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

model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff
ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+33
ig_resnext101_32x32d,79.467,20.533,89.180,10.820,468.53,224,0.875,bilinear,-17.313,-10.350,+51
ig_resnext101_32x16d,78.817,21.183,88.477,11.523,194.03,224,0.875,bilinear,-17.623,-11.063,+83
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,76.307,23.693,87.740,12.260,194.03,224,0.875,bilinear,-19.973,-11.760,+98
ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+140
swsl_resnext101_32x8d,75.583,24.417,86.940,13.060,88.79,224,0.875,bilinear,-20.657,-12.650,+101
tf_efficientnet_l2_ns,74.657,25.343,87.547,12.453,480.31,800,0.960,bicubic,-23.123,-12.343,-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_512,73.157,26.843,85.080,14.920,305.67,512,1.000,bicubic,-24.623,-14.740,-7
swsl_resnext101_32x4d,72.657,27.343,85.157,14.843,44.18,224,0.875,bilinear,-23.383,-14.373,+121
beit_large_patch16_224,71.043,28.957,83.420,16.580,304.43,224,0.900,bicubic,-26.437,-16.270,-5
deit3_huge_patch14_224_in21ft1k,70.813,29.187,82.193,17.807,632.13,224,1.000,bicubic,-26.437,-17.527,+4
deit3_large_patch16_384_in21ft1k,70.563,29.437,82.437,17.563,304.76,384,1.000,bicubic,-26.997,-17.273,-9
deit3_large_patch16_224_in21ft1k,69.720,30.280,81.197,18.803,304.37,224,1.000,bicubic,-27.590,-18.483,-4
swsl_resnext50_32x4d,68.970,31.030,82.807,17.193,25.03,224,0.875,bilinear,-26.640,-16.633,+166
swsl_resnet50,68.293,31.707,83.300,16.700,25.56,224,0.875,bilinear,-26.907,-16.090,+213
swinv2_large_window12to24_192to384_22kft1k,67.673,32.327,80.097,19.903,196.74,384,1.000,bicubic,-29.607,-19.683,-4
tf_efficientnet_b7_ns,67.537,32.463,81.380,18.620,66.35,600,0.949,bicubic,-29.653,-18.320,+3
vit_large_patch16_384,67.060,32.940,78.703,21.297,304.72,384,1.000,bicubic,-30.360,-21.077,-11
convnext_xlarge_384_in22ft1k,66.967,33.033,79.703,20.297,350.20,384,1.000,bicubic,-30.583,-20.097,-15
swin_large_patch4_window12_384,66.290,33.710,79.783,20.217,196.74,384,1.000,bicubic,-30.890,-19.897,+1
convnext_large_384_in22ft1k,65.980,34.020,79.203,20.797,197.77,384,1.000,bicubic,-31.460,-20.577,-15
swinv2_base_window12to24_192to384_22kft1k,65.740,34.260,79.310,20.690,87.92,384,1.000,bicubic,-31.520,-20.480,-9
swinv2_large_window12to16_192to256_22kft1k,65.633,34.367,78.460,21.540,196.74,256,0.900,bicubic,-31.607,-21.250,-5
tf_efficientnet_b6_ns,65.590,34.410,79.560,20.440,43.04,528,0.942,bicubic,-31.430,-20.150,+5
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_224,64.353,35.647,76.187,23.813,304.33,224,0.900,bicubic,-32.357,-23.463,+28
convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.070,-13
vit_large_r50_s32_384,64.103,35.897,75.850,24.150,329.09,384,1.000,bicubic,-32.847,-23.860,+6
convnext_base_384_in22ft1k,64.093,35.907,77.733,22.267,88.59,384,1.000,bicubic,-33.197,-22.047,-19
swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+5
beit_base_patch16_384,63.617,36.383,78.113,21.887,86.74,384,1.000,bicubic,-33.713,-21.607,-23
swin_base_patch4_window12_384,63.470,36.530,78.080,21.920,87.90,384,1.000,bicubic,-33.650,-21.700,-9
swinv2_base_window12to16_192to256_22kft1k,63.200,36.800,77.120,22.880,87.92,256,0.900,bicubic,-33.860,-22.540,-5
tf_efficientnet_b5_ns,63.043,36.957,77.773,22.227,30.39,456,0.934,bicubic,-33.827,-21.867,+7
deit3_base_patch16_384_in21ft1k,62.637,37.363,75.550,24.450,86.88,384,1.000,bicubic,-34.603,-24.120,-16
vit_base_patch8_224,62.197,37.803,75.617,24.383,86.58,224,0.900,bicubic,-34.883,-24.003,-10
convnext_base_in22ft1k,62.010,37.990,76.037,23.963,88.59,224,0.875,bicubic,-34.830,-23.613,+7
deit3_base_patch16_224_in21ft1k,61.787,38.213,74.723,25.277,86.59,224,1.000,bicubic,-35.083,-24.897,+4
tf_efficientnet_b4_ns,61.233,38.767,76.160,23.840,19.34,380,0.922,bicubic,-35.477,-23.480,+16
tf_efficientnetv2_l_in21ft1k,60.953,39.047,75.843,24.157,118.52,480,1.000,bicubic,-36.157,-23.867,-16
tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.397,25.603,208.12,512,1.000,bicubic,-36.470,-25.223,-19
beit_base_patch16_224,60.317,39.683,75.597,24.403,86.53,224,0.900,bicubic,-36.343,-24.063,+19
vit_base_patch16_384,60.187,39.813,73.837,26.163,86.86,384,1.000,bicubic,-36.833,-25.873,-13
swin_base_patch4_window7_224,59.537,40.463,74.240,25.760,87.77,224,0.900,bicubic,-37.143,-25.420,+15
convnext_small_384_in22ft1k,59.110,40.890,73.903,26.097,50.22,384,1.000,bicubic,-37.980,-25.787,-20
volo_d5_512,58.920,41.080,73.200,26.800,296.09,512,1.150,bicubic,-38.370,-26.560,-35
volo_d5_448,58.793,41.207,73.057,26.943,295.91,448,1.150,bicubic,-38.447,-26.683,-31
tf_efficientnetv2_m_in21ft1k,58.643,41.357,73.980,26.020,54.14,480,1.000,bicubic,-38.327,-25.630,-15
vit_large_r50_s32_224,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.820,+64
deit3_large_patch16_384,58.357,41.643,72.970,27.030,304.76,384,1.000,bicubic,-38.493,-26.650,-7
deit3_huge_patch14_224,58.110,41.890,72.130,27.870,632.13,224,0.900,bicubic,-38.470,-27.390,+15
tf_efficientnet_b8_ap,57.830,42.170,72.953,27.047,87.41,672,0.954,bicubic,-38.720,-26.587,+18
convnext_small_in22ft1k,57.533,42.467,72.677,27.323,50.22,224,0.875,bicubic,-38.927,-26.793,+27
cait_m48_448,57.477,42.523,71.867,28.133,356.46,448,1.000,bicubic,-39.403,-27.753,-14
cait_m36_384,57.467,42.533,72.320,27.680,271.22,384,1.000,bicubic,-39.363,-27.340,-10
tf_efficientnet_b3_ns,57.413,42.587,72.387,27.613,12.23,300,0.904,bicubic,-38.687,-27.093,+65
volo_d4_448,57.293,42.707,71.533,28.467,193.41,448,1.150,bicubic,-39.777,-28.217,-30
vit_base_patch16_224,56.840,43.160,70.637,29.363,86.57,224,0.900,bicubic,-39.460,-28.923,+41
volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-29.023,-21
deit3_large_patch16_224,56.463,43.537,70.463,29.537,304.37,224,0.900,bicubic,-39.727,-28.837,+52
xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-9
xcit_large_24_p8_224_dist,56.027,43.973,70.663,29.337,188.93,224,1.000,bicubic,-40.613,-28.797,+1
xcit_large_24_p16_384_dist,54.910,45.090,69.863,30.137,189.10,384,1.000,bicubic,-42.030,-29.647,-27
volo_d4_224,54.743,45.257,68.860,31.140,192.96,224,0.960,bicubic,-42.037,-30.810,-16
deit3_small_patch16_384_in21ft1k,54.467,45.533,68.310,31.690,22.21,384,1.000,bicubic,-42.203,-31.330,-5
vit_base_r50_s16_384,54.400,45.600,69.563,30.437,98.95,384,1.000,bicubic,-42.050,-30.097,+15
resnetv2_152x4_bitm,54.323,45.677,70.173,29.827,936.53,480,1.000,bilinear,-42.557,-29.487,-28
xcit_large_24_p16_224_dist,54.260,45.740,68.980,31.020,189.10,224,1.000,bicubic,-42.060,-30.520,+29
vit_small_r26_s32_384,54.203,45.797,68.747,31.253,36.47,384,1.000,bicubic,-41.857,-30.803,+59
volo_d3_448,53.993,46.007,68.023,31.977,86.63,448,1.000,bicubic,-43.027,-31.657,-39
tf_efficientnet_b5_ap,53.867,46.133,69.163,30.837,30.39,456,0.934,bicubic,-42.213,-30.377,+51
xcit_medium_24_p8_224_dist,53.663,46.337,68.407,31.593,84.32,224,1.000,bicubic,-42.857,-31.103,+1
tf_efficientnet_b2_ns,53.597,46.403,70.277,29.723,9.11,260,0.890,bicubic,-41.923,-29.063,+119
tf_efficientnet_b6_ap,53.567,46.433,68.550,31.450,43.04,528,0.942,bicubic,-42.803,-31.000,+15
cait_s36_384,53.550,46.450,68.020,31.980,68.37,384,1.000,bicubic,-43.080,-31.580,-11
convnext_large,53.533,46.467,68.183,31.817,197.77,224,0.875,bicubic,-42.487,-31.287,+58
deit3_base_patch16_384,53.510,46.490,67.630,32.370,86.88,384,1.000,bicubic,-42.720,-31.770,+32
