,-19.973,-11.760,+70
ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+100
swsl_resnext101_32x8d,75.587,24.413,86.940,13.060,88.79,224,0.875,bilinear,-20.653,-12.650,+74
tf_efficientnet_l2_ns,74.660,25.340,87.543,12.457,480.31,800,0.960,bicubic,-23.120,-12.347,-5
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_512,73.163,26.837,85.080,14.920,305.67,512,1.000,bicubic,-24.617,-14.740,-8
swsl_resnext101_32x4d,72.660,27.340,85.160,14.840,44.18,224,0.875,bilinear,-23.380,-14.370,+84
beit_large_patch16_224,71.040,28.960,83.420,16.580,304.43,224,0.900,bicubic,-26.440,-16.270,-6
swsl_resnext50_32x4d,68.970,31.030,82.803,17.197,25.03,224,0.875,bilinear,-26.630,-16.637,+117
swsl_resnet50,68.297,31.703,83.300,16.700,25.56,224,0.875,bilinear,-26.903,-16.090,+149
tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,-2
vit_large_patch16_384,67.063,32.937,78.707,21.293,304.72,384,1.000,bicubic,-30.357,-21.073,-8
convnext_xlarge_384_in22ft1k,66.957,33.043,79.697,20.303,350.20,384,1.000,bicubic,-30.593,-20.103,-12
swin_large_patch4_window12_384,66.283,33.717,79.790,20.210,196.74,384,1.000,bicubic,-30.897,-19.890,-4
convnext_large_384_in22ft1k,65.997,34.003,79.223,20.777,197.77,384,1.000,bicubic,-31.443,-20.557,-12
tf_efficientnet_b6_ns,65.587,34.413,79.557,20.443,43.04,528,0.942,bicubic,-31.433,-20.153,-1
convnext_xlarge_in22ft1k,65.427,34.573,78.237,21.763,350.20,224,0.875,bicubic,-31.813,-21.493,-9
vit_large_patch16_224,64.347,35.653,76.190,23.810,304.33,224,0.900,bicubic,-32.363,-23.460,+18
convnext_large_in22ft1k,64.200,35.800,77.587,22.413,197.77,224,0.875,bicubic,-33.060,-22.063,-12
vit_large_r50_s32_384,64.107,35.893,75.857,24.143,329.09,384,1.000,bicubic,-32.843,-23.853,0
convnext_base_384_in22ft1k,64.097,35.903,77.757,22.243,88.59,384,1.000,bicubic,-33.183,-22.013,-15
swin_large_patch4_window7_224,63.867,36.133,78.173,21.827,196.53,224,0.900,bicubic,-33.083,-21.487,-3
beit_base_patch16_384,63.610,36.390,78.117,21.883,86.74,384,1.000,bicubic,-33.720,-21.603,-18
swin_base_patch4_window12_384,63.470,36.530,78.057,21.943,87.90,384,1.000,bicubic,-33.650,-21.723,-12
tf_efficientnet_b5_ns,63.047,36.953,77.783,22.217,30.39,456,0.934,bicubic,-33.823,-21.857,0
vit_base_patch8_224,62.193,37.807,75.613,24.387,86.58,224,0.900,bicubic,-34.887,-24.007,-12
convnext_base_in22ft1k,61.990,38.010,76.010,23.990,88.59,224,0.875,bicubic,-34.870,-23.640,-1
tf_efficientnet_b4_ns,61.230,38.770,76.170,23.830,19.34,380,0.922,bicubic,-35.480,-23.470,+7
tf_efficientnetv2_l_in21ft1k,60.950,39.050,75.840,24.160,118.52,480,1.000,bicubic,-36.160,-23.870,-16
tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.393,25.607,208.12,512,1.000,bicubic,-36.470,-25.227,-19
beit_base_patch16_224,60.317,39.683,75.603,24.397,86.53,224,0.900,bicubic,-36.343,-24.057,+9
vit_base_patch16_384,60.190,39.810,73.840,26.160,86.86,384,1.000,bicubic,-36.830,-25.870,-16
swin_base_patch4_window7_224,59.533,40.467,74.230,25.770,87.77,224,0.900,bicubic,-37.147,-25.430,+6
tf_efficientnetv2_m_in21ft1k,58.640,41.360,73.983,26.017,54.14,480,1.000,bicubic,-38.330,-25.627,-16
vit_large_r50_s32_224,58.640,41.360,71.720,28.280,328.99,224,0.900,bicubic,-37.540,-27.810,+45
tf_efficientnet_b8_ap,57.830,42.170,72.960,27.040,87.41,672,0.954,bicubic,-38.720,-26.580,+11
cait_m48_448,57.483,42.517,71.860,28.140,356.46,448,1.000,bicubic,-39.397,-27.760,-14
cait_m36_384,57.467,42.533,72.313,27.687,271.22,384,1.000,bicubic,-39.363,-27.347,-11
tf_efficientnet_b3_ns,57.420,42.580,72.377,27.623,12.23,300,0.904,bicubic,-38.680,-27.103,+45
vit_base_patch16_224,56.833,43.167,70.640,29.360,86.57,224,0.900,bicubic,-39.467,-28.920,+29
xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-8
xcit_large_24_p8_224_dist,56.027,43.973,70.663,29.337,188.93,224,1.000,bicubic,-40.613,-28.797,0
xcit_large_24_p16_384_dist,54.907,45.093,69.863,30.137,189.10,384,1.000,bicubic,-42.033,-29.647,-22
vit_base_r50_s16_384,54.403,45.597,69.567,30.433,98.95,384,1.000,bicubic,-42.047,-30.093,+14
resnetv2_152x4_bitm,54.320,45.680,70.170,29.830,936.53,480,1.000,bilinear,-42.560,-29.490,-21
xcit_large_24_p16_224_dist,54.257,45.743,68.980,31.020,189.10,224,1.000,bicubic,-42.063,-30.520,+21
vit_small_r26_s32_384,54.197,45.803,68.753,31.247,36.47,384,1.000,bicubic,-41.863,-30.797,+43
tf_efficientnet_b5_ap,53.867,46.133,69.160,30.840,30.39,456,0.934,bicubic,-42.213,-30.380,+37
xcit_medium_24_p8_224_dist,53.660,46.340,68.407,31.593,84.32,224,1.000,bicubic,-42.860,-31.103,+2
tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+84
convnext_large,53.560,46.440,68.187,31.813,197.77,224,0.875,bicubic,-42.460,-31.283,+42
tf_efficientnet_b6_ap,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,+10
cait_s36_384,53.553,46.447,68.007,31.993,68.37,384,1.000,bicubic,-43.077,-31.593,-10
tf_efficientnet_b8,53.413,46.587,69.087,30.913,87.41,672,0.954,bicubic,-43.287,-30.443,-17
xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.483,-25
vit_base_patch32_384,53.297,46.703,68.040,31.960,88.30,384,1.000,bicubic,-42.603,-31.400,+49
tf_efficientnet_b7_ap,53.263,46.737,68.877,31.123,66.35,600,0.949,bicubic,-43.087,-30.713,+7
xcit_medium_24_p16_384_dist,53.217,46.783,68.050,31.950,84.40,384,1.000,bicubic,-43.483,-31.550,-20
tf_efficientnetv2_s_in21ft1k,53.137,46.863,68.997,31.003,21.46,384,1.000,bicubic,-43.333,-30.573,-5
tf_efficientnet_b4_ap,53.090,46.910,68.213,31.787,19.34,380,0.922,bicubic,-42.400,-31.177,+76
regnetz_e8,53.017,46.983,67.137,32.863,57.70,320,1.000,bicubic,-43.583,-32.473,-17
dm_nfnet_f5,52.867,47.133,67.430,32.570,377.21,544,0.954,bicubic,-43.943,-32.240,-34
dm_nfnet_f6,52.447,47.553,67.113,32.887,438.36,576,0.956,bicubic,-44.473,-32.607,-41
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,52.387,47.613,67.243,32.757,118.52,480,1.000,bicubic,-44.263,-32.317,-24
xcit_small_24_p8_384_dist,52.360,47.640,66.833,33.167,47.63,384,1.000,bicubic,-44.450,-32.797,-37
swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.743,-27.733,+429
efficientnetv2_rw_m,52.327,47.673,67.210,32.790,53.24,416,1.000,bicubic,-43.943,-32.350,+4
deit_base_distilled_patch16_384,52.260,47.740,67.733,32.267,87.63,384,1.000,bicubic,-44.250,-31.857,-17
xcit_medium_24_p16_224_dist,52.197,47.803,66.893,33.107,84.40,224,1.000,bicubic,-44.063,-32.507,+4
xcit_small_24_p8_224_dist,52.193,47.807,66.767,33.233,47.63,224,1.000,bicubic,-44.357,-32.803,-23
dm_nfnet_f3,52.130,47.870,66.747,33.253,254.92,416,0.940,bicubic,-44.600,-32.883,-38
resnetv2_152x2_bit_teacher_384,51.940,48.060,68.663,31.337,236.34,384,1.000,bicubic,-44.250,-30.837,+6
resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.050,-11
xcit_small_24_p16_384_dist,51.883,48.117,66.360,33.640,47.67,384,1.000,bicubic,-44.457,-33.220,-10
cait_s24_384,51.780,48.220,66.317,33.683,47.06,384,1.000,bicubic,-44.790,-33.233,-30
resnetv2_152x2_bitm,51.753,48.247,69.253,30.747,236.34,448,1.000,bilinear,-44.767,-30.337,-27
ecaresnet269d,51.667,48.333,66.047,33.953,102.09,352,1.000,bicubic,-44.793,-33.563,-22
vit_base_patch16_224_miil,51.553,48.447,65.200,34.800,86.54,224,0.875,bilinear,-44.477,-34.150,+13
convnext_base,51.280,48.720,66.167,33.833,88.59,224,0.875,bicubic,-44.670,-33.213,+21
pit_b_distilled_224,51.163,48.837,66.773,33.227,74.79,224,0.900,bicubic,-44.907,-32.607,+6
xcit_small_12_p8_384_dist,51.093,48.907,65.833,34.167,26.21,384,1.000,bicubic,-45.387,-33.657,-29
dm_nfnet_f4,50.903,49.097,65.560,34.440,316.07,512,0.951,bicubic,-45.877,-34.050,-51
tf_efficientnet_b1_ns,50.880,49.120,67.923,32.077,7.79,240,0.882,bicubic,-43.980,-31.327,+114
xcit_small_24_p16_224_dist,50.733,49.267,65.010,34.990,47.67,224,1.000,bicubic,-45.067,-34.330,+27
tf_efficientnetv2_m,50.560,49.440,66.007,33.993,54.14,480,1.000,bicubic,-45.980,-33.563,-37
xcit_small_12_p16_384_dist,50.530,49.470,65.310,34.690,26.25,384,1.000,bicubic,-45.800,-34.180,-21
efficientnet_b4,50.503,49.497,65.717,34.283,19.34,384,1.000,bicubic,-45.017,-33.683,+45
xcit_small_12_p8_224_dist,50.433,49.567,65.433,34.567,26.21,224,1.000,bicubic,-45.527,-33.987,+11
resnetv2_101x3_bitm,50.400,49.600,67.790,32.210,387.93,448,1.000,bilinear,-45.850,-31.790,-15
ssl_resnext101_32x16d,50.250,49.750,66.020,33.980,194.03,224,0.875,bilinear,-45.160,-33.390,+52
cait_s24_224,50.237,49.763,65.010,34.990,46.92,224,1.000,bicubic,-45.413,-34.380,+31
eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.177,-36
vit_small_patch16_384,50.170,49.830,65.810,34.190,22.20,384,1.000,bicubic,-45.810,-33.780,+4
resnest269e,50.153,49.847,64.673,35.327,110.93,416,0.928,bicubic,-45.977,-34.847,-13
tf_efficientnet_b3_ap,50.060,49.940,65.207,34.793,12.23,300,0.904,bicubic,-44.910,-33.903,+88
deit_base_distilled_patch16_224,50.057,49.943,66.230,33.770,87.34,224,0.900,bicubic,-45.693,-33.050,+16
resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.737,-10
convnext_small,49.583,50.417,64.883,35.117,50.22,224,0.875,bicubic,-46.047,-34.377,+26
cait_xs24_384,49.527,50.473,64.897,35.103,26.67,384,1.000,bicubic,-46.483,-34.533,-6
tf_efficientnet_b5,49.520,50.480,65.650,34.350,30.39,456,0.934,bicubic,-46.460,-33.800,-4
resnetv2_152x2_bit_teacher,49.477,50.523,65.617,34.383,236.34,224,0.875,bicubic,-46.273,-33.813,+13
resnet200d,49.470,50.530,64.330,35.670,64.69,320,1.000,bicubic,-46.640,-35.130,-20
xcit_small_12_p16_224_dist,49.420,50.580,63.853,36.147,26.25,224,1.000,bicubic,-46.320,-35.447,+12
resnest101e,49.367,50.633,65.597,34.403,48.28,256,0.875,bilinear,-46.193,-33.673,+24
resnet152d,49.247,50.753,64.410,35.590,60.21,320,1.000,bicubic,-46.623,-35.020,+2
seresnet152d,49.247,50.753,64.180,35.820,66.84,320,1.000,bicubic,-47.063,-35.330,-39
vit_base_patch32_224,49.243,50.757,64.340,35.660,88.22,224,0.900,bicubic,-45.147,-34.720,+140
xcit_large_24_p8_224,49.240,50.760,62.840,37.160,188.93,224,1.000,bicubic,-46.840,-36.310,-23
ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+41
resmlp_big_24_distilled_224,49.093,50.907,65.470,34.530,129.14,224,0.875,bicubic,-46.777,-33.970,-4
repvgg_b3,48.927,51.073,64.880,35.120,123.09,224,0.875,bilinear,-45.633,-34.030,+121
resnetrs420,48.860,51.140,63.420,36.580,191.89,416,1.000,bicubic,-47.540,-36.120,-53
efficientnetv2_rw_s,48.597,51.403,63.837,36.163,23.94,384,1.000,bicubic,-47.103,-35.543,+7
regnetz_d32,48.590,51.410,65.193,34.807,27.58,320,0.950,bicubic,-47.270,-34.237,-5
efficientnet_b3,48.563,51.437,64.247,35.753,12.23,320,1.000,bicubic,-46.567,-34.963,+48
ecaresnet101d,48.540,51.460,64.097,35.903,44.57,224,0.875,bicubic,-46.620,-35.133,+44
dm_nfnet_f2,48.373,51.627,63.233,36.767,193.78,352,0.920,bicubic,-48.087,-36.307,-63
vit_small_r26_s32_224,48.360,51.640,63.807,36.193,36.43,224,0.900,bicubic,-46.770,-35.413,+47
repvgg_b3g4,48.313,51.687,64.793,35.207,83.83,224,0.875,bilinear,-46.187,-34.227,+120
vit_large_patch32_384,48.250,51.750,61.827,38.173,306.63,384,1.000,bicubic,-46.990,-37.493,+34
convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+48
resnetrs350,48.060,51.940,62.650,37.350,163.96,384,1.000,bicubic,-48.180,-36.820,-47
regnetz_d8,48.013,51.987,64.420,35.580,23.37,320,1.000,bicubic,-47.997,-35.100,-29
twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.380,-8
repvgg_b2g4,47.797,52.203,64.383,35.617,61.76,224,0.875,bilinear,-46.013,-34.547,+187
mixer_b16_224_miil,47.783,52.217,63.397,36.603,59.88,224,0.875,bilinear,-47.097,-35.683,+67
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,-56
pit_s_distilled_224,47.550,52.450,63.500,36.500,24.04,224,0.900,bicubic,-47.200,-35.680,+76
resnest50d_4s2x40d,47.483,52.517,63.810,36.190,30.42,224,0.875,bicubic,-47.227,-35.320,+80
efficientnet_b3_pruned,47.450,52.550,62.807,37.193,9.86,300,0.904,bicubic,-47.130,-36.263,+97
crossvit_18_dagger_408,47.387,52.613,60.937,39.063,44.61,408,1.000,bicubic,-48.743,-38.533,-52
