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

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
tf_efficientnet_l2_ns,84.733,15.267,96.107,3.893,480.31,800,0.960,bicubic,-13.797,-3.713,0
tf_efficientnet_l2_ns_475,83.520,16.480,95.453,4.547,480.31,475,0.936,bicubic,-15.010,-4.387,0
tf_efficientnet_b7_ns,67.093,32.907,88.640,11.360,66.35,600,0.949,bicubic,-30.827,-11.080,0
tf_efficientnet_b6_ns,62.293,37.707,85.160,14.840,43.04,528,0.942,bicubic,-35.337,-14.430,+1
dm_nfnet_f6,62.253,37.747,84.653,15.347,438.36,576,0.956,bicubic,-35.487,-14.927,-1
dm_nfnet_f5,61.653,38.347,84.027,15.973,377.21,544,0.954,bicubic,-35.927,-15.523,+1
ig_resnext101_32x48d,60.853,39.147,83.240,16.760,828.41,224,0.875,bilinear,-36.727,-16.450,+1
resnetv2_152x4_bitm,60.640,39.360,83.533,16.467,936.53,480,1.000,bilinear,-36.830,-16.067,+2
dm_nfnet_f4,60.600,39.400,83.453,16.547,316.07,512,0.951,bicubic,-36.980,-16.077,-3
tf_efficientnet_b5_ns,60.280,39.720,84.533,15.467,30.39,456,0.934,bicubic,-37.220,-15.117,-1
dm_nfnet_f3,58.213,41.787,82.373,17.627,254.92,416,0.940,bicubic,-39.187,-17.217,0
ig_resnext101_32x32d,57.960,42.040,80.920,19.080,468.53,224,0.875,bilinear,-39.360,-18.740,0
resnetv2_152x2_bitm,54.867,45.133,82.800,17.200,236.34,480,1.000,bilinear,-42.293,-16.780,+4
vit_base_resnet50_384,54.627,45.373,81.307,18.693,98.95,384,1.000,bicubic,-42.563,-18.253,+2
resnetv2_101x3_bitm,53.813,46.187,81.107,18.893,387.93,480,1.000,bilinear,-43.227,-18.413,+7
vit_large_patch16_384,53.760,46.240,80.347,19.653,304.72,384,1.000,bicubic,-43.370,-19.293,+3
ig_resnext101_32x16d,53.520,46.480,77.347,22.653,194.03,224,0.875,bilinear,-43.300,-22.263,+11
swsl_resnext101_32x8d,51.373,48.627,78.347,21.653,88.79,224,0.875,bilinear,-45.827,-21.193,-3
tf_efficientnet_b4_ns,51.067,48.933,79.360,20.640,19.34,380,0.922,bicubic,-45.893,-20.240,+5
dm_nfnet_f2,50.680,49.320,78.000,22.000,193.78,352,0.920,bicubic,-46.210,-21.450,+7
vit_base_patch16_384,50.533,49.467,78.240,21.760,86.86,384,1.000,bicubic,-46.207,-21.240,+10
vit_deit_base_distilled_patch16_384,49.280,50.720,79.240,20.760,87.63,384,1.000,bicubic,-47.680,-20.250,+3
tf_efficientnet_b8,48.853,51.147,77.213,22.787,87.41,672,0.954,bicubic,-48.377,-22.287,-10
resnest269e,47.987,52.013,74.480,25.520,110.93,416,0.928,bicubic,-48.563,-24.870,+13
resnetv2_50x3_bitm,47.880,52.120,77.573,22.427,217.32,480,1.000,bilinear,-48.890,-21.857,+5
tf_efficientnet_b8_ap,46.880,53.120,76.560,23.440,87.41,672,0.954,bicubic,-50.220,-23.100,-5
dm_nfnet_f1,46.707,53.293,74.840,25.160,132.63,320,0.910,bicubic,-50.223,-24.540,-1
swsl_resnext101_32x16d,46.147,53.853,72.013,27.987,194.03,224,0.875,bilinear,-50.463,-27.507,+7
ecaresnet269d,45.920,54.080,75.253,24.747,102.09,352,1.000,bicubic,-51.220,-24.207,-11