deit3_base_patch16_224,53.457,46.543,67.593,32.407,86.59,224,0.900,bicubic,-42.323,-31.677,+81
tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-21
xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.473,-30
vit_base_patch32_384,53.300,46.700,68.043,31.957,88.30,384,1.000,bicubic,-42.600,-31.397,+65
tf_efficientnet_b7_ap,53.260,46.740,68.867,31.133,66.35,600,0.949,bicubic,-43.090,-30.723,+9
xcit_medium_24_p16_384_dist,53.213,46.787,68.057,31.943,84.40,384,1.000,bicubic,-43.487,-31.543,-26
tf_efficientnetv2_s_in21ft1k,53.143,46.857,69.007,30.993,21.46,384,1.000,bicubic,-43.327,-30.563,-8
tf_efficientnet_b4_ap,53.093,46.907,68.213,31.787,19.34,380,0.922,bicubic,-42.397,-31.177,+109
regnetz_e8,53.017,46.983,67.140,32.860,57.70,320,1.000,bicubic,-43.583,-32.470,-21
dm_nfnet_f5,52.870,47.130,67.427,32.573,377.21,544,0.954,bicubic,-43.940,-32.243,-41
volo_d3_224,52.703,47.297,66.320,33.680,86.33,224,0.960,bicubic,-43.737,-33.300,-5
deit3_small_patch16_224_in21ft1k,52.690,47.310,66.877,33.123,22.06,224,1.000,bicubic,-43.130,-32.523,+66
dm_nfnet_f6,52.447,47.553,67.113,32.887,438.36,576,0.956,bicubic,-44.473,-32.607,-53
tf_efficientnet_b7,52.393,47.607,68.230,31.770,66.35,600,0.949,bicubic,-44.187,-31.290,-24
tf_efficientnetv2_l,52.387,47.613,67.240,32.760,118.52,480,1.000,bicubic,-44.263,-32.320,-30
xcit_small_24_p8_384_dist,52.360,47.640,66.833,33.167,47.63,384,1.000,bicubic,-44.450,-32.797,-46
swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.733,-27.733,+512
efficientnetv2_rw_m,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.350,+8
deit_base_distilled_patch16_384,52.253,47.747,67.737,32.263,87.63,384,1.000,bicubic,-44.257,-31.853,-22
xcit_medium_24_p16_224_dist,52.197,47.803,66.893,33.107,84.40,224,1.000,bicubic,-44.063,-32.517,+7
xcit_small_24_p8_224_dist,52.197,47.803,66.767,33.233,47.63,224,1.000,bicubic,-44.353,-32.803,-29
dm_nfnet_f3,52.130,47.870,66.740,33.260,254.92,416,0.940,bicubic,-44.600,-32.890,-46
resnetv2_152x2_bit_teacher_384,51.943,48.057,68.663,31.337,236.34,384,1.000,bicubic,-44.247,-30.837,+11
resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.050,-9
xcit_small_24_p16_384_dist,51.883,48.117,66.367,33.633,47.67,384,1.000,bicubic,-44.457,-33.213,-9
cait_s24_384,51.783,48.217,66.320,33.680,47.06,384,1.000,bicubic,-44.787,-33.230,-35
resnetv2_152x2_bitm,51.757,48.243,69.247,30.753,236.34,448,1.000,bilinear,-44.763,-30.343,-32
ecaresnet269d,51.663,48.337,66.043,33.957,102.09,352,1.000,bicubic,-44.797,-33.567,-27
vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+27
convnext_tiny_384_in22ft1k,51.453,48.547,66.427,33.573,28.59,384,1.000,bicubic,-44.717,-33.053,+8
convnext_base,51.247,48.753,66.190,33.810,88.59,224,0.875,bicubic,-44.693,-33.190,+35
pit_b_distilled_224,51.157,48.843,66.773,33.227,74.79,224,0.900,bicubic,-44.913,-32.607,+17
xcit_small_12_p8_384_dist,51.093,48.907,65.833,34.167,26.21,384,1.000,bicubic,-45.387,-33.657,-35
convnext_tiny_in22ft1k,51.083,48.917,66.620,33.380,28.59,224,0.875,bicubic,-44.647,-32.740,+54
dm_nfnet_f4,50.907,49.093,65.563,34.437,316.07,512,0.951,bicubic,-45.873,-34.057,-63
tf_efficientnet_b1_ns,50.900,49.100,67.927,32.073,7.79,240,0.882,bicubic,-43.960,-31.323,+169
volo_d2_384,50.883,49.117,65.637,34.363,58.87,384,1.000,bicubic,-45.827,-33.963,-58
xcit_small_24_p16_224_dist,50.730,49.270,65.033,34.967,47.67,224,1.000,bicubic,-45.060,-34.317,+42
tf_efficientnetv2_m,50.560,49.440,66.000,34.000,54.14,480,1.000,bicubic,-45.980,-33.570,-45
xcit_small_12_p16_384_dist,50.527,49.473,65.297,34.703,26.25,384,1.000,bicubic,-45.803,-34.193,-21
efficientnet_b4,50.503,49.497,65.707,34.293,19.34,384,1.000,bicubic,-45.027,-33.693,+72
volo_d1_384,50.473,49.527,64.927,35.073,26.78,384,1.000,bicubic,-45.997,-34.623,-42
xcit_small_12_p8_224_dist,50.440,49.560,65.433,34.567,26.21,224,1.000,bicubic,-45.520,-33.987,+20
resnetv2_101x3_bitm,50.403,49.597,67.787,32.213,387.93,448,1.000,bilinear,-45.847,-31.803,-16
regnetz_040h,50.330,49.670,65.630,34.370,28.94,320,1.000,bicubic,-46.000,-33.890,-27
ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+82
cait_s24_224,50.240,49.760,65.023,34.977,46.92,224,1.000,bicubic,-45.400,-34.367,+54
eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.167,-43
vit_small_patch16_384,50.167,49.833,65.807,34.193,22.20,384,1.000,bicubic,-45.813,-33.783,+12
resnest269e,50.153,49.847,64.663,35.337,110.93,416,0.928,bicubic,-45.967,-34.857,-8
deit_base_distilled_patch16_224,50.060,49.940,66.223,33.777,87.34,224,0.900,bicubic,-45.690,-33.057,+35
tf_efficientnet_b3_ap,50.043,49.957,65.213,34.787,12.23,300,0.904,bicubic,-44.927,-33.897,+136
resnest200e,49.877,50.123,64.740,35.260,70.20,320,0.909,bicubic,-46.193,-34.740,-6
volo_d2_224,49.813,50.187,64.587,35.413,58.68,224,0.960,bicubic,-46.607,-34.913,-45
seresnextaa101d_32x8d,49.767,50.233,64.420,35.580,93.59,288,1.000,bicubic,-46.653,-35.100,-47
xception65,49.757,50.243,63.523,36.477,39.92,299,0.940,bicubic,-45.933,-35.787,+42
swinv2_base_window16_256,49.667,50.333,63.810,36.190,87.92,256,0.900,bicubic,-46.503,-35.590,-18
convnext_small,49.573,50.427,64.830,35.170,50.22,224,0.875,bicubic,-46.037,-34.430,+47
cait_xs24_384,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.473,-34.530,+1
tf_efficientnet_b5,49.510,50.490,65.650,34.350,30.39,456,0.934,bicubic,-46.470,-33.800,+2
resnetv2_152x2_bit_teacher,49.487,50.513,65.620,34.380,236.34,224,0.875,bicubic,-46.263,-33.810,+24
resnet200d,49.473,50.527,64.327,35.673,64.69,320,1.000,bicubic,-46.637,-35.133,-19
xcit_small_12_p16_224_dist,49.420,50.580,63.840,36.160,26.25,224,1.000,bicubic,-46.310,-35.460,+27
resnest101e,49.363,50.637,65.597,34.403,48.28,256,0.875,bilinear,-46.197,-33.673,+45
regnetz_040,49.283,50.717,64.063,35.937,27.12,320,1.000,bicubic,-46.897,-35.447,-28
resnet152d,49.250,50.750,64.417,35.583,60.21,320,1.000,bicubic,-46.620,-35.013,+8
vit_base_patch32_224,49.250,50.750,64.343,35.657,88.22,224,0.900,bicubic,-45.140,-34.717,+203
seresnet152d,49.250,50.750,64.177,35.823,66.84,320,1.000,bicubic,-47.060,-35.333,-47
xcit_large_24_p8_224,49.237,50.763,62.840,37.160,188.93,224,1.000,bicubic,-46.843,-36.310,-23
ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+70
resmlp_big_24_distilled_224,49.097,50.903,65.477,34.523,129.14,224,0.875,bicubic,-46.773,-33.963,+1
volo_d1_224,48.970,51.030,63.190,36.810,26.63,224,0.960,bicubic,-47.060,-36.200,-17
repvgg_b3,48.920,51.080,64.880,35.120,123.09,224,0.875,bilinear,-45.640,-34.030,+179
resnetrs420,48.857,51.143,63.427,36.573,191.89,416,1.000,bicubic,-47.553,-36.113,-64
deit3_small_patch16_384,48.670,51.330,62.823,37.177,22.21,384,1.000,bicubic,-46.940,-36.567,+29
seresnext101d_32x8d,48.597,51.403,62.960,37.040,93.59,288,1.000,bicubic,-47.763,-36.510,-63
efficientnetv2_rw_s,48.593,51.407,63.837,36.163,23.94,384,1.000,bicubic,-47.107,-35.543,+18
regnetz_d32,48.590,51.410,65.190,34.810,27.58,320,0.950,bicubic,-47.280,-34.240,-5
swinv2_small_window16_256,48.577,51.423,62.763,37.237,49.73,256,0.900,bicubic,-47.493,-36.577,-29
efficientnet_b3,48.567,51.433,64.250,35.750,12.23,320,1.000,bicubic,-46.573,-34.960,+78
ecaresnet101d,48.537,51.463,64.097,35.903,44.57,224,0.875,bicubic,-46.623,-35.133,+74
vit_small_r26_s32_224,48.367,51.633,63.800,36.200,36.43,224,0.900,bicubic,-46.753,-35.420,+82