xcit_small_24_p8_224,47.293,52.707,60.990,39.010,47.63,224,1.000,bicubic,-48.617,-38.190,-30
tresnet_m,47.227,52.773,61.997,38.003,31.39,224,0.875,bilinear,-48.153,-37.153,+13
tf_efficientnet_b6,47.210,52.790,63.113,36.887,43.04,528,0.942,bicubic,-49.080,-36.407,-66
convnext_tiny,47.200,52.800,63.193,36.807,28.59,224,0.875,bicubic,-47.790,-36.007,+43
ssl_resnext101_32x4d,47.167,52.833,63.373,36.627,44.18,224,0.875,bilinear,-47.993,-35.937,+24
resnetrs270,47.110,52.890,62.007,37.993,129.86,352,1.000,bicubic,-48.950,-37.473,-50
tf_efficientnet_b4,47.077,52.923,62.867,37.133,19.34,380,0.922,bicubic,-48.513,-36.463,-13
xcit_small_12_p8_224,46.983,53.017,60.530,39.470,26.21,224,1.000,bicubic,-48.437,-38.670,+1
xcit_large_24_p16_224,46.957,53.043,60.667,39.333,189.10,224,1.000,bicubic,-47.993,-38.433,+44
resnet101d,46.893,53.107,62.317,37.683,44.57,320,1.000,bicubic,-48.857,-37.123,-29
resnetrs200,46.837,53.163,62.490,37.510,93.21,320,1.000,bicubic,-49.153,-36.950,-48
resnet152,46.783,53.217,60.417,39.583,60.19,224,0.950,bicubic,-48.777,-38.853,-15
gluon_seresnext101_64x4d,46.670,53.330,61.297,38.703,88.23,224,0.875,bicubic,-47.990,-37.683,+71
twins_pcpvt_large,46.623,53.377,62.240,37.760,60.99,224,0.900,bicubic,-49.097,-37.250,-29
dm_nfnet_f1,46.543,53.457,61.403,38.597,132.63,320,0.910,bicubic,-49.837,-38.067,-87
xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-40
crossvit_15_dagger_408,46.463,53.537,60.477,39.523,28.50,408,1.000,bicubic,-49.357,-38.833,-39
fbnetv3_g,46.333,53.667,62.407,37.593,16.62,288,0.950,bilinear,-48.797,-36.793,+14
tresnet_xl,46.277,53.723,61.947,38.053,78.44,224,0.875,bilinear,-48.783,-37.313,+25
xcit_tiny_24_p8_384_dist,46.263,53.737,60.707,39.293,12.11,384,1.000,bicubic,-49.977,-38.733,-75
xcit_tiny_24_p8_224_dist,46.253,53.747,60.603,39.397,12.11,224,1.000,bicubic,-49.207,-38.757,-14
gernet_m,46.177,53.823,62.700,37.300,21.14,224,0.875,bilinear,-48.373,-36.230,+79
deit_small_distilled_patch16_224,46.167,53.833,62.407,37.593,22.44,224,0.900,bicubic,-48.433,-36.693,+68
regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-51
crossvit_base_240,46.133,53.867,60.227,39.773,105.03,240,0.875,bicubic,-48.937,-38.753,+16
resnest50d_1s4x24d,46.087,53.913,62.373,37.627,25.68,224,0.875,bicubic,-48.303,-36.697,+88
tf_efficientnet_b0_ns,46.047,53.953,63.243,36.757,5.29,224,0.875,bicubic,-47.693,-35.737,+164
jx_nest_base,46.040,53.960,60.093,39.907,67.72,224,0.875,bicubic,-49.500,-39.207,-30
resnet51q,46.030,53.970,60.907,39.093,35.70,288,1.000,bilinear,-49.170,-38.373,-4
vit_small_patch16_224,46.003,53.997,61.827,38.173,22.05,224,0.900,bicubic,-48.877,-37.443,+32
resnest50d,45.940,54.060,62.637,37.363,27.48,224,0.875,bilinear,-48.680,-36.343,+57
crossvit_18_240,45.907,54.093,60.370,39.630,43.27,240,0.875,bicubic,-49.163,-38.750,+8
regnety_032,45.893,54.107,61.537,38.463,19.44,288,1.000,bicubic,-49.587,-37.783,-29
twins_pcpvt_base,45.887,54.113,61.343,38.657,43.83,224,0.900,bicubic,-49.573,-38.047,-28
twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-40
levit_384,45.870,54.130,61.700,38.300,39.13,224,0.900,bicubic,-49.340,-37.460,-12
crossvit_18_dagger_240,45.850,54.150,59.927,40.073,44.27,240,0.875,bicubic,-49.340,-39.193,-10
crossvit_15_dagger_240,45.697,54.303,60.087,39.913,28.21,240,0.875,bicubic,-49.283,-39.073,+10
regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.793,-26
convmixer_1536_20,45.660,54.340,61.767,38.233,51.63,224,0.960,bicubic,-49.310,-37.403,+9
gc_efficientnetv2_rw_t,45.650,54.350,60.197,39.803,13.68,288,1.000,bicubic,-49.630,-39.023,-21
efficientnetv2_rw_t,45.600,54.400,60.187,39.813,13.65,288,1.000,bicubic,-49.470,-39.033,+1
gluon_seresnext101_32x4d,45.597,54.403,61.150,38.850,48.96,224,0.875,bicubic,-48.853,-37.940,+66
xcit_tiny_24_p16_384_dist,45.577,54.423,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-39
xcit_small_24_p16_224,45.537,54.463,58.903,41.097,47.67,224,1.000,bicubic,-49.543,-40.127,-7
xcit_medium_24_p16_224,45.530,54.470,59.000,41.000,84.40,224,1.000,bicubic,-49.600,-39.920,-12
dm_nfnet_f0,45.470,54.530,60.987,39.013,71.49,256,0.900,bicubic,-50.220,-38.343,-58
gluon_resnet152_v1d,45.437,54.563,60.073,39.927,60.21,224,0.875,bicubic,-49.003,-38.937,+62
nfnet_l0,45.423,54.577,62.080,37.920,35.07,288,1.000,bicubic,-49.967,-37.340,-37
ssl_resnext50_32x4d,45.407,54.593,62.033,37.967,25.03,224,0.875,bilinear,-49.293,-37.207,+31
resnetv2_50x1_bit_distilled,45.397,54.603,62.307,37.693,25.55,224,0.875,bicubic,-49.993,-37.123,-37
xcit_small_12_p16_224,45.383,54.617,59.430,40.570,26.25,224,1.000,bicubic,-49.437,-39.630,+14
jx_nest_small,45.357,54.643,59.010,40.990,38.35,224,0.875,bicubic,-50.183,-40.210,-54
resnet61q,45.287,54.713,59.407,40.593,36.85,288,1.000,bicubic,-49.823,-39.673,-18
tresnet_xl_448,45.230,54.770,61.440,38.560,78.44,448,0.875,bilinear,-50.280,-37.900,-53
nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.250,-26
convit_small,45.203,54.797,60.497,39.503,27.78,224,0.875,bicubic,-49.717,-38.603,+1
swin_small_patch4_window7_224,45.157,54.843,60.340,39.660,49.61,224,0.900,bicubic,-50.563,-39.030,-72
tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,0
resnet101,45.093,54.907,59.580,40.420,44.55,224,0.950,bicubic,-49.877,-39.500,-10
rexnet_200,45.050,54.950,62.303,37.697,16.37,224,0.875,bicubic,-49.610,-36.787,+24
resnetrs152,44.957,55.043,59.713,40.287,86.62,320,1.000,bicubic,-51.003,-39.667,-96
resnetv2_101,44.927,55.073,58.850,41.150,44.54,224,0.950,bicubic,-50.003,-40.270,-6
ecaresnetlight,44.890,55.110,60.783,39.217,30.16,224,0.875,bicubic,-49.250,-38.167,+78
deit_base_patch16_224,44.870,55.130,59.180,40.820,86.57,224,0.900,bicubic,-50.140,-39.860,-19
deit_base_patch16_384,44.773,55.227,59.630,40.370,86.86,384,1.000,bicubic,-50.877,-39.610,-75
cait_xxs36_384,44.770,55.230,59.380,40.620,17.37,384,1.000,bicubic,-50.460,-39.940,-44