tf_efficientnet_b7_ap,45.347,54.653,74.187,25.813,66.35,600,0.949,bicubic,-51.863,-25.363,-16
ig_resnext101_32x8d,45.173,54.827,71.240,28.760,88.79,224,0.875,bilinear,-51.097,-28.170,+12
resnest200e,44.107,55.893,73.693,26.307,70.20,320,0.909,bicubic,-52.443,-25.627,+4
tresnet_xl_448,43.533,56.467,72.427,27.573,78.44,448,0.875,bilinear,-52.397,-26.733,+17
tf_efficientnet_b7,43.013,56.987,73.200,26.800,66.35,600,0.949,bicubic,-53.997,-26.320,-11
swsl_resnext101_32x4d,41.347,58.653,71.480,28.520,44.18,224,0.875,bilinear,-55.053,-27.970,+3
tf_efficientnet_b6_ap,40.840,59.160,71.653,28.347,43.04,528,0.942,bicubic,-56.270,-27.957,-16
vit_deit_base_patch16_384,40.187,59.813,70.787,29.213,86.86,384,1.000,bicubic,-55.983,-28.353,+7
tresnet_l_448,40.160,59.840,69.987,30.013,55.99,448,0.875,bilinear,-55.690,-29.153,+16
resnetv2_101x1_bitm,39.360,60.640,71.480,28.520,44.54,480,1.000,bilinear,-56.730,-27.830,+9
vit_large_patch32_384,38.867,61.133,68.813,31.187,306.63,384,1.000,bicubic,-56.943,-30.337,+16
resnet200d,38.267,61.733,68.573,31.427,64.69,320,1.000,bicubic,-58.453,-30.767,-9
seresnet152d,37.587,62.413,69.573,30.427,66.84,320,1.000,bicubic,-59.223,-29.877,-13
tf_efficientnet_b3_ns,35.653,64.347,67.853,32.147,12.23,300,0.904,bicubic,-60.727,-31.487,-4
vit_large_patch16_224,35.600,64.400,64.333,35.667,304.33,224,0.900,bicubic,-60.340,-34.887,+5
tf_efficientnet_b6,35.253,64.747,67.773,32.227,43.04,528,0.942,bicubic,-61.437,-31.597,-12
tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.870,-32.003,-12
resnet152d,34.320,65.680,65.960,34.040,60.21,320,1.000,bicubic,-62.030,-33.360,-6
tresnet_m_448,34.000,66.000,64.507,35.493,31.39,448,0.875,bilinear,-60.980,-34.483,+37
vit_base_patch32_384,33.640,66.360,65.173,34.827,88.30,384,1.000,bicubic,-62.180,-33.977,+6
swsl_resnext50_32x4d,33.467,66.533,65.227,34.773,25.03,224,0.875,bilinear,-62.433,-34.023,+2
ssl_resnext101_32x16d,32.320,67.680,63.720,36.280,194.03,224,0.875,bilinear,-63.320,-35.410,+10
vit_base_patch16_224,32.187,67.813,61.627,38.373,86.57,224,0.900,bicubic,-63.173,-37.373,+18
tf_efficientnet_b5,31.867,68.133,65.293,34.707,30.39,456,0.934,bicubic,-64.483,-34.077,-13
resnest101e,31.307,68.693,64.453,35.547,48.28,256,0.875,bilinear,-64.603,-34.727,-3
dm_nfnet_f0,31.133,68.867,63.373,36.627,71.49,256,0.900,bicubic,-65.007,-35.867,-9
swsl_resnet50,29.973,70.027,64.120,35.880,25.56,224,0.875,bilinear,-65.577,-35.140,+6
vit_deit_base_distilled_patch16_224,29.453,70.547,64.307,35.693,87.34,224,0.900,bicubic,-66.657,-34.873,-10
ssl_resnext101_32x8d,29.240,70.760,61.093,38.907,88.79,224,0.875,bilinear,-66.200,-38.047,+9
resnet101d,29.053,70.947,62.107,37.893,44.57,320,1.000,bicubic,-67.247,-37.133,-17
resnetv2_50x1_bitm,27.440,72.560,63.533,36.467,25.55,480,1.000,bilinear,-67.590,-35.637,+21