dm_nfnet_f2,48.367,51.633,63.230,36.770,193.78,352,0.920,bicubic,-48.093,-36.310,-81
swinv2_base_window8_256,48.340,51.660,63.597,36.403,87.92,256,0.900,bicubic,-47.730,-35.823,-36
repvgg_b3g4,48.303,51.697,64.793,35.207,83.83,224,0.875,bilinear,-46.197,-34.227,+176
vit_large_patch32_384,48.247,51.753,61.823,38.177,306.63,384,1.000,bicubic,-46.993,-37.497,+62
convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+81
swin_s3_base_224,48.140,51.860,62.263,37.737,71.13,224,0.900,bicubic,-47.900,-37.087,-34
sequencer2d_l,48.107,51.893,62.343,37.657,54.30,224,0.875,bicubic,-47.763,-37.127,-18
resnetrs350,48.057,51.943,62.650,37.350,163.96,384,1.000,bicubic,-48.183,-36.820,-60
regnetz_d8,48.013,51.987,64.410,35.590,23.37,320,1.000,bicubic,-47.997,-35.110,-33
twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.460,0
vit_relpos_base_patch16_224,47.937,52.063,62.847,37.153,86.43,224,0.900,bicubic,-47.193,-36.453,+66
mixer_b16_224_miil,47.800,52.200,63.397,36.603,59.88,224,0.875,bilinear,-47.090,-35.683,+107
repvgg_b2g4,47.793,52.207,64.377,35.623,61.76,224,0.875,bilinear,-46.027,-34.553,+244
vit_relpos_base_patch16_clsgap_224,47.763,52.237,62.410,37.590,86.43,224,0.900,bicubic,-47.487,-36.790,+50
vit_relpos_medium_patch16_cls_224,47.660,52.340,61.803,38.197,38.76,224,0.900,bicubic,-47.640,-37.287,+45
seresnext101_32x8d,47.653,52.347,61.447,38.553,93.57,288,1.000,bicubic,-48.477,-37.913,-57
eca_nfnet_l1,47.643,52.357,62.763,37.237,41.41,320,1.000,bicubic,-48.297,-36.727,-34
resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-75
pit_s_distilled_224,47.547,52.453,63.497,36.503,24.04,224,0.900,bicubic,-47.193,-35.683,+119
resnest50d_4s2x40d,47.490,52.510,63.817,36.183,30.42,224,0.875,bicubic,-47.220,-35.323,+123
efficientnet_b3_pruned,47.443,52.557,62.787,37.213,9.86,300,0.904,bicubic,-47.137,-36.283,+144
crossvit_18_dagger_408,47.380,52.620,60.943,39.057,44.61,408,1.000,bicubic,-48.750,-38.527,-64
xcit_small_24_p8_224,47.297,52.703,60.983,39.017,47.63,224,1.000,bicubic,-48.613,-38.197,-37
tresnet_m,47.217,52.783,62.000,38.000,31.39,224,0.875,bilinear,-48.163,-37.150,+29
tf_efficientnet_b6,47.207,52.793,63.110,36.890,43.04,528,0.942,bicubic,-49.083,-36.410,-84
convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+81
ssl_resnext101_32x4d,47.167,52.833,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,+47
resnetrs270,47.107,52.893,62.013,37.987,129.86,352,1.000,bicubic,-48.953,-37.467,-58
regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-78
tf_efficientnet_b4,47.080,52.920,62.857,37.143,19.34,380,0.922,bicubic,-48.510,-36.473,-5
vit_base_patch16_rpn_224,47.063,52.937,62.403,37.597,86.54,224,0.900,bicubic,-47.757,-36.687,+95
swinv2_small_window8_256,47.030,52.970,62.297,37.703,49.73,256,0.900,bicubic,-48.700,-37.063,-25
xcit_small_12_p8_224,46.983,53.017,60.537,39.463,26.21,224,1.000,bicubic,-48.437,-38.663,+12
xcit_large_24_p16_224,46.960,53.040,60.670,39.330,189.10,224,1.000,bicubic,-47.990,-38.160,+75
convnext_tiny_hnf,46.937,53.063,61.200,38.800,28.59,224,0.950,bicubic,-47.833,-37.960,+97
xception65p,46.933,53.067,61.083,38.917,39.82,299,0.940,bicubic,-48.727,-38.187,-19
resnet101d,46.893,53.107,62.323,37.677,44.57,320,1.000,bicubic,-48.857,-37.117,-35
resnet152,46.800,53.200,60.410,39.590,60.19,224,0.950,bicubic,-48.750,-38.850,-10
gluon_seresnext101_64x4d,46.677,53.323,61.297,38.703,88.23,224,0.875,bicubic,-47.983,-37.683,+117
twins_pcpvt_large,46.627,53.373,62.233,37.767,60.99,224,0.900,bicubic,-49.093,-37.257,-31
dm_nfnet_f1,46.547,53.453,61.403,38.597,132.63,320,0.910,bicubic,-49.833,-38.067,-112
regnetv_064,46.480,53.520,62.253,37.747,30.58,288,1.000,bicubic,-49.290,-37.167,-41
xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-50
crossvit_15_dagger_408,46.457,53.543,60.487,39.513,28.50,408,1.000,bicubic,-49.363,-38.823,-47
resnetrs200,46.430,53.570,61.060,38.940,93.21,320,1.000,bicubic,-49.910,-38.490,-110
swin_s3_small_224,46.393,53.607,60.897,39.103,49.74,224,0.900,bicubic,-49.447,-38.303,-51
fbnetv3_g,46.347,53.653,62.403,37.597,16.62,288,0.950,bilinear,-48.783,-36.797,+31
sequencer2d_m,46.297,53.703,60.903,39.097,38.31,224,0.875,bicubic,-49.303,-38.367,-24
tresnet_xl,46.280,53.720,61.950,38.050,78.44,224,0.875,bilinear,-48.780,-37.310,+46
xcit_tiny_24_p8_384_dist,46.263,53.737,60.713,39.287,12.11,384,1.000,bicubic,-49.977,-38.727,-101
xcit_tiny_24_p8_224_dist,46.257,53.743,60.607,39.393,12.11,224,1.000,bicubic,-49.203,-38.753,-9
gernet_m,46.170,53.830,62.700,37.300,21.14,224,0.875,bilinear,-48.380,-36.230,+121
deit_small_distilled_patch16_224,46.163,53.837,62.403,37.597,22.44,224,0.900,bicubic,-48.437,-36.697,+110
regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-66
crossvit_base_240,46.133,53.867,60.223,39.777,105.03,240,0.875,bicubic,-48.937,-38.757,+39
swinv2_cr_small_ns_224,46.123,53.877,60.787,39.213,49.70,224,0.900,bicubic,-49.567,-38.523,-41
resnest50d_1s4x24d,46.093,53.907,62.377,37.623,25.68,224,0.875,bicubic,-48.297,-36.693,+130
tf_efficientnet_b0_ns,46.053,53.947,63.270,36.730,5.29,224,0.875,bicubic,-47.697,-35.700,+206
jx_nest_base,46.040,53.960,60.093,39.907,67.72,224,0.875,bicubic,-49.500,-39.207,-30
resnet51q,46.027,53.973,60.903,39.097,35.70,288,1.000,bilinear,-49.173,-38.377,+10
vit_small_patch16_224,46.000,54.000,61.820,38.180,22.05,224,0.900,bicubic,-48.880,-37.450,+59
vit_relpos_medium_patch16_224,45.960,54.040,61.030,38.970,38.75,224,0.900,bicubic,-49.240,-38.190,+9
regnety_080,45.953,54.047,60.880,39.120,39.18,288,1.000,bicubic,-49.897,-38.560,-69
resnest50d,45.943,54.057,62.630,37.370,27.48,224,0.875,bilinear,-48.677,-36.400,+95
deit3_small_patch16_224,45.923,54.077,58.893,41.107,22.06,224,0.900,bicubic,-48.767,-39.857,+84
crossvit_18_240,45.903,54.097,60.383,39.617,43.27,240,0.875,bicubic,-49.167,-38.737,+27
twins_pcpvt_base,45.893,54.107,61.343,38.657,43.83,224,0.900,bicubic,-49.567,-38.047,-26
regnety_032,45.883,54.117,61.533,38.467,19.44,288,1.000,bicubic,-49.597,-37.787,-31
levit_384,45.873,54.127,61.690,38.310,39.13,224,0.900,bicubic,-49.337,-37.470,-1
twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-44
crossvit_18_dagger_240,45.850,54.150,59.923,40.077,44.27,240,0.875,bicubic,-49.330,-39.197,+1
vit_relpos_medium_patch16_rpn_224,45.753,54.247,60.957,39.043,38.73,224,0.900,bicubic,-49.317,-38.233,+20
vit_srelpos_medium_patch16_224,45.730,54.270,61.070,38.930,38.74,224,0.900,bicubic,-49.170,-38.130,+42
crossvit_15_dagger_240,45.697,54.303,60.090,39.910,28.21,240,0.875,bicubic,-49.283,-39.070,+28
regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.793,-24
convmixer_1536_20,45.660,54.340,61.770,38.230,51.63,224,0.960,bicubic,-49.310,-37.400,+29
gc_efficientnetv2_rw_t,45.657,54.343,60.200,39.800,13.68,288,1.000,bicubic,-49.633,-39.020,-16
efficientnetv2_rw_t,45.607,54.393,60.187,39.813,13.65,288,1.000,bicubic,-49.463,-39.033,+13
gluon_seresnext101_32x4d,45.597,54.403,61.140,38.860,48.96,224,0.875,bicubic,-48.853,-37.950,+102
xcit_tiny_24_p16_384_dist,45.587,54.413,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-44
xcit_medium_24_p16_224,45.527,54.473,59.000,41.000,84.40,224,1.000,bicubic,-49.603,-39.930,-1
xcit_small_24_p16_224,45.517,54.483,58.887,41.113,47.67,224,1.000,bicubic,-49.563,-40.183,+6
dm_nfnet_f0,45.480,54.520,60.990,39.010,71.49,256,0.900,bicubic,-50.210,-38.340,-69