resmlp_36_distilled_224,44.760,55.240,61.067,38.933,44.69,224,0.875,bicubic,-49.790,-38.093,+34
gernet_l,44.740,55.260,58.953,41.047,31.08,256,0.875,bilinear,-50.190,-40.247,-13
xcit_tiny_24_p16_224_dist,44.717,55.283,59.417,40.583,12.12,224,1.000,bicubic,-49.493,-39.543,+65
resmlp_24_distilled_224,44.707,55.293,61.457,38.543,30.02,224,0.875,bicubic,-49.633,-37.343,+51
tf_efficientnet_b2_ap,44.703,55.297,60.680,39.320,9.11,260,0.890,bicubic,-49.567,-38.270,+58
gmlp_s16_224,44.490,55.510,58.633,41.367,19.42,224,0.875,bicubic,-49.020,-40.147,+151
ens_adv_inception_resnet_v2,44.390,55.610,58.120,41.880,55.84,299,0.897,bicubic,-49.740,-40.670,+69
tresnet_l,44.367,55.633,59.953,40.047,55.99,224,0.875,bilinear,-50.533,-39.077,-15
gluon_resnext101_32x4d,44.287,55.713,59.087,40.913,44.18,224,0.875,bicubic,-49.833,-39.853,+69
wide_resnet50_2,44.180,55.820,59.703,40.297,68.88,224,0.875,bicubic,-50.480,-39.347,+9
cspresnext50,44.147,55.853,60.537,39.463,20.57,224,0.875,bilinear,-49.633,-38.303,+107
resnetv2_101x1_bitm,44.117,55.883,61.983,38.017,44.54,448,1.000,bilinear,-51.203,-37.387,-61
crossvit_15_240,44.117,55.883,59.130,40.870,27.53,240,0.875,bicubic,-50.603,-39.950,-4
seresnext50_32x4d,44.107,55.893,59.473,40.527,27.56,224,0.875,bicubic,-50.703,-39.657,-14
gluon_resnet152_v1s,44.070,55.930,58.697,41.303,60.32,224,0.875,bicubic,-50.630,-40.363,-2
pit_b_224,44.070,55.930,58.017,41.983,73.76,224,0.900,bicubic,-50.720,-40.803,-15
ssl_resnet50,44.023,55.977,61.900,38.100,25.56,224,0.875,bilinear,-50.287,-37.250,+41
inception_resnet_v2,44.003,55.997,57.910,42.090,55.84,299,0.897,bicubic,-50.337,-41.180,+38
pnasnet5large,43.950,56.050,56.723,43.277,86.06,331,0.911,bicubic,-51.410,-42.407,-70
pit_s_224,43.900,56.100,58.633,41.367,23.46,224,0.900,bicubic,-50.690,-40.287,+7
gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+33
coat_lite_small,43.820,56.180,57.143,42.857,19.84,224,0.900,bicubic,-51.260,-41.917,-50
tnt_s_patch16_224,43.777,56.223,59.203,40.797,23.76,224,0.900,bicubic,-50.793,-39.977,+9
cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+72
ecaresnet50d,43.743,56.257,60.380,39.620,25.58,224,0.875,bicubic,-50.457,-38.640,+44
ecaresnet101d_pruned,43.737,56.263,59.603,40.397,24.88,224,0.875,bicubic,-50.713,-39.497,+15
tf_efficientnetv2_s,43.703,56.297,58.597,41.403,21.46,384,1.000,bicubic,-52.007,-40.803,-107
rexnet_150,43.690,56.310,60.890,39.110,9.73,224,0.875,bicubic,-50.580,-38.190,+33
pit_xs_distilled_224,43.660,56.340,60.693,39.307,11.00,224,0.900,bicubic,-49.580,-38.137,+151
xcit_tiny_12_p8_224_dist,43.643,56.357,58.460,41.540,6.71,224,1.000,bicubic,-51.067,-40.720,-18
crossvit_small_240,43.470,56.530,58.943,41.057,26.86,240,0.875,bicubic,-51.110,-40.177,-3
gluon_resnet101_v1d,43.433,56.567,58.613,41.387,44.57,224,0.875,bicubic,-50.737,-40.297,+42
ecaresnet50t,43.410,56.590,59.303,40.697,25.57,320,0.950,bicubic,-51.660,-39.987,-58
gluon_resnet101_v1s,43.363,56.637,58.513,41.487,44.67,224,0.875,bicubic,-50.807,-40.497,+39
cspdarknet53,43.360,56.640,59.433,40.567,27.64,256,0.887,bilinear,-50.730,-39.547,+46
xcit_tiny_24_p8_224,43.313,56.687,57.267,42.733,12.11,224,1.000,bicubic,-51.567,-41.923,-40
xcit_tiny_12_p8_384_dist,43.300,56.700,58.177,41.823,6.71,384,1.000,bicubic,-52.040,-41.163,-87
dpn68b,43.287,56.713,58.683,41.317,12.61,224,0.875,bicubic,-50.333,-40.017,+102
convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+5
visformer_small,43.260,56.740,57.977,42.023,40.22,224,0.900,bicubic,-51.700,-41.233,-55
eca_nfnet_l0,43.240,56.760,59.910,40.090,24.14,288,1.000,bicubic,-52.210,-39.480,-100
resnest26d,43.143,56.857,60.633,39.367,17.07,224,0.875,bilinear,-50.097,-38.217,+139
vit_small_patch32_384,43.140,56.860,59.300,40.700,22.92,384,1.000,bicubic,-51.460,-39.840,-17
twins_pcpvt_small,43.093,56.907,58.880,41.120,24.11,224,0.900,bicubic,-51.507,-40.270,-19
resmlp_36_224,43.047,56.953,59.313,40.687,44.69,224,0.875,bicubic,-50.603,-39.597,+89
dpn131,43.040,56.960,57.430,42.570,79.25,224,0.875,bicubic,-50.710,-41.410,+76
cspresnet50,43.037,56.963,59.147,40.853,21.62,256,0.887,bilinear,-50.823,-39.713,+58
tf_efficientnet_lite4,42.970,57.030,57.643,42.357,13.01,380,0.920,bilinear,-51.900,-41.447,-51
twins_svt_small,42.917,57.083,58.460,41.540,24.06,224,0.900,bicubic,-51.853,-40.490,-46
gluon_resnet152_v1b,42.900,57.100,57.737,42.263,60.19,224,0.875,bicubic,-51.130,-41.003,+36
fbnetv3_d,42.883,57.117,59.693,40.307,10.31,256,0.950,bilinear,-50.957,-39.217,+58
dpn107,42.863,57.137,57.370,42.630,86.92,224,0.875,bicubic,-51.097,-41.460,+41
levit_256,42.820,57.180,57.907,42.093,18.89,224,0.900,bicubic,-51.580,-41.153,-7
gluon_resnet152_v1c,42.803,57.197,57.733,42.267,60.21,224,0.875,bicubic,-51.087,-41.067,+45
tf_efficientnet_b1_ap,42.803,57.197,58.810,41.190,7.79,240,0.882,bicubic,-50.827,-39.990,+84
gcresnet50t,42.797,57.203,59.183,40.817,25.90,256,0.900,bicubic,-51.823,-39.937,-33
gluon_xception65,42.787,57.213,58.817,41.183,39.92,299,0.903,bicubic,-51.233,-40.203,+31
tresnet_l_448,42.740,57.260,58.947,41.053,55.99,448,0.875,bilinear,-52.660,-40.353,-114
resnet50d,42.703,57.297,58.683,41.317,25.58,224,0.875,bicubic,-51.367,-40.237,+25
gluon_seresnext50_32x4d,42.680,57.320,58.697,41.303,27.56,224,0.875,bicubic,-51.490,-40.243,+12
xcit_tiny_12_p16_384_dist,42.587,57.413,58.090,41.910,6.72,384,1.000,bicubic,-51.943,-41.080,-24
resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+58
seresnet50,42.517,57.483,58.680,41.320,28.09,224,0.875,bicubic,-51.563,-40.280,+20
nf_resnet50,42.507,57.493,59.530,40.470,25.56,288,0.940,bicubic,-51.873,-39.540,-14
resnetrs101,42.443,57.557,57.287,42.713,63.62,288,0.940,bicubic,-52.807,-41.923,-111
jx_nest_tiny,42.327,57.673,57.047,42.953,17.06,224,0.875,bicubic,-52.623,-41.783,-79
tf_efficientnetv2_b3,42.313,57.687,57.933,42.067,14.36,300,0.904,bicubic,-52.807,-41.267,-99
convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+177