resnext101_64x4d,45.453,54.547,59.040,40.960,83.46,288,1.000,bicubic,-50.087,-40.250,-54
gluon_resnet152_v1d,45.437,54.563,60.083,39.917,60.21,224,0.875,bicubic,-49.003,-38.927,+97
nfnet_l0,45.423,54.577,62.073,37.927,35.07,288,1.000,bicubic,-49.967,-37.347,-36
ssl_resnext50_32x4d,45.403,54.597,62.033,37.967,25.03,224,0.875,bilinear,-49.297,-37.207,+59
resnetv2_50x1_bit_distilled,45.397,54.603,62.310,37.690,25.55,224,0.875,bicubic,-50.003,-37.120,-41
xcit_small_12_p16_224,45.397,54.603,59.417,40.583,26.25,224,1.000,bicubic,-49.423,-39.643,+38
jx_nest_small,45.353,54.647,59.010,40.990,38.35,224,0.875,bicubic,-50.177,-40.210,-58
cs3se_edgenet_x,45.327,54.673,60.383,39.617,50.72,320,1.000,bicubic,-50.683,-39.057,-114
resnet61q,45.283,54.717,59.400,40.600,36.85,288,1.000,bicubic,-49.837,-39.680,-7
cs3edgenet_x,45.280,54.720,60.287,39.713,47.82,288,1.000,bicubic,-50.190,-38.993,-54
tresnet_xl_448,45.223,54.777,61.440,38.560,78.44,448,0.875,bilinear,-50.287,-37.900,-60
nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.250,-20
convit_small,45.197,54.803,60.497,39.503,27.78,224,0.875,bicubic,-49.723,-38.613,+17
swin_small_patch4_window7_224,45.157,54.843,60.333,39.667,49.61,224,0.900,bicubic,-50.563,-38.957,-86
tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,+16
resnet101,45.087,54.913,59.577,40.423,44.55,224,0.950,bicubic,-49.893,-39.503,+4
sequencer2d_s,45.083,54.917,60.067,39.933,27.65,224,0.875,bicubic,-50.387,-39.203,-60
rexnet_200,45.057,54.943,62.313,37.687,16.37,224,0.875,bicubic,-49.603,-36.777,+53
resnetrs152,44.957,55.043,59.707,40.293,86.62,320,1.000,bicubic,-51.003,-39.673,-120
resnetv2_101,44.933,55.067,58.837,41.163,44.54,224,0.950,bicubic,-49.997,-40.283,+9
ecaresnetlight,44.893,55.107,60.777,39.223,30.16,224,0.875,bicubic,-49.247,-38.173,+116
deit_base_patch16_224,44.873,55.127,59.190,40.810,86.57,224,0.900,bicubic,-50.137,-39.790,-4
cait_xxs36_384,44.777,55.223,59.367,40.633,17.37,384,1.000,bicubic,-50.443,-39.953,-39
deit_base_patch16_384,44.770,55.230,59.627,40.373,86.86,384,1.000,bicubic,-50.880,-39.613,-89
resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.793,-38.087,+63
gernet_l,44.730,55.270,58.947,41.053,31.08,256,0.875,bilinear,-50.200,-40.253,+1
xcit_tiny_24_p16_224_dist,44.720,55.280,59.420,40.580,12.12,224,1.000,bicubic,-49.500,-39.540,+101
resmlp_24_distilled_224,44.710,55.290,61.463,38.537,30.02,224,0.875,bicubic,-49.630,-37.627,+85
tf_efficientnet_b2_ap,44.707,55.293,60.680,39.320,9.11,260,0.890,bicubic,-49.563,-38.270,+90
swinv2_tiny_window16_256,44.573,55.427,59.577,40.423,28.35,256,0.900,bicubic,-50.787,-39.723,-59
vit_relpos_small_patch16_224,44.550,55.450,60.203,39.797,21.98,224,0.900,bicubic,-50.140,-38.897,+33
gmlp_s16_224,44.483,55.517,58.627,41.373,19.42,224,0.875,bicubic,-49.027,-40.153,+182
ens_adv_inception_resnet_v2,44.390,55.610,58.110,41.890,55.84,299,0.897,bicubic,-49.730,-40.680,+107
tresnet_l,44.360,55.640,59.947,40.053,55.99,224,0.875,bilinear,-50.540,-39.083,0
gluon_resnext101_32x4d,44.287,55.713,59.090,40.910,44.18,224,0.875,bicubic,-49.833,-39.840,+104
poolformer_m48,44.270,55.730,59.300,40.700,73.47,224,0.950,bicubic,-50.860,-39.820,-40
wide_resnet50_2,44.180,55.820,59.697,40.303,68.88,224,0.875,bicubic,-50.480,-39.353,+35
regnetz_c16_evos,44.160,55.840,61.057,38.943,13.49,320,0.950,bicubic,-51.470,-38.363,-101
vit_srelpos_small_patch16_224,44.137,55.863,59.710,40.290,21.97,224,0.900,bicubic,-50.413,-39.430,+50
crossvit_15_240,44.123,55.877,59.130,40.870,27.53,240,0.875,bicubic,-50.597,-39.950,+18
seresnext50_32x4d,44.120,55.880,59.480,40.520,27.56,224,0.875,bicubic,-50.690,-39.650,+4
resnetv2_101x1_bitm,44.113,55.887,61.980,38.020,44.54,448,1.000,bilinear,-51.207,-37.390,-66
gluon_resnet152_v1s,44.070,55.930,58.700,41.300,60.32,224,0.875,bicubic,-50.650,-40.360,+16
pit_b_224,44.067,55.933,58.017,41.983,73.76,224,0.900,bicubic,-50.723,-40.803,+3
ssl_resnet50,44.020,55.980,61.910,38.090,25.56,224,0.875,bilinear,-50.300,-37.240,+71
poolformer_m36,44.020,55.980,59.067,40.933,56.17,224,0.950,bicubic,-50.990,-40.033,-30
inception_resnet_v2,44.007,55.993,57.907,42.093,55.84,299,0.897,bicubic,-50.323,-40.893,+68
pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-76
pit_s_224,43.893,56.107,58.637,41.363,23.46,224,0.900,bicubic,-50.687,-40.293,+34
gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+62
coat_lite_small,43.813,56.187,57.143,42.857,19.84,224,0.900,bicubic,-51.267,-41.887,-45
regnetv_040,43.793,56.207,58.460,41.540,20.64,288,1.000,bicubic,-51.937,-40.920,-130
tnt_s_patch16_224,43.777,56.223,59.197,40.803,23.76,224,0.900,bicubic,-50.793,-39.983,+32
mobilevitv2_200_in22ft1k,43.770,56.230,59.500,40.500,18.45,256,0.888,bicubic,-51.280,-39.580,-40
swinv2_cr_small_224,43.770,56.230,57.690,42.310,49.70,224,0.900,bicubic,-51.630,-41.360,-89
cspresnext50,43.763,56.237,60.143,39.857,20.57,256,0.887,bilinear,-50.477,-38.907,+68
cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+102
ecaresnet50d,43.743,56.257,60.373,39.627,25.58,224,0.875,bicubic,-50.457,-38.647,+73
ecaresnet101d_pruned,43.740,56.260,59.607,40.393,24.88,224,0.875,bicubic,-50.720,-39.483,+38
swin_s3_tiny_224,43.717,56.283,59.510,40.490,28.33,224,0.900,bicubic,-51.183,-39.650,-27
tf_efficientnetv2_s,43.707,56.293,58.597,41.403,21.46,384,1.000,bicubic,-52.003,-40.803,-132
rexnet_150,43.687,56.313,60.890,39.110,9.73,224,0.875,bicubic,-50.593,-38.190,+56
pit_xs_distilled_224,43.660,56.340,60.707,39.293,11.00,224,0.900,bicubic,-49.580,-38.123,+179
xcit_tiny_12_p8_224_dist,43.640,56.360,58.457,41.543,6.71,224,1.000,bicubic,-51.080,-40.723,-7
edgenext_small,43.617,56.383,59.883,40.117,5.59,320,1.000,bicubic,-51.213,-39.527,-23
crossvit_small_240,43.473,56.527,58.940,41.060,26.86,240,0.875,bicubic,-51.107,-40.180,+15
cs3sedarknet_x,43.460,56.540,58.843,41.157,35.40,288,1.000,bicubic,-51.960,-40.477,-106
gluon_resnet101_v1d,43.430,56.570,58.610,41.390,44.57,224,0.875,bicubic,-50.750,-40.330,+64
ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.990,-62
gluon_resnet101_v1s,43.363,56.637,58.510,41.490,44.67,224,0.875,bicubic,-50.807,-40.500,+65
cspdarknet53,43.353,56.647,59.430,40.570,27.64,256,0.887,bilinear,-50.737,-39.550,+72
xcit_tiny_24_p8_224,43.303,56.697,57.273,42.727,12.11,224,1.000,bicubic,-51.587,-41.917,-37
xcit_tiny_12_p8_384_dist,43.300,56.700,58.177,41.823,6.71,384,1.000,bicubic,-52.040,-41.163,-100
dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.027,+126
convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+25
visformer_small,43.257,56.743,57.980,42.020,40.22,224,0.900,bicubic,-51.713,-41.230,-55
eca_nfnet_l0,43.233,56.767,59.907,40.093,24.14,288,1.000,bicubic,-52.217,-39.483,-117
regnety_064,43.223,56.777,57.230,42.770,30.58,288,1.000,bicubic,-52.567,-42.060,-162
vit_relpos_base_patch32_plus_rpn_256,43.167,56.833,58.430,41.570,119.42,256,0.900,bicubic,-49.993,-39.890,+170
vit_small_patch32_384,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.457,-39.847,-1
resnest26d,43.140,56.860,60.637,39.363,17.07,224,0.875,bilinear,-50.100,-38.213,+160
twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-4
resmlp_36_224,43.050,56.950,59.313,40.687,44.69,224,0.875,bicubic,-50.600,-39.637,+110
cspresnet50,43.047,56.953,59.167,40.833,21.62,256,0.887,bilinear,-50.813,-39.693,+83
dpn131,43.040,56.960,57.420,42.580,79.25,224,0.875,bicubic,-50.710,-41.410,+97
tf_efficientnet_lite4,42.980,57.020,57.640,42.360,13.01,380,0.920,bilinear,-51.890,-41.450,-47
twins_svt_small,42.930,57.070,58.467,41.533,24.06,224,0.900,bicubic,-51.840,-40.613,-37
mobilevitv2_200_384_in22ft1k,42.917,57.083,58.987,41.013,18.45,384,1.000,bicubic,-52.473,-40.293,-119
gluon_resnet152_v1b,42.893,57.107,57.740,42.260,60.19,224,0.875,bicubic,-51.137,-41.010,+60
fbnetv3_d,42.890,57.110,59.690,40.310,10.31,256,0.950,bilinear,-50.960,-39.220,+78
dpn107,42.860,57.140,57.363,42.637,86.92,224,0.875,bicubic,-51.100,-41.467,+65
levit_256,42.813,57.187,57.903,42.097,18.89,224,0.900,bicubic,-51.597,-41.157,+9
gluon_resnet152_v1c,42.810,57.190,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+70
tf_efficientnet_b1_ap,42.800,57.200,58.817,41.183,7.79,240,0.882,bicubic,-50.830,-39.983,+103
gcresnet50t,42.790,57.210,59.190,40.810,25.90,256,0.900,bicubic,-51.830,-39.790,-18
gluon_xception65,42.790,57.210,58.820,41.180,39.92,299,0.903,bicubic,-51.220,-40.200,+56
tresnet_l_448,42.750,57.250,58.943,41.057,55.99,448,0.875,bilinear,-52.650,-40.357,-132
cs3darknet_x,42.717,57.283,58.197,41.803,35.05,288,1.000,bicubic,-52.553,-41.083,-119
resnet50d,42.697,57.303,58.687,41.313,25.58,224,0.875,bicubic,-51.373,-40.233,+46
gluon_seresnext50_32x4d,42.683,57.317,58.700,41.300,27.56,224,0.875,bicubic,-51.487,-40.210,+36
convnext_nano,42.590,57.410,57.497,42.503,15.59,288,1.000,bicubic,-52.270,-41.653,-60
xcit_tiny_12_p16_384_dist,42.587,57.413,58.087,41.913,6.72,384,1.000,bicubic,-51.943,-41.083,-10
resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+76
regnety_040,42.567,57.433,57.037,42.963,20.65,288,1.000,bicubic,-52.903,-42.383,-149
seresnet50,42.513,57.487,58.677,41.323,28.09,224,0.875,bicubic,-51.567,-40.273,+39
nf_resnet50,42.507,57.493,59.520,40.480,25.56,288,0.940,bicubic,-51.883,-39.550,-3
mobilevitv2_175_in22ft1k,42.500,57.500,58.133,41.867,14.25,256,0.888,bicubic,-52.280,-40.967,-59
resnetrs101,42.443,57.557,57.290,42.710,63.62,288,0.940,bicubic,-52.807,-41.920,-128
poolformer_s36,42.333,57.667,58.737,41.263,30.86,224,0.900,bicubic,-52.287,-40.313,-34
jx_nest_tiny,42.330,57.670,57.043,42.957,17.06,224,0.875,bicubic,-52.620,-42.057,-85
tf_efficientnetv2_b3,42.310,57.690,57.943,42.057,14.36,300,0.904,bicubic,-52.810,-41.257,-110
convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+199
dpn98,42.273,57.727,56.883,43.117,61.57,224,0.875,bicubic,-51.657,-42.037,+45
xcit_tiny_24_p16_224,42.273,57.727,56.830,43.170,12.12,224,1.000,bicubic,-51.567,-41.930,+56
deit_small_patch16_224,42.267,57.733,58.013,41.987,22.05,224,0.900,bicubic,-51.723,-40.947,+39
tf_efficientnet_cc_b1_8e,42.220,57.780,58.430,41.570,39.72,240,0.882,bicubic,-51.350,-40.260,+90
legacy_senet154,42.213,57.787,56.593,43.407,115.09,224,0.875,bilinear,-52.517,-42.507,-61
cait_xxs24_384,42.183,57.817,57.460,42.540,12.03,384,1.000,bicubic,-52.747,-41.680,-90
xception41p,42.163,57.837,56.890,43.110,26.91,299,0.940,bicubic,-52.897,-42.260,-106
tf_efficientnet_b2,42.117,57.883,58.197,41.803,9.11,260,0.890,bicubic,-52.093,-40.843,+9
gluon_resnext50_32x4d,42.043,57.957,57.670,42.330,25.03,224,0.875,bicubic,-51.607,-41.020,+73
resnext50_32x4d,41.963,58.037,56.757,43.243,25.03,224,0.950,bicubic,-52.617,-42.043,-38
ecaresnet50d_pruned,41.950,58.050,58.217,41.783,19.94,224,0.875,bicubic,-51.870,-40.783,+50
efficientnet_b2,41.933,58.067,58.287,41.713,9.11,288,1.000,bicubic,-52.437,-40.763,-17
mobilevitv2_150_in22ft1k,41.920,58.080,57.923,42.077,10.59,256,0.888,bicubic,-52.770,-40.997,-60
xcit_tiny_12_p16_224_dist,41.920,58.080,57.227,42.773,6.72,224,1.000,bicubic,-51.430,-41.513,+107
mobilevitv2_150_384_in22ft1k,41.777,58.223,57.820,42.180,10.59,384,1.000,bicubic,-53.563,-41.310,-153
mobilevitv2_175_384_in22ft1k,41.670,58.330,58.010,41.990,14.25,384,1.000,bicubic,-53.570,-41.370,-146
edgenext_small_rw,41.663,58.337,58.520,41.480,7.83,320,1.000,bicubic,-52.697,-40.520,-18
dla102x2,41.643,58.357,57.940,42.060,41.28,224,0.875,bilinear,-52.357,-41.090,+23
hrnet_w64,41.640,58.360,57.123,42.877,128.06,224,0.875,bilinear,-52.190,-41.797,+40
gluon_senet154,41.617,58.383,56.377,43.623,115.09,224,0.875,bicubic,-53.093,-42.593,-71
poolformer_s24,41.607,58.393,58.440,41.560,21.39,224,0.900,bicubic,-52.723,-40.620,-19
inception_v4,41.580,58.420,55.390,44.610,42.68,299,0.875,bicubic,-52.800,-43.430,-28
swinv2_cr_tiny_ns_224,41.543,58.457,57.190,42.810,28.33,224,0.900,bicubic,-53.217,-41.920,-82
haloregnetz_b,41.540,58.460,57.080,42.920,11.68,224,0.940,bicubic,-52.980,-41.880,-42
cs3sedarknet_l,41.533,58.467,57.347,42.653,21.91,288,0.950,bicubic,-53.587,-41.863,-137
efficientnet_em,41.490,58.510,58.880,41.120,6.90,240,0.882,bicubic,-52.250,-40.050,+45
tf_efficientnet_cc_b0_8e,41.490,58.510,57.380,42.620,24.01,224,0.875,bicubic,-51.380,-41.070,+135
efficientnet_el,41.483,58.517,58.313,41.687,10.59,300,0.904,bicubic,-53.187,-40.817,-71
halo2botnet50ts_256,41.467,58.533,56.207,43.793,22.64,256,0.950,bicubic,-53.543,-42.833,-124
swin_tiny_patch4_window7_224,41.460,58.540,57.307,42.693,28.29,224,0.900,bicubic,-53.160,-41.813,-68
resnetv2_50,41.387,58.613,56.747,43.253,25.55,224,0.950,bicubic,-52.883,-42.183,-23
swinv2_tiny_window8_256,41.383,58.617,57.117,42.883,28.35,256,0.900,bicubic,-53.647,-42.053,-129
cait_xxs24_224,41.380,58.620,57.523,42.477,11.96,224,1.000,bicubic,-52.110,-41.247,+72
tv_resnet152,41.333,58.667,57.523,42.477,60.19,224,0.875,bilinear,-51.917,-41.227,+93
gcresnext50ts,41.283,58.717,57.147,42.853,15.67,256,0.900,bicubic,-53.127,-41.843,-45
cs3darknet_l,41.280,58.720,57.347,42.653,21.16,288,0.950,bicubic,-53.400,-41.873,-81
dpn92,41.277,58.723,56.340,43.660,37.67,224,0.875,bicubic,-52.903,-42.590,-16
xception71,41.273,58.727,55.877,44.123,42.34,299,0.903,bicubic,-52.607,-43.073,+14
adv_inception_v3,41.260,58.740,56.317,43.683,23.83,299,0.875,bicubic,-51.750,-42.173,+109
gernet_s,41.250,58.750,58.827,41.173,8.17,224,0.875,bilinear,-51.190,-39.673,+152
resnetv2_50d_evos,41.133,58.867,56.050,43.950,25.59,288,0.950,bicubic,-53.987,-43.180,-155
resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.730,+33
nf_regnet_b1,41.027,58.973,58.113,41.887,10.22,288,0.900,bicubic,-52.853,-40.637,+10
gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+56
fbnetv3_b,40.953,59.047,58.653,41.347,8.60,256,0.950,bilinear,-52.677,-40.257,+39
gluon_inception_v3,40.907,59.093,55.620,44.380,23.83,299,0.875,bicubic,-52.633,-43.210,+52
cs3darknet_focus_l,40.893,59.107,56.630,43.370,21.15,288,0.950,bicubic,-53.897,-42.520,-113
ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,+9
levit_192,40.837,59.163,56.690,43.310,10.95,224,0.900,bicubic,-52.883,-42.100,+24
regnety_320,40.803,59.197,56.113,43.887,145.05,224,0.875,bicubic,-53.717,-43.057,-69
resnet34d,40.800,59.200,56.523,43.477,21.82,224,0.875,bicubic,-51.850,-41.897,+127
resnetv2_50d_gn,40.783,59.217,56.207,43.793,25.57,288,0.950,bicubic,-54.317,-42.853,-160
xception,40.773,59.227,56.383,43.617,22.86,299,0.897,bicubic,-52.867,-42.377,+30
lamhalobotnet50ts_256,40.747,59.253,56.093,43.907,22.57,256,0.950,bicubic,-54.023,-42.887,-115
resnet50_gn,40.737,59.263,55.750,44.250,25.56,224,0.940,bicubic,-53.443,-43.170,-33
skresnext50_32x4d,40.700,59.300,56.030,43.970,27.48,224,0.875,bicubic,-53.250,-42.800,-11