dpn98,42.273,57.727,56.877,43.123,61.57,224,0.875,bicubic,-51.647,-42.043,+29
deit_small_patch16_224,42.270,57.730,58.010,41.990,22.05,224,0.900,bicubic,-51.720,-40.950,+22
xcit_tiny_24_p16_224,42.263,57.737,56.833,43.167,12.12,224,1.000,bicubic,-51.587,-42.067,+36
tf_efficientnet_cc_b1_8e,42.230,57.770,58.420,41.580,39.72,240,0.882,bicubic,-51.340,-40.270,+78
legacy_senet154,42.203,57.797,56.593,43.407,115.09,224,0.875,bilinear,-52.527,-42.507,-66
cait_xxs24_384,42.177,57.823,57.460,42.540,12.03,384,1.000,bicubic,-52.763,-41.670,-86
tf_efficientnet_b2,42.117,57.883,58.193,41.807,9.11,260,0.890,bicubic,-52.093,-40.837,-8
gluon_resnext50_32x4d,42.043,57.957,57.663,42.337,25.03,224,0.875,bicubic,-51.607,-41.287,+60
resnext50_32x4d,41.970,58.030,56.753,43.247,25.03,224,0.950,bicubic,-52.600,-42.047,-46
ecaresnet50d_pruned,41.953,58.047,58.210,41.790,19.94,224,0.875,bicubic,-51.867,-40.790,+33
efficientnet_b2,41.933,58.067,58.293,41.707,9.11,288,1.000,bicubic,-52.437,-40.757,-28
xcit_tiny_12_p16_224_dist,41.933,58.067,57.233,42.767,6.72,224,1.000,bicubic,-51.407,-41.507,+94
hrnet_w64,41.637,58.363,57.123,42.877,128.06,224,0.875,bilinear,-52.203,-41.807,+28
dla102x2,41.637,58.363,57.957,42.043,41.28,224,0.875,bilinear,-52.363,-41.073,+10
gluon_senet154,41.623,58.377,56.383,43.617,115.09,224,0.875,bicubic,-53.087,-42.587,-74
inception_v4,41.573,58.427,55.383,44.617,42.68,299,0.875,bicubic,-52.807,-43.437,-35
haloregnetz_b,41.543,58.457,57.083,42.917,11.68,224,0.940,bicubic,-52.977,-42.087,-46
efficientnet_em,41.497,58.503,58.877,41.123,6.90,240,0.882,bicubic,-52.243,-40.053,+37
efficientnet_el,41.493,58.507,58.303,41.697,10.59,300,0.904,bicubic,-53.177,-40.827,-71
tf_efficientnet_cc_b0_8e,41.490,58.510,57.373,42.627,24.01,224,0.875,bicubic,-51.380,-41.087,+122
halo2botnet50ts_256,41.477,58.523,56.200,43.800,22.64,256,0.950,bicubic,-53.533,-42.780,-111
swin_tiny_patch4_window7_224,41.453,58.547,57.310,42.690,28.29,224,0.900,bicubic,-53.167,-41.720,-68
cait_xxs24_224,41.390,58.610,57.520,42.480,11.96,224,1.000,bicubic,-52.100,-41.250,+68
resnetv2_50,41.380,58.620,56.763,43.237,25.55,224,0.950,bicubic,-52.890,-42.167,-32
tv_resnet152,41.333,58.667,57.517,42.483,60.19,224,0.875,bilinear,-51.907,-41.233,+89
xception71,41.277,58.723,55.880,44.120,42.34,299,0.903,bicubic,-52.603,-43.070,+10
dpn92,41.273,58.727,56.330,43.670,37.67,224,0.875,bicubic,-52.907,-42.600,-25
gcresnext50ts,41.270,58.730,57.143,42.857,15.67,256,0.900,bicubic,-53.140,-41.847,-51
adv_inception_v3,41.267,58.733,56.317,43.683,23.83,299,0.875,bicubic,-51.743,-42.513,+99
gernet_s,41.250,58.750,58.830,41.170,8.17,224,0.875,bilinear,-51.190,-39.670,+141
resnetblur50,41.073,58.927,57.083,42.917,25.56,224,0.875,bicubic,-52.637,-41.717,+28
nf_regnet_b1,41.010,58.990,58.117,41.883,10.22,288,0.900,bicubic,-52.870,-40.623,+3
gluon_resnet50_v1d,40.970,59.030,57.143,42.857,25.58,224,0.875,bicubic,-52.560,-41.567,+52
fbnetv3_b,40.950,59.050,58.660,41.340,8.60,256,0.950,bilinear,-52.700,-40.030,+33
gluon_inception_v3,40.903,59.097,55.617,44.383,23.83,299,0.875,bicubic,-52.637,-43.213,+49
ese_vovnet39b,40.870,59.130,56.947,43.053,24.57,224,0.875,bicubic,-52.980,-41.813,+4
levit_192,40.840,59.160,56.693,43.307,10.95,224,0.900,bicubic,-52.870,-42.127,+25
resnet34d,40.810,59.190,56.533,43.467,21.82,224,0.875,bicubic,-51.830,-41.887,+120
regnety_320,40.803,59.197,56.110,43.890,145.05,224,0.875,bicubic,-53.717,-42.850,-69
xception,40.767,59.233,56.383,43.617,22.86,299,0.897,bicubic,-52.873,-42.377,+29
resnet50_gn,40.740,59.260,55.743,44.257,25.56,224,0.940,bicubic,-53.440,-43.177,-38
lamhalobotnet50ts_256,40.737,59.263,56.100,43.900,22.57,256,0.950,bicubic,-54.043,-42.880,-108
skresnext50_32x4d,40.693,59.307,56.037,43.963,27.48,224,0.875,bicubic,-53.257,-42.793,-16
gluon_resnet101_v1b,40.677,59.323,56.123,43.877,44.55,224,0.875,bicubic,-53.093,-42.567,+7
hrnet_w40,40.670,59.330,56.757,43.243,57.56,224,0.875,bilinear,-53.040,-42.043,+13
resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+49
repvgg_b1,40.590,59.410,57.833,42.167,57.42,224,0.875,bilinear,-52.820,-40.957,+54
halonet50ts,40.577,59.423,55.203,44.797,22.73,256,0.940,bicubic,-54.133,-43.617,-106
tf_efficientnet_lite3,40.570,59.430,56.480,43.520,8.20,300,0.904,bilinear,-53.550,-42.480,-37
tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.123,-42.447,-98
xcit_tiny_12_p8_224,40.527,59.473,55.620,44.380,6.71,224,1.000,bicubic,-53.833,-43.450,-66
dla169,40.503,59.497,57.260,42.740,53.39,224,0.875,bilinear,-53.297,-41.650,-4
pit_xs_224,40.490,59.510,56.540,43.460,10.62,224,0.900,bicubic,-52.420,-42.230,+83
repvgg_b2,40.467,59.533,57.773,42.227,89.02,224,0.875,bilinear,-53.123,-41.297,+25
regnetx_320,40.450,59.550,55.663,44.337,107.81,224,0.875,bicubic,-53.770,-43.387,-57
coat_mini,40.427,59.573,55.157,44.843,10.34,224,0.900,bicubic,-54.343,-43.923,-120
skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+107
efficientnet_el_pruned,40.390,59.610,56.903,43.097,10.59,300,0.904,bicubic,-53.690,-42.117,-44
efficientnet_b2_pruned,40.380,59.620,56.537,43.463,8.31,260,0.890,bicubic,-53.420,-42.303,-12
resnet50,40.373,59.627,54.670,45.330,25.56,224,0.950,bicubic,-53.557,-43.800,-31
wide_resnet101_2,40.373,59.627,55.783,44.217,126.89,224,0.875,bilinear,-53.347,-43.027,-4
legacy_seresnext101_32x4d,40.350,59.650,54.827,45.173,48.96,224,0.875,bilinear,-53.770,-44.143,-51
coat_lite_mini,40.347,59.653,55.707,44.293,11.01,224,0.900,bicubic,-53.113,-43.073,+30
sebotnet33ts_256,40.340,59.660,53.207,46.793,13.70,256,0.940,bicubic,-53.970,-45.393,-75
tf_efficientnet_b0_ap,40.340,59.660,56.777,43.223,5.29,224,0.875,bicubic,-52.270,-41.593,+95
regnetx_160,40.270,59.730,56.060,43.940,54.28,224,0.875,bicubic,-53.620,-43.030,-34
xception65,40.270,59.730,55.277,44.723,39.92,299,0.903,bicubic,-53.490,-43.583,-14
densenet201,40.267,59.733,56.700,43.300,20.01,224,0.875,bicubic,-52.423,-41.950,+84