gluon_resnet101_v1b,40.683,59.317,56.123,43.877,44.55,224,0.875,bicubic,-53.077,-42.577,+11
hrnet_w40,40.663,59.337,56.757,43.243,57.56,224,0.875,bilinear,-53.047,-42.043,+18
resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+51
repvgg_b1,40.593,59.407,57.830,42.170,57.42,224,0.875,bilinear,-52.817,-40.960,+56
halonet50ts,40.577,59.423,55.193,44.807,22.73,256,0.940,bicubic,-54.133,-43.637,-111
tf_efficientnet_lite3,40.563,59.437,56.473,43.527,8.20,300,0.904,bilinear,-53.547,-42.487,-33
xcit_tiny_12_p8_224,40.533,59.467,55.623,44.377,6.71,224,1.000,bicubic,-53.827,-43.447,-66
mobilevitv2_175,40.530,59.470,56.277,43.723,14.25,256,0.888,bicubic,-53.700,-42.653,-51
tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.133,-42.447,-107
dla169,40.523,59.477,57.257,42.743,53.39,224,0.875,bilinear,-53.267,-41.573,0
pit_xs_224,40.487,59.513,56.533,43.467,10.62,224,0.900,bicubic,-52.423,-42.247,+88
resnetaa50,40.473,59.527,56.027,43.973,25.56,288,1.000,bicubic,-54.407,-43.103,-142
repvgg_b2,40.463,59.537,57.773,42.227,89.02,224,0.875,bilinear,-53.127,-41.297,+23
regnetx_320,40.447,59.553,55.667,44.333,107.81,224,0.875,bicubic,-53.773,-43.383,-55
coat_mini,40.420,59.580,55.157,44.843,10.34,224,0.900,bicubic,-54.350,-43.793,-131
skresnet34,40.393,59.607,56.740,43.260,22.28,224,0.875,bicubic,-52.177,-41.780,+112
efficientnet_el_pruned,40.390,59.610,56.887,43.113,10.59,300,0.904,bicubic,-53.700,-42.123,-43
resnet50,40.383,59.617,54.663,45.337,25.56,224,0.950,bicubic,-53.547,-43.807,-26
efficientnet_b2_pruned,40.380,59.620,56.533,43.467,8.31,260,0.890,bicubic,-53.420,-42.377,-11
wide_resnet101_2,40.360,59.640,55.787,44.213,126.89,224,0.875,bilinear,-53.360,-43.023,-4
coat_lite_mini,40.353,59.647,55.723,44.277,11.01,224,0.900,bicubic,-53.107,-43.057,+31
legacy_seresnext101_32x4d,40.353,59.647,54.823,45.177,48.96,224,0.875,bilinear,-53.767,-44.147,-52
sebotnet33ts_256,40.340,59.660,53.217,46.783,13.70,256,0.940,bicubic,-53.970,-45.383,-74
tf_efficientnet_b0_ap,40.333,59.667,56.793,43.207,5.29,224,0.875,bicubic,-52.287,-41.577,+99
regnetx_160,40.273,59.727,56.060,43.940,54.28,224,0.875,bicubic,-53.617,-43.030,-32
densenet201,40.270,59.730,56.713,43.287,20.01,224,0.875,bicubic,-52.430,-41.937,+90
resnext50d_32x4d,40.157,59.843,55.490,44.510,25.05,224,0.875,bicubic,-53.663,-43.250,-20
eca_resnet33ts,40.137,59.863,57.003,42.997,19.68,256,0.900,bicubic,-53.723,-41.887,-30
mobilevitv2_200,40.133,59.867,55.510,44.490,18.45,256,0.888,bicubic,-54.377,-43.460,-102
darknetaa53,40.120,59.880,55.787,44.213,36.02,288,1.000,bilinear,-54.090,-43.163,-68
hrnet_w48,40.097,59.903,56.647,43.353,77.47,224,0.875,bilinear,-53.933,-42.383,-51
vit_base_patch16_224_sam,40.093,59.907,55.433,44.567,86.57,224,0.900,bicubic,-53.797,-43.457,-38
legacy_seresnet152,40.037,59.963,55.820,44.180,66.82,224,0.875,bilinear,-53.393,-43.030,+24
hrnet_w30,40.030,59.970,57.100,42.900,37.71,224,0.875,bilinear,-53.350,-41.730,+28
regnetz_b16,40.000,60.000,55.623,44.377,9.72,288,0.940,bicubic,-54.680,-43.537,-135
regnetx_080,39.997,60.003,55.963,44.037,39.57,224,0.875,bicubic,-53.793,-42.937,-27
tf_efficientnet_b1,39.980,60.020,56.133,43.867,7.79,240,0.882,bicubic,-53.730,-42.667,-16
gluon_resnet101_v1c,39.950,60.050,55.310,44.690,44.57,224,0.875,bicubic,-53.730,-43.450,-16
resmlp_12_distilled_224,39.833,60.167,57.440,42.560,15.35,224,0.875,bicubic,-53.037,-41.180,+66
seresnet33ts,39.823,60.177,56.523,43.477,19.78,256,0.900,bicubic,-54.447,-42.257,-87
res2net50_26w_8s,39.807,60.193,54.910,45.090,48.40,224,0.875,bilinear,-53.633,-43.780,+14
tf_efficientnetv2_b0,39.787,60.213,56.290,43.710,7.14,224,0.875,bicubic,-53.273,-42.400,+43
darknet53,39.733,60.267,55.283,44.717,41.61,288,1.000,bicubic,-54.627,-43.767,-101
lambda_resnet50ts,39.733,60.267,54.340,45.660,21.54,256,0.950,bicubic,-54.837,-44.310,-126
res2net101_26w_4s,39.713,60.287,54.550,45.450,45.21,224,0.875,bilinear,-53.817,-44.050,0
regnetx_120,39.690,60.310,55.650,44.350,46.11,224,0.875,bicubic,-54.570,-43.540,-92
vit_small_patch32_224,39.687,60.313,55.260,44.740,22.88,224,0.900,bicubic,-52.473,-43.250,+105
hrnet_w44,39.680,60.320,55.333,44.667,67.06,224,0.875,bilinear,-53.930,-43.627,-15
densenet161,39.623,60.377,56.130,43.870,28.68,224,0.875,bicubic,-53.277,-42.680,+53
resmlp_big_24_224,39.623,60.377,54.820,45.180,129.14,224,0.875,bicubic,-54.637,-44.000,-95
mixnet_xl,39.613,60.387,55.883,44.117,11.90,224,0.875,bicubic,-54.617,-42.937,-93
xception41,39.607,60.393,55.047,44.953,26.97,299,0.903,bicubic,-53.873,-43.703,-2
tf_efficientnetv2_b1,39.573,60.427,55.353,44.647,8.14,240,0.882,bicubic,-54.137,-43.467,-35
gcresnet33ts,39.557,60.443,55.823,44.177,19.88,256,0.900,bicubic,-54.273,-43.087,-50
dla102x,39.543,60.457,56.310,43.690,26.31,224,0.875,bilinear,-53.987,-42.540,-12
xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+78
sehalonet33ts,39.533,60.467,54.013,45.987,13.69,256,0.940,bicubic,-55.007,-44.747,-134
rexnet_130,39.490,60.510,56.643,43.357,7.56,224,0.875,bicubic,-54.180,-42.057,-34
hrnet_w32,39.463,60.537,56.137,43.863,41.23,224,0.875,bilinear,-53.487,-42.703,+37
resnetv2_50x1_bitm,39.433,60.567,57.857,42.143,25.55,448,1.000,bilinear,-55.317,-41.323,-174
levit_128,39.423,60.577,55.350,44.650,9.21,224,0.900,bicubic,-53.627,-43.350,+25
densenetblur121d,39.380,60.620,56.630,43.370,8.00,224,0.875,bicubic,-53.030,-41.790,+78
regnety_120,39.353,60.647,55.277,44.723,51.82,224,0.875,bicubic,-54.657,-43.753,-80
mobilevitv2_150,39.340,60.660,55.203,44.797,10.59,256,0.888,bicubic,-54.730,-43.697,-86
tf_efficientnet_el,39.307,60.693,55.380,44.620,10.59,300,0.904,bicubic,-55.053,-43.720,-125
tv_resnet101,39.293,60.707,55.793,44.207,44.55,224,0.875,bilinear,-53.587,-42.867,+38
tf_inception_v3,39.250,60.750,54.303,45.697,23.83,299,0.875,bicubic,-53.950,-44.177,+8
gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-31
densenet169,39.173,60.827,55.847,44.153,14.15,224,0.875,bicubic,-53.117,-42.743,+76
tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.887,-44.363,-91
legacy_seresnet101,39.033,60.967,55.007,44.993,49.33,224,0.875,bilinear,-54.237,-43.733,-4
efficientnet_b1_pruned,39.003,60.997,55.633,44.367,6.33,240,0.882,bicubic,-53.967,-42.887,+23
repvgg_b1g4,38.987,61.013,56.347,43.653,39.97,224,0.875,bilinear,-54.043,-42.473,+16
crossvit_9_dagger_240,38.973,61.027,54.860,45.140,8.78,240,0.875,bicubic,-53.787,-43.650,+41
inception_v3,38.957,61.043,53.840,46.160,23.83,299,0.875,bicubic,-53.943,-44.490,+28
resnet33ts,38.930,61.070,55.580,44.420,19.68,256,0.900,bicubic,-54.700,-43.180,-46
dpn68,38.917,61.083,54.930,45.070,12.61,224,0.875,bicubic,-53.333,-43.680,+72
legacy_seresnext50_32x4d,38.883,61.117,54.597,45.403,27.56,224,0.875,bilinear,-54.537,-44.203,-19
dla102,38.833,61.167,55.330,44.670,33.27,224,0.875,bilinear,-54.427,-43.440,-10
densenet121,38.787,61.213,56.273,43.727,7.98,224,0.875,bicubic,-53.153,-42.007,+80
resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.787,-42.937,-42
regnetx_040,38.707,61.293,55.343,44.657,22.12,224,0.875,bicubic,-54.963,-43.597,-59
res2net50_14w_8s,38.697,61.303,54.073,45.927,25.06,224,0.875,bilinear,-54.343,-44.627,+4
regnetx_032,38.683,61.317,55.160,44.840,15.30,224,0.875,bicubic,-54.567,-43.570,-12
res2net50_26w_6s,38.683,61.317,53.757,46.243,37.05,224,0.875,bilinear,-54.917,-44.993,-50