resnext50d_32x4d,40.163,59.837,55.487,44.513,25.05,224,0.875,bicubic,-53.647,-43.253,-23
eca_resnet33ts,40.130,59.870,56.997,43.003,19.68,256,0.900,bicubic,-53.730,-41.893,-32
vit_base_patch16_sam_224,40.103,59.897,55.430,44.570,86.57,224,0.900,bicubic,-53.787,-43.460,-37
hrnet_w48,40.097,59.903,56.640,43.360,77.47,224,0.875,bilinear,-53.933,-42.400,-53
legacy_seresnet152,40.050,59.950,55.813,44.187,66.82,224,0.875,bilinear,-53.390,-43.037,+21
hrnet_w30,40.030,59.970,57.117,42.883,37.71,224,0.875,bilinear,-53.360,-41.713,+29
regnetz_b16,40.000,60.000,55.630,44.370,9.72,288,0.940,bicubic,-54.680,-43.530,-128
regnetx_080,39.993,60.007,55.967,44.033,39.57,224,0.875,bicubic,-53.797,-42.933,-27
tf_efficientnet_b1,39.980,60.020,56.130,43.870,7.79,240,0.882,bicubic,-53.730,-42.680,-17
gluon_resnet101_v1c,39.950,60.050,55.310,44.690,44.57,224,0.875,bicubic,-53.740,-43.450,-15
resmlp_12_distilled_224,39.850,60.150,57.447,42.553,15.35,224,0.875,bicubic,-53.020,-41.173,+62
seresnet33ts,39.827,60.173,56.517,43.483,19.78,256,0.900,bicubic,-54.443,-42.263,-86
tf_efficientnetv2_b0,39.777,60.223,56.287,43.713,7.14,224,0.875,bicubic,-53.283,-42.413,+40
res2net50_26w_8s,39.767,60.233,54.907,45.093,48.40,224,0.875,bilinear,-53.653,-43.783,+18
lambda_resnet50ts,39.733,60.267,54.350,45.650,21.54,256,0.950,bicubic,-54.837,-44.300,-121
res2net101_26w_4s,39.713,60.287,54.553,45.447,45.21,224,0.875,bilinear,-53.807,-44.047,+3
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,-43.623,-11
vit_small_patch32_224,39.670,60.330,55.253,44.747,22.88,224,0.900,bicubic,-52.490,-43.257,+100
resmlp_big_24_224,39.623,60.377,54.827,45.173,129.14,224,0.875,bicubic,-54.647,-43.993,-97
densenet161,39.617,60.383,56.140,43.860,28.68,224,0.875,bicubic,-53.273,-42.670,+50
mixnet_xl,39.610,60.390,55.880,44.120,11.90,224,0.875,bicubic,-54.620,-42.940,-93
xception41,39.603,60.397,55.033,44.967,26.97,299,0.903,bicubic,-53.877,-43.717,+1
tf_efficientnetv2_b1,39.570,60.430,55.347,44.653,8.14,240,0.882,bicubic,-54.140,-43.453,-31
dla102x,39.563,60.437,56.307,43.693,26.31,224,0.875,bilinear,-53.957,-42.543,-7
gcresnet33ts,39.550,60.450,55.823,44.177,19.88,256,0.900,bicubic,-54.270,-43.087,-50
xcit_tiny_12_p16_224,39.547,60.453,55.023,44.977,6.72,224,1.000,bicubic,-52.913,-43.607,+75
sehalonet33ts,39.537,60.463,54.003,45.997,13.69,256,0.940,bicubic,-54.993,-44.757,-128
rexnet_130,39.487,60.513,56.633,43.367,7.56,224,0.875,bicubic,-54.193,-42.077,-32
hrnet_w32,39.463,60.537,56.130,43.870,41.23,224,0.875,bilinear,-53.487,-42.710,+35
levit_128,39.437,60.563,55.363,44.637,9.21,224,0.900,bicubic,-53.603,-43.317,+23
resnetv2_50x1_bitm,39.430,60.570,57.853,42.147,25.55,448,1.000,bilinear,-55.320,-41.327,-163
densenetblur121d,39.383,60.617,56.637,43.363,8.00,224,0.875,bicubic,-53.017,-41.773,+74
regnety_064,39.383,60.617,55.787,44.213,30.58,224,0.875,bicubic,-54.747,-43.243,-93
regnety_120,39.357,60.643,55.273,44.727,51.82,224,0.875,bicubic,-54.653,-43.757,-81
tf_efficientnet_el,39.307,60.693,55.377,44.623,10.59,300,0.904,bicubic,-55.053,-43.723,-120
tv_resnet101,39.290,60.710,55.793,44.207,44.55,224,0.875,bilinear,-53.590,-42.867,+35
tf_inception_v3,39.240,60.760,54.310,45.690,23.83,299,0.875,bicubic,-53.960,-44.170,+9
gluon_resnet50_v1s,39.230,60.770,55.013,44.987,25.68,224,0.875,bicubic,-54.360,-43.827,-29
tf_efficientnetv2_b2,39.170,60.830,54.567,45.433,10.10,260,0.890,bicubic,-54.900,-44.363,-91
densenet169,39.163,60.837,55.843,44.157,14.15,224,0.875,bicubic,-53.127,-42.747,+71
legacy_seresnet101,39.027,60.973,55.003,44.997,49.33,224,0.875,bilinear,-54.243,-43.697,-1
efficientnet_b1_pruned,39.010,60.990,55.640,44.360,6.33,240,0.882,bicubic,-53.960,-42.880,+20
repvgg_b1g4,38.997,61.003,56.350,43.650,39.97,224,0.875,bilinear,-54.033,-42.360,+12
crossvit_9_dagger_240,38.970,61.030,54.863,45.137,8.78,240,0.875,bicubic,-53.780,-43.647,+37
inception_v3,38.960,61.040,53.847,46.153,23.83,299,0.875,bicubic,-53.940,-44.483,+24
dpn68,38.943,61.057,54.947,45.053,12.61,224,0.875,bicubic,-53.317,-43.663,+67
resnet33ts,38.927,61.073,55.580,44.420,19.68,256,0.900,bicubic,-54.703,-43.180,-46
regnety_080,38.920,61.080,55.210,44.790,39.18,224,0.875,bicubic,-54.970,-43.790,-84
legacy_seresnext50_32x4d,38.893,61.107,54.603,45.397,27.56,224,0.875,bilinear,-54.537,-44.197,-20
dla102,38.840,61.160,55.320,44.680,33.27,224,0.875,bilinear,-54.420,-43.450,-9
regnety_040,38.810,61.190,55.560,44.440,20.65,224,0.875,bicubic,-54.800,-43.180,-44
densenet121,38.787,61.213,56.280,43.720,7.98,224,0.875,bicubic,-53.153,-42.000,+73
resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.797,-42.937,-41
regnetx_040,38.707,61.293,55.350,44.650,22.12,224,0.875,bicubic,-54.973,-43.590,-59
res2net50_14w_8s,38.693,61.307,54.073,45.927,25.06,224,0.875,bilinear,-54.337,-44.747,+1
res2net50_26w_6s,38.690,61.310,53.760,46.240,37.05,224,0.875,bilinear,-54.920,-45.200,-52
regnetx_032,38.690,61.310,55.163,44.837,15.30,224,0.875,bicubic,-54.560,-43.567,-14
selecsls60,38.617,61.383,55.630,44.370,30.67,224,0.875,bicubic,-54.393,-42.860,0
dla60x,38.613,61.387,55.383,44.617,17.35,224,0.875,bilinear,-54.577,-43.327,-12
tf_efficientnet_b0,38.613,61.387,55.957,44.043,5.29,224,0.875,bicubic,-53.787,-42.513,+47
dla60_res2net,38.597,61.403,54.557,45.443,20.85,224,0.875,bilinear,-54.783,-44.303,-26
selecsls60b,38.570,61.430,55.307,44.693,32.77,224,0.875,bicubic,-54.930,-43.533,-41
repvgg_a2,38.560,61.440,55.763,44.237,28.21,224,0.875,bilinear,-54.120,-42.757,+22
hardcorenas_f,38.507,61.493,55.663,44.337,8.20,224,0.875,bilinear,-54.473,-42.957,-3
dla60_res2next,38.453,61.547,54.953,45.047,17.03,224,0.875,bilinear,-55.117,-43.837,-54
resmlp_12_224,38.443,61.557,56.323,43.677,15.35,224,0.875,bicubic,-53.677,-42.247,+53
regnetx_064,38.427,61.573,54.993,45.007,26.21,224,0.875,bicubic,-55.193,-44.057,-63
gluon_resnet50_v1b,38.413,61.587,54.810,45.190,25.56,224,0.875,bicubic,-54.147,-43.740,+28
tf_efficientnet_cc_b0_4e,38.407,61.593,55.150,44.850,13.31,224,0.875,bicubic,-54.433,-43.290,+7
hrnet_w18,38.267,61.733,55.640,44.360,21.30,224,0.875,bilinear,-54.483,-43.020,+12
tinynet_a,38.220,61.780,55.180,44.820,6.19,192,0.875,bicubic,-54.570,-43.380,+9
mixnet_l,38.157,61.843,54.753,45.247,7.33,224,0.875,bicubic,-55.113,-43.987,-33
hardcorenas_e,38.130,61.870,55.163,44.837,8.07,224,0.875,bilinear,-54.820,-43.407,-10
efficientnet_b1,38.087,61.913,54.010,45.990,7.79,256,1.000,bicubic,-54.943,-44.690,-17
coat_lite_tiny,38.063,61.937,53.467,46.533,5.72,224,0.900,bicubic,-54.797,-45.163,-1
gmixer_24_224,38.057,61.943,52.083,47.917,24.72,224,0.875,bicubic,-54.623,-46.197,+8
resnetrs50,37.957,62.043,53.310,46.690,35.69,224,0.910,bicubic,-56.063,-45.540,-125
hardcorenas_c,37.887,62.113,55.720,44.280,5.52,224,0.875,bilinear,-54.443,-42.630,+31
gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.070,-44.573,-14
res2net50_26w_4s,37.817,62.183,53.080,46.920,25.70,224,0.875,bilinear,-55.363,-45.590,-32
efficientnet_es,37.777,62.223,54.977,45.023,5.44,224,0.875,bicubic,-55.143,-43.733,-15
resnest14d,37.773,62.227,56.463,43.537,10.61,224,0.875,bilinear,-53.347,-41.867,+73
tv_resnext50_32x4d,37.743,62.257,54.100,45.900,25.03,224,0.875,bilinear,-55.167,-44.620,-15
resnet26t,37.697,62.303,55.257,44.743,16.01,256,0.940,bicubic,-54.973,-43.323,+4
ecaresnet26t,37.643,62.357,54.350,45.650,16.01,320,0.950,bicubic,-56.307,-44.570,-128
hardcorenas_d,37.550,62.450,54.727,45.273,7.50,224,0.875,bilinear,-55.050,-43.703,+6
res2next50,37.487,62.513,52.867,47.133,24.67,224,0.875,bilinear,-55.653,-45.783,-37
resnet34,37.453,62.547,54.300,45.700,21.80,224,0.875,bilinear,-53.747,-43.940,+62
pit_ti_distilled_224,37.327,62.673,55.133,44.867,5.10,224,0.900,bicubic,-53.573,-43.087,+73
lambda_resnet26t,37.293,62.707,53.567,46.433,10.96,256,0.940,bicubic,-56.107,-45.173,-57
hardcorenas_b,37.230,62.770,55.067,44.933,5.18,224,0.875,bilinear,-54.700,-43.333,+35
mobilenetv3_large_100_miil,37.213,62.787,53.513,46.487,5.48,224,0.875,bilinear,-55.037,-44.737,+22
eca_halonext26ts,37.177,62.823,53.117,46.883,10.76,256,0.940,bicubic,-56.383,-45.563,-79
res2net50_48w_2s,37.123,62.877,53.343,46.657,25.29,224,0.875,bilinear,-55.667,-45.137,-15
lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-67
dla60,37.073,62.927,54.203,45.797,22.04,224,0.875,bilinear,-55.597,-44.427,-10
bat_resnext26ts,37.063,62.937,53.747,46.253,10.73,256,0.900,bicubic,-56.037,-44.983,-46
rexnet_100,37.057,62.943,54.030,45.970,4.80,224,0.875,bicubic,-55.783,-44.590,-23
regnety_016,37.013,62.987,54.083,45.917,11.20,224,0.875,bicubic,-55.987,-44.597,-39
tf_mixnet_l,36.977,63.023,52.577,47.423,7.33,224,0.875,bicubic,-56.063,-45.963,-46
botnet26t_256,36.970,63.030,53.073,46.927,12.49,256,0.950,bicubic,-56.460,-45.587,-74
legacy_seresnet50,36.873,63.127,53.473,46.527,28.09,224,0.875,bilinear,-55.797,-45.177,-15
halonet26t,36.843,63.157,52.290,47.710,12.48,256,0.950,bicubic,-56.757,-46.350,-95
tv_densenet121,36.807,63.193,54.030,45.970,7.98,224,0.875,bicubic,-54.603,-44.220,+39
tf_efficientnet_lite2,36.803,63.197,53.323,46.677,6.09,260,0.890,bicubic,-55.777,-45.227,-11
mobilenetv2_120d,36.783,63.217,54.047,45.953,5.83,224,0.875,bicubic,-55.827,-44.453,-16
tf_efficientnet_lite1,36.740,63.260,53.587,46.413,5.42,240,0.882,bicubic,-55.570,-44.903,+3
regnetx_016,36.680,63.320,53.307,46.693,9.19,224,0.875,bicubic,-55.860,-45.243,-11
eca_botnext26ts_256,36.670,63.330,52.477,47.523,10.59,256,0.950,bicubic,-56.690,-46.223,-73
hardcorenas_a,36.643,63.357,54.910,45.090,5.26,224,0.875,bilinear,-54.977,-43.260,+25
levit_128s,36.623,63.377,53.137,46.863,7.78,224,0.900,bicubic,-54.877,-45.263,+27
efficientnet_b0,36.603,63.397,53.487,46.513,5.29,224,0.875,bicubic,-55.877,-45.193,-14
vit_base_patch32_sam_224,36.547,63.453,53.043,46.957,88.22,224,0.900,bicubic,-53.313,-44.557,+66
xcit_nano_12_p8_224_dist,36.540,63.460,52.883,47.117,3.05,224,1.000,bicubic,-55.880,-45.647,-10
tf_efficientnet_em,36.370,63.630,52.843,47.157,6.90,240,0.882,bicubic,-56.810,-45.827,-66
skresnet18,36.320,63.680,54.193,45.807,11.96,224,0.875,bicubic,-53.850,-43.587,+59
repvgg_b0,36.277,63.723,54.050,45.950,15.82,224,0.875,bilinear,-55.403,-44.400,+15
tv_resnet50,36.183,63.817,52.807,47.193,25.56,224,0.875,bilinear,-55.937,-45.613,+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,+2
legacy_seresnet34,36.140,63.860,52.553,47.447,21.96,224,0.875,bilinear,-55.340,-45.647,+19
coat_tiny,36.123,63.877,51.060,48.940,5.50,224,0.900,bicubic,-57.387,-47.630,-102
tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+51
deit_tiny_distilled_patch16_224,36.027,63.973,54.230,45.770,5.91,224,0.900,bicubic,-55.083,-44.040,+34
mobilenetv2_140,36.017,63.983,53.950,46.050,6.11,224,0.875,bicubic,-56.033,-44.300,-1
tf_efficientnet_lite0,35.927,64.073,53.470,46.530,4.65,224,0.875,bicubic,-55.373,-44.620,+20
seresnext26ts,35.827,64.173,53.930,46.070,10.39,256,0.900,bicubic,-56.983,-44.670,-48
selecsls42b,35.817,64.183,52.497,47.503,32.46,224,0.875,bicubic,-56.663,-45.943,-28
xcit_nano_12_p8_384_dist,35.777,64.223,52.300,47.700,3.05,384,1.000,bicubic,-57.503,-46.550,-90
gluon_resnet34_v1b,35.767,64.233,52.183,47.817,21.80,224,0.875,bicubic,-55.333,-45.997,+29
dla34,35.640,64.360,52.783,47.217,15.74,224,0.875,bilinear,-55.590,-45.397,+18
mixnet_m,35.637,64.363,52.433,47.567,5.01,224,0.875,bicubic,-56.633,-45.917,-19
efficientnet_lite0,35.633,64.367,53.653,46.347,4.65,224,0.875,bicubic,-55.617,-44.597,+15
ssl_resnet18,35.590,64.410,53.737,46.263,11.69,224,0.875,bilinear,-55.110,-44.293,+32
mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-55.993,-44.557,+3
efficientnet_es_pruned,35.397,64.603,52.843,47.157,5.44,224,0.875,bicubic,-56.313,-45.567,-4
mobilenetv2_110d,35.287,64.713,52.837,47.163,4.52,224,0.875,bicubic,-56.063,-45.353,+8