selecsls60,38.617,61.383,55.633,44.367,30.67,224,0.875,bicubic,-54.393,-43.197,+5
dla60x,38.617,61.383,55.387,44.613,17.35,224,0.875,bilinear,-54.573,-43.323,-11
dla60_res2net,38.607,61.393,54.547,45.453,20.85,224,0.875,bilinear,-54.763,-44.293,-25
tf_efficientnet_b0,38.577,61.423,55.963,44.037,5.29,224,0.875,bicubic,-53.823,-42.507,+52
selecsls60b,38.563,61.437,55.287,44.713,32.77,224,0.875,bicubic,-54.937,-43.553,-42
repvgg_a2,38.557,61.443,55.760,44.240,28.21,224,0.875,bilinear,-54.123,-42.760,+26
hardcorenas_f,38.503,61.497,55.650,44.350,8.20,224,0.875,bilinear,-54.477,-42.970,+2
resmlp_12_224,38.443,61.557,56.320,43.680,15.35,224,0.875,bicubic,-53.677,-42.250,+62
dla60_res2next,38.433,61.567,54.947,45.053,17.03,224,0.875,bilinear,-55.117,-43.833,-53
regnetx_064,38.420,61.580,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-64
gluon_resnet50_v1b,38.413,61.587,54.817,45.183,25.56,224,0.875,bicubic,-54.147,-43.733,+33
tf_efficientnet_cc_b0_4e,38.400,61.600,55.157,44.843,13.31,224,0.875,bicubic,-54.430,-43.283,+12
hrnet_w18,38.273,61.727,55.653,44.347,21.30,224,0.875,bilinear,-54.487,-43.007,+16
tinynet_a,38.223,61.777,55.177,44.823,6.19,192,0.875,bicubic,-54.587,-43.383,+13
poolformer_s12,38.163,61.837,56.190,43.810,11.92,224,0.900,bicubic,-54.307,-42.160,+33
mixnet_l,38.160,61.840,54.753,45.247,7.33,224,0.875,bicubic,-55.110,-43.947,-33
hardcorenas_e,38.150,61.850,55.167,44.833,8.07,224,0.875,bilinear,-54.790,-43.413,-5
efficientnet_b1,38.090,61.910,54.020,45.980,7.79,256,1.000,bicubic,-54.930,-44.690,-13
coat_lite_tiny,38.070,61.930,53.460,46.540,5.72,224,0.900,bicubic,-54.790,-45.180,+3
gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+13
resnetrs50,37.970,62.030,53.313,46.687,35.69,224,0.910,bicubic,-56.050,-45.537,-124
mobilevitv2_125,37.883,62.117,54.060,45.940,7.48,256,0.888,bicubic,-55.577,-44.800,-56
hardcorenas_c,37.873,62.127,55.713,44.287,5.52,224,0.875,bilinear,-54.487,-42.637,+34
gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.060,-44.583,-8
res2net50_26w_4s,37.830,62.170,53.070,46.930,25.70,224,0.875,bilinear,-55.350,-45.600,-33
efficientnet_es,37.787,62.213,54.980,45.020,5.44,224,0.875,bicubic,-55.133,-43.710,-13
resnest14d,37.773,62.227,56.450,43.550,10.61,224,0.875,bilinear,-53.357,-41.880,+80
tv_resnext50_32x4d,37.740,62.260,54.120,45.880,25.03,224,0.875,bilinear,-55.170,-44.600,-13
resnet26t,37.690,62.310,55.260,44.740,16.01,256,0.940,bicubic,-54.980,-43.320,+6
ecaresnet26t,37.647,62.353,54.347,45.653,16.01,320,0.950,bicubic,-56.313,-44.573,-128
hardcorenas_d,37.533,62.467,54.713,45.287,7.50,224,0.875,bilinear,-55.067,-43.717,+10
res2next50,37.483,62.517,52.863,47.137,24.67,224,0.875,bilinear,-55.677,-45.787,-37
resnet34,37.453,62.547,54.303,45.697,21.80,224,0.875,bilinear,-53.747,-43.937,+68
pit_ti_distilled_224,37.323,62.677,55.133,44.867,5.10,224,0.900,bicubic,-53.577,-43.087,+80
lambda_resnet26t,37.297,62.703,53.580,46.420,10.96,256,0.940,bicubic,-56.103,-45.150,-59
hardcorenas_b,37.240,62.760,55.050,44.950,5.18,224,0.875,bilinear,-54.690,-43.350,+40
mobilenetv3_large_100_miil,37.220,62.780,53.547,46.453,5.48,224,0.875,bilinear,-55.050,-44.693,+25
eca_halonext26ts,37.183,62.817,53.120,46.880,10.76,256,0.940,bicubic,-56.377,-45.560,-83
cs3darknet_focus_m,37.140,62.860,53.917,46.083,9.30,288,0.950,bicubic,-55.970,-44.823,-41
res2net50_48w_2s,37.127,62.873,53.347,46.653,25.29,224,0.875,bilinear,-55.663,-45.133,-12
lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-70
dla60,37.073,62.927,54.193,45.807,22.04,224,0.875,bilinear,-55.587,-44.437,-6
rexnet_100,37.063,62.937,54.037,45.963,4.80,224,0.875,bicubic,-55.787,-44.583,-20
bat_resnext26ts,37.063,62.937,53.753,46.247,10.73,256,0.900,bicubic,-56.037,-44.977,-45
regnety_016,37.010,62.990,54.080,45.920,11.20,224,0.875,bicubic,-55.990,-44.600,-37
tf_mixnet_l,36.973,63.027,52.587,47.413,7.33,224,0.875,bicubic,-56.067,-45.953,-43
botnet26t_256,36.957,63.043,53.083,46.917,12.49,256,0.950,bicubic,-56.473,-45.567,-74
legacy_seresnet50,36.867,63.133,53.473,46.527,28.09,224,0.875,bilinear,-55.803,-45.177,-14
halonet26t,36.850,63.150,52.277,47.723,12.48,256,0.950,bicubic,-56.760,-46.363,-100
tv_densenet121,36.813,63.187,54.030,45.970,7.98,224,0.875,bicubic,-54.587,-44.220,+43
tf_efficientnet_lite2,36.803,63.197,53.320,46.680,6.09,260,0.890,bicubic,-55.797,-45.230,-11
mobilenetv2_120d,36.793,63.207,54.050,45.950,5.83,224,0.875,bicubic,-55.817,-44.450,-13
tf_efficientnet_lite1,36.727,63.273,53.580,46.420,5.42,240,0.882,bicubic,-55.583,-44.910,+6
eca_botnext26ts_256,36.687,63.313,52.483,47.517,10.59,256,0.950,bicubic,-56.683,-46.217,-75
regnetx_016,36.677,63.323,53.293,46.707,9.19,224,0.875,bicubic,-55.853,-45.257,-10
hardcorenas_a,36.673,63.327,54.917,45.083,5.26,224,0.875,bilinear,-54.947,-43.253,+29
levit_128s,36.633,63.367,53.123,46.877,7.78,224,0.900,bicubic,-54.867,-45.277,+31
efficientnet_b0,36.597,63.403,53.487,46.513,5.29,224,0.875,bicubic,-55.883,-45.193,-12
vit_base_patch32_224_sam,36.550,63.450,53.043,46.957,88.22,224,0.900,bicubic,-53.310,-44.557,+72
xcit_nano_12_p8_224_dist,36.533,63.467,52.883,47.117,3.05,224,1.000,bicubic,-55.887,-45.637,-7
cs3darknet_m,36.457,63.543,53.230,46.770,9.31,288,0.950,bicubic,-56.803,-45.490,-76
mobilevitv2_100,36.393,63.607,53.067,46.933,4.90,256,0.888,bicubic,-56.737,-45.693,-65
tf_efficientnet_em,36.387,63.613,52.833,47.167,6.90,240,0.882,bicubic,-56.783,-45.837,-70
skresnet18,36.323,63.677,54.187,45.813,11.96,224,0.875,bicubic,-53.847,-43.593,+63
repvgg_b0,36.283,63.717,54.067,45.933,15.82,224,0.875,bilinear,-55.397,-44.383,+18
tv_resnet50,36.167,63.833,52.807,47.193,25.56,224,0.875,bilinear,-55.963,-45.613,+3
xcit_nano_12_p16_384_dist,36.160,63.840,53.247,46.753,3.05,384,1.000,bicubic,-55.970,-45.273,+1
legacy_seresnet34,36.140,63.860,52.550,47.450,21.96,224,0.875,bilinear,-55.350,-45.650,+21
coat_tiny,36.120,63.880,51.060,48.940,5.50,224,0.900,bicubic,-57.390,-47.630,-107
tv_resnet34,36.077,63.923,53.533,46.467,21.80,224,0.875,bilinear,-54.213,-44.447,+55
deit_tiny_distilled_patch16_224,36.023,63.977,54.237,45.763,5.91,224,0.900,bicubic,-55.057,-44.033,+39
mobilenetv2_140,36.010,63.990,53.957,46.043,6.11,224,0.875,bicubic,-56.030,-44.293,0
tf_efficientnet_lite0,35.917,64.083,53.473,46.527,4.65,224,0.875,bicubic,-55.383,-44.617,+23
seresnext26ts,35.830,64.170,53.933,46.067,10.39,256,0.900,bicubic,-56.990,-44.667,-49
selecsls42b,35.807,64.193,52.493,47.507,32.46,224,0.875,bicubic,-56.673,-45.947,-28
xcit_nano_12_p8_384_dist,35.770,64.230,52.297,47.703,3.05,384,1.000,bicubic,-57.500,-46.553,-95
gluon_resnet34_v1b,35.760,64.240,52.183,47.817,21.80,224,0.875,bicubic,-55.340,-45.997,+32
dla34,35.640,64.360,52.787,47.213,15.74,224,0.875,bilinear,-55.590,-45.383,+21
efficientnet_lite0,35.637,64.363,53.637,46.363,4.65,224,0.875,bicubic,-55.623,-44.613,+18
mixnet_m,35.637,64.363,52.423,47.577,5.01,224,0.875,bicubic,-56.633,-45.927,-19
ssl_resnet18,35.593,64.407,53.740,46.260,11.69,224,0.875,bilinear,-55.107,-44.290,+36
mobilenetv3_rw,35.537,64.463,53.707,46.293,5.48,224,0.875,bicubic,-56.013,-44.573,+5
efficientnet_es_pruned,35.390,64.610,52.847,47.153,5.44,224,0.875,bicubic,-56.320,-45.563,-2
mobilenetv2_110d,35.307,64.693,52.847,47.153,4.52,224,0.875,bicubic,-56.023,-45.343,+11
tf_mixnet_m,35.180,64.820,50.983,49.017,5.01,224,0.875,bicubic,-57.030,-47.437,-19