tf_mixnet_m,35.187,64.813,50.983,49.017,5.01,224,0.875,bicubic,-57.013,-47.437,-20
hrnet_w18_small_v2,35.177,64.823,52.420,47.580,15.60,224,0.875,bilinear,-55.993,-45.920,+13
resnet18d,35.127,64.873,52.893,47.107,11.71,224,0.875,bicubic,-54.863,-44.937,+38
xcit_nano_12_p16_224_dist,35.127,64.873,52.550,47.450,3.05,224,1.000,bicubic,-55.043,-45.210,+36
eca_resnext26ts,35.057,64.943,52.303,47.697,10.30,256,0.900,bicubic,-57.353,-46.317,-36
resnext26ts,35.043,64.957,53.420,46.580,10.30,256,0.900,bicubic,-57.177,-44.830,-27
convit_tiny,35.043,64.957,51.773,48.227,5.71,224,0.875,bicubic,-55.507,-46.447,+25
gcresnext26ts,34.937,65.063,51.667,48.333,10.48,256,0.900,bicubic,-57.533,-46.823,-44
tinynet_b,34.873,65.127,52.017,47.983,3.73,188,0.875,bicubic,-56.257,-46.053,+9
ese_vovnet19b_dw,34.823,65.177,52.047,47.953,6.54,224,0.875,bicubic,-57.187,-46.463,-22
regnety_008,34.807,65.193,51.750,48.250,6.26,224,0.875,bicubic,-57.103,-46.670,-20
pit_ti_224,34.677,65.323,52.150,47.850,4.85,224,0.900,bicubic,-55.763,-45.860,+23
crossvit_9_240,34.603,65.397,51.767,48.233,8.55,240,0.875,bicubic,-56.447,-46.543,+11
mobilenetv3_large_100,34.603,65.397,52.863,47.137,5.48,224,0.875,bicubic,-56.877,-45.457,-10
seresnext26d_32x4d,34.543,65.457,51.550,48.450,16.81,224,0.875,bicubic,-57.887,-46.990,-48
seresnext26t_32x4d,34.537,65.463,51.380,48.620,16.81,224,0.875,bicubic,-58.283,-47.180,-75
mixer_b16_224,34.430,65.570,48.080,51.920,59.88,224,0.875,bicubic,-56.710,-49.320,0
resnet26d,34.280,65.720,51.693,48.307,16.01,224,0.875,bicubic,-57.970,-46.757,-39
tf_efficientnet_es,34.260,65.740,51.357,48.643,5.44,224,0.875,bicubic,-57.840,-47.073,-33
fbnetc_100,34.253,65.747,51.190,48.810,5.57,224,0.875,bilinear,-57.007,-46.640,-10
regnety_006,34.157,65.843,51.273,48.727,6.06,224,0.875,bicubic,-57.403,-47.157,-21
tf_mobilenetv3_large_100,33.950,66.050,51.480,48.520,5.48,224,0.875,bilinear,-57.470,-46.780,-16
semnasnet_075,33.790,66.210,52.420,47.580,2.91,224,0.875,bicubic,-56.410,-45.550,+15
regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-8
mnasnet_100,33.763,66.237,51.177,48.823,4.38,224,0.875,bicubic,-57.437,-46.873,-12
lcnet_100,33.757,66.243,52.100,47.900,2.95,224,0.875,bicubic,-55.193,-45.280,+28
vit_tiny_r_s16_p8_384,33.653,66.347,50.687,49.313,6.36,384,1.000,bicubic,-58.077,-47.743,-33
xcit_nano_12_p8_224,33.577,66.423,50.227,49.773,3.05,224,1.000,bicubic,-57.543,-48.013,-8
vit_tiny_patch16_384,33.543,66.457,51.073,48.927,5.79,384,1.000,bicubic,-59.887,-47.757,-135
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,-57.943,-47.350,-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,-57.117,-46.683,-3
crossvit_tiny_240,33.360,66.640,49.897,50.103,7.01,240,0.875,bicubic,-57.180,-48.053,-2
vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-10
ghostnet_100,33.207,66.793,51.157,48.843,5.18,224,0.875,bilinear,-57.233,-46.673,-2
regnetx_006,33.147,66.853,50.253,49.747,6.20,224,0.875,bicubic,-57.623,-47.847,-10
resnet18,33.067,66.933,51.180,48.820,11.69,224,0.875,bilinear,-55.083,-45.940,+21
xcit_nano_12_p16_224,32.957,67.043,49.993,50.007,3.05,224,1.000,bicubic,-56.013,-47.397,+14
legacy_seresnext26_32x4d,32.760,67.240,49.253,50.747,16.79,224,0.875,bicubic,-59.820,-49.157,-83
hrnet_w18_small,32.663,67.337,50.593,49.407,13.19,224,0.875,bilinear,-57.217,-47.307,+1
deit_tiny_patch16_224,32.657,67.343,50.267,49.733,5.72,224,0.900,bicubic,-56.963,-47.693,+4
legacy_seresnet18,32.593,67.407,50.323,49.677,11.78,224,0.875,bicubic,-56.667,-47.357,+7
mobilenetv2_100,32.517,67.483,50.800,49.200,3.50,224,0.875,bicubic,-57.313,-47.030,0
regnetx_004,32.513,67.487,49.337,50.663,5.16,224,0.875,bicubic,-56.957,-48.433,+2
gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+9
regnety_004,32.323,67.677,49.447,50.553,4.34,224,0.875,bicubic,-58.447,-48.633,-19
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_224,32.023,67.977,49.017,50.983,5.72,224,0.900,bicubic,-59.887,-49.323,-57
tf_mobilenetv3_large_075,31.867,68.133,49.120,50.880,3.99,224,0.875,bilinear,-58.453,-48.750,-14
tf_mobilenetv3_large_minimal_100,31.597,68.403,49.340,50.660,3.92,224,0.875,bilinear,-57.573,-47.980,+1
vit_tiny_r_s16_p8_224,30.803,69.197,47.647,52.353,6.34,224,0.900,bicubic,-58.547,-50.053,-3
tinynet_c,30.510,69.490,48.480,51.520,2.46,184,0.875,bicubic,-57.910,-48.780,+3
lcnet_075,30.370,69.630,48.763,51.237,2.36,224,0.875,bicubic,-56.570,-47.767,+11
vgg16_bn,30.357,69.643,47.257,52.743,138.37,224,0.875,bilinear,-60.183,-50.733,-22
mnasnet_small,29.997,70.003,48.650,51.350,2.03,224,0.875,bicubic,-54.923,-47.280,+14
regnety_002,29.690,70.310,46.813,53.187,3.16,224,0.875,bicubic,-58.500,-50.607,+1
vgg13_bn,28.893,71.107,46.737,53.263,133.05,224,0.875,bilinear,-60.307,-50.783,-7
regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,+2
mobilenetv2_050,28.680,71.320,46.597,53.403,1.97,224,0.875,bicubic,-56.310,-49.023,+9
vgg19,28.577,71.423,45.167,54.833,143.67,224,0.875,bilinear,-61.103,-52.383,-16
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,-6
tinynet_d,27.967,72.033,45.853,54.147,2.34,152,0.875,bicubic,-57.463,-50.167,+4
vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-17
tf_mobilenetv3_small_100,27.290,72.710,44.427,55.573,2.54,224,0.875,bilinear,-58.680,-51.983,0
mixer_l16_224,26.850,73.150,37.917,62.083,208.20,224,0.875,bicubic,-60.120,-56.123,-3
vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-6
vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-9
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_075,26.203,73.797,43.643,56.357,2.04,224,0.875,bilinear,-58.327,-52.247,0
dla46_c,25.500,74.500,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-2
tf_mobilenetv3_small_minimal_100,25.107,74.893,42.927,57.073,2.04,224,0.875,bilinear,-57.573,-52.083,0
tinynet_e,23.363,76.637,41.087,58.913,2.04,106,0.875,bicubic,-56.437,-52.893,0