hrnet_w18_small_v2,35.170,64.830,52.430,47.570,15.60,224,0.875,bilinear,-56.000,-45.900,+17
resnet18d,35.133,64.867,52.890,47.110,11.71,224,0.875,bicubic,-54.847,-44.940,+42
xcit_nano_12_p16_224_dist,35.120,64.880,52.543,47.457,3.05,224,1.000,bicubic,-55.050,-45.207,+40
eca_resnext26ts,35.050,64.950,52.310,47.690,10.30,256,0.900,bicubic,-57.360,-46.310,-35
convit_tiny,35.047,64.953,51.770,48.230,5.71,224,0.875,bicubic,-55.503,-46.450,+29
resnext26ts,35.043,64.957,53.420,46.580,10.30,256,0.900,bicubic,-57.177,-44.830,-26
gcresnext26ts,34.930,65.070,51.673,48.327,10.48,256,0.900,bicubic,-57.530,-46.817,-42
tinynet_b,34.863,65.137,52.010,47.990,3.73,188,0.875,bicubic,-56.277,-46.050,+13
ese_vovnet19b_dw,34.833,65.167,52.033,47.967,6.54,224,0.875,bicubic,-57.167,-46.477,-21
regnety_008,34.810,65.190,51.750,48.250,6.26,224,0.875,bicubic,-57.090,-46.670,-17
pit_ti_224,34.677,65.323,52.160,47.840,4.85,224,0.900,bicubic,-55.763,-45.850,+26
mobilenetv3_large_100,34.600,65.400,52.863,47.137,5.48,224,0.875,bicubic,-56.880,-45.457,-7
crossvit_9_240,34.597,65.403,51.763,48.237,8.55,240,0.875,bicubic,-56.453,-46.547,+14
seresnext26t_32x4d,34.543,65.457,51.380,48.620,16.81,224,0.875,bicubic,-58.277,-47.180,-73
seresnext26d_32x4d,34.533,65.467,51.553,48.447,16.81,224,0.875,bicubic,-57.897,-46.987,-48
mixer_b16_224,34.423,65.577,48.080,51.920,59.88,224,0.875,bicubic,-56.727,-49.320,+4
resnet26d,34.283,65.717,51.687,48.313,16.01,224,0.875,bicubic,-57.977,-46.763,-39
tf_efficientnet_es,34.263,65.737,51.347,48.653,5.44,224,0.875,bicubic,-57.857,-47.083,-32
fbnetc_100,34.253,65.747,51.187,48.813,5.57,224,0.875,bilinear,-56.997,-46.663,-6
regnety_006,34.147,65.853,51.270,48.730,6.06,224,0.875,bicubic,-57.403,-47.160,-19
tf_mobilenetv3_large_100,33.940,66.060,51.483,48.517,5.48,224,0.875,bilinear,-57.480,-46.777,-14
semnasnet_075,33.780,66.220,52.427,47.573,2.91,224,0.875,bicubic,-56.430,-45.543,+19
mnasnet_100,33.780,66.220,51.177,48.823,4.38,224,0.875,bicubic,-57.430,-46.873,-8
regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-5
lcnet_100,33.750,66.250,52.090,47.910,2.95,224,0.875,bicubic,-55.220,-45.290,+34
vit_tiny_r_s16_p8_384,33.647,66.353,50.683,49.317,6.36,384,1.000,bicubic,-58.083,-47.747,-31
mobilevit_s,33.637,66.363,49.280,50.720,5.58,256,0.900,bicubic,-59.523,-49.490,-118
xcit_nano_12_p8_224,33.580,66.420,50.213,49.787,3.05,224,1.000,bicubic,-57.550,-48.017,-5
vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.897,-47.753,-146
semnasnet_100,33.523,66.477,50.787,49.213,3.89,224,0.875,bicubic,-58.137,-47.483,-31
resnet26,33.493,66.507,50.930,49.070,16.00,224,0.875,bicubic,-57.947,-47.330,-25
spnasnet_100,33.477,66.523,51.270,48.730,4.42,224,0.875,bilinear,-57.123,-46.690,+1
mixnet_s,33.477,66.523,51.010,48.990,4.13,224,0.875,bicubic,-58.293,-47.290,-39
crossvit_tiny_240,33.353,66.647,49.893,50.107,7.01,240,0.875,bicubic,-57.187,-48.047,+2
mobilevitv2_075,33.350,66.650,50.077,49.923,2.87,256,0.888,bicubic,-58.620,-48.223,-46
vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-8
ghostnet_100,33.207,66.793,51.160,48.840,5.18,224,0.875,bilinear,-57.233,-46.670,+1
regnetx_006,33.147,66.853,50.253,49.747,6.20,224,0.875,bicubic,-57.623,-47.847,-8
resnet18,33.070,66.930,51.180,48.820,11.69,224,0.875,bilinear,-55.080,-45.940,+26
xcit_nano_12_p16_224,32.953,67.047,49.993,50.007,3.05,224,1.000,bicubic,-56.007,-47.407,+20
legacy_seresnext26_32x4d,32.763,67.237,49.250,50.750,16.79,224,0.875,bicubic,-59.827,-49.160,-84
edgenext_x_small,32.720,67.280,48.640,51.360,2.34,256,0.900,bicubic,-58.680,-49.520,-33
hrnet_w18_small,32.667,67.333,50.597,49.403,13.19,224,0.875,bilinear,-57.203,-47.293,+2
deit_tiny_patch16_224,32.663,67.337,50.270,49.730,5.72,224,0.900,bicubic,-56.957,-47.690,+5
legacy_seresnet18,32.593,67.407,50.323,49.677,11.78,224,0.875,bicubic,-56.667,-47.367,+8
mobilenetv2_100,32.523,67.477,50.820,49.180,3.50,224,0.875,bicubic,-57.297,-47.010,+1
regnetx_004,32.510,67.490,49.337,50.663,5.16,224,0.875,bicubic,-56.960,-48.433,+3
gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+13
regnety_004,32.340,67.660,49.450,50.550,4.34,224,0.875,bicubic,-58.430,-48.630,-18
tf_mixnet_s,32.190,67.810,48.503,51.497,4.13,224,0.875,bicubic,-59.500,-49.737,-53
vit_tiny_patch16_224,32.020,67.980,49.023,50.977,5.72,224,0.900,bicubic,-59.890,-49.317,-59
tf_mobilenetv3_large_075,31.857,68.143,49.113,50.887,3.99,224,0.875,bilinear,-58.473,-48.767,-13
tf_mobilenetv3_large_minimal_100,31.593,68.407,49.340,50.660,3.92,224,0.875,bilinear,-57.587,-47.980,+3
vit_tiny_r_s16_p8_224,30.797,69.203,47.643,52.357,6.34,224,0.900,bicubic,-58.553,-50.057,-2
tinynet_c,30.510,69.490,48.490,51.510,2.46,184,0.875,bicubic,-57.910,-48.780,+7
lcnet_075,30.383,69.617,48.753,51.247,2.36,224,0.875,bicubic,-56.557,-47.777,+16
vgg16_bn,30.360,69.640,47.263,52.737,138.37,224,0.875,bilinear,-60.180,-50.727,-22
regnety_002,29.687,70.313,46.800,53.200,3.16,224,0.875,bicubic,-58.503,-50.640,+6
resnet10t,29.610,70.390,47.837,52.163,5.44,224,0.950,bilinear,-57.120,-48.833,+14
mobilevit_xs,29.597,70.403,46.040,53.960,2.32,256,0.900,bicubic,-61.603,-52.180,-43
edgenext_xx_small,29.420,70.580,46.500,53.500,1.33,256,0.900,bicubic,-59.810,-50.760,-7
mobilenetv3_small_100,29.050,70.950,47.190,52.810,2.54,224,0.875,bicubic,-57.130,-49.270,+12
mnasnet_small,28.950,71.050,47.267,52.733,2.03,224,0.875,bicubic,-56.560,-48.713,+13
vgg13_bn,28.893,71.107,46.737,53.263,133.05,224,0.875,bilinear,-60.317,-50.783,-9
regnetx_002,28.847,71.153,45.420,54.580,2.68,224,0.875,bicubic,-58.533,-51.570,+3
mobilenetv2_050,28.663,71.337,46.593,53.407,1.97,224,0.875,bicubic,-56.347,-49.027,+13
vgg19,28.580,71.420,45.170,54.830,143.67,224,0.875,bilinear,-61.100,-52.380,-19
mobilevitv2_050,28.560,71.440,45.193,54.807,1.37,256,0.888,bicubic,-60.490,-52.397,-10
dla60x_c,28.437,71.563,46.213,53.787,1.32,224,0.875,bilinear,-58.693,-50.927,+1
vgg11_bn,28.423,71.577,46.447,53.553,132.87,224,0.875,bilinear,-59.967,-50.823,-7
resnet14t,28.097,71.903,45.297,54.703,10.08,224,0.950,bilinear,-61.013,-52.073,-14
tinynet_d,27.963,72.037,45.863,54.137,2.34,152,0.875,bicubic,-57.457,-50.157,+6
vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-22
tf_mobilenetv3_small_100,27.287,72.713,44.420,55.580,2.54,224,0.875,bilinear,-58.683,-51.980,+1
mixer_l16_224,26.857,73.143,37.923,62.077,208.20,224,0.875,bicubic,-60.113,-56.127,-4
mobilenetv3_small_075,26.533,73.467,43.887,56.113,2.04,224,0.875,bicubic,-57.587,-51.613,+6
vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-8
mobilevit_xxs,26.347,73.653,43.030,56.970,1.27,256,0.900,bicubic,-61.603,-54.150,-12
vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-12
lcnet_050,26.220,73.780,44.607,55.393,1.88,224,0.875,bicubic,-56.790,-50.403,+3
dla46x_c,26.220,73.780,43.770,56.230,1.07,224,0.875,bilinear,-59.240,-52.680,-4
tf_mobilenetv3_small_075,26.197,73.803,43.640,56.360,2.04,224,0.875,bilinear,-58.323,-52.250,-1
dla46_c,25.497,74.503,43.790,56.210,1.30,224,0.875,bilinear,-59.163,-52.420,-3
tf_mobilenetv3_small_minimal_100,25.097,74.903,42.923,57.077,2.04,224,0.875,bilinear,-57.593,-52.077,0
tinynet_e,23.363,76.637,41.083,58.917,2.04,106,0.875,bicubic,-56.437,-52.897,0
mobilenetv3_small_050,21.743,78.257,38.757,61.243,1.59,224,0.875,bicubic,-56.357,-54.253,0