vit_deit_base_patch16_224,27.333,72.667,58.840,41.160,86.57,224,0.900,bicubic,-68.107,-39.980,+7
tf_efficientnet_b4_ap,26.333,73.667,60.067,39.933,19.34,380,0.922,bicubic,-69.817,-39.183,-17
tf_efficientnet_b4,26.213,73.787,60.267,39.733,19.34,380,0.922,bicubic,-69.657,-38.873,-10
ecaresnet50t,26.173,73.827,59.907,40.093,25.57,320,0.950,bicubic,-69.347,-39.203,-1
ecaresnet101d,26.053,73.947,58.893,41.107,44.57,224,0.875,bicubic,-69.437,-40.197,0
tf_efficientnet_b2_ns,24.147,75.853,57.000,43.000,9.11,260,0.890,bicubic,-71.603,-42.150,-9
ssl_resnext101_32x4d,24.053,75.947,57.387,42.613,44.18,224,0.875,bilinear,-71.457,-41.673,-3
pnasnet5large,23.547,76.453,53.427,46.573,86.06,331,0.911,bicubic,-72.143,-45.523,-9
nasnetalarge,23.480,76.520,55.053,44.947,88.75,331,0.911,bicubic,-72.210,-43.847,-9
efficientnet_b3,23.373,76.627,56.467,43.533,12.23,300,0.904,bicubic,-72.047,-42.633,-1
efficientnet_b3a,23.200,76.800,55.960,44.040,12.23,320,1.000,bicubic,-72.520,-43.090,-13
regnety_032,21.747,78.253,55.133,44.867,19.44,224,0.875,bicubic,-73.433,-44.007,+1
vit_deit_small_distilled_patch16_224,20.773,79.227,55.173,44.827,22.44,224,0.900,bicubic,-73.947,-43.857,+19
resnest50d_4s2x40d,20.507,79.493,52.800,47.200,30.42,224,0.875,bicubic,-74.533,-46.190,+6
ssl_resnext50_32x4d,20.093,79.907,53.573,46.427,25.03,224,0.875,bilinear,-74.837,-45.277,+14
tresnet_xl,19.613,80.387,52.813,47.187,78.44,224,0.875,bilinear,-75.857,-46.327,-10
rexnet_200,19.333,80.667,52.387,47.613,16.37,224,0.875,bicubic,-75.667,-46.583,+6
gluon_senet154,19.293,80.707,47.560,52.440,115.09,224,0.875,bicubic,-75.657,-51.180,+9
repvgg_b3,19.093,80.907,49.787,50.213,123.09,224,0.875,bilinear,-75.457,-48.963,+29
legacy_senet154,19.080,80.920,48.280,51.720,115.09,224,0.875,bilinear,-75.890,-50.590,+6
vit_deit_small_patch16_224,18.933,81.067,51.080,48.920,22.05,224,0.900,bicubic,-75.417,-47.590,+41
gluon_seresnext101_64x4d,18.893,81.107,49.107,50.893,88.23,224,0.875,bicubic,-75.987,-49.733,+8
tf_efficientnet_b1_ns,18.667,81.333,51.613,48.387,7.79,240,0.882,bicubic,-76.513,-47.467,-9
ecaresnet50d,18.653,81.347,51.893,48.107,25.58,224,0.875,bicubic,-75.957,-46.947,+19
seresnext50_32x4d,18.400,81.600,50.987,49.013,27.56,224,0.875,bicubic,-76.680,-47.923,-7
tf_efficientnet_lite4,17.973,82.027,51.240,48.760,13.01,380,0.920,bilinear,-77.007,-47.750,-2
resnest50d_1s4x24d,17.640,82.360,49.813,50.187,25.68,224,0.875,bicubic,-77.020,-49.187,+10
tf_efficientnet_b3_ap,17.187,82.813,49.867,50.133,12.23,300,0.904,bicubic,-78.123,-49.073,-17
resnest50d,17.173,82.827,50.600,49.400,27.48,224,0.875,bilinear,-77.497,-48.190,+6
gluon_resnext101_64x4d,17.133,82.867,44.400,55.600,83.46,224,0.875,bicubic,-77.417,-54.240,+17
gluon_seresnext101_32x4d,17.133,82.867,46.773,53.227,48.96,224,0.875,bicubic,-77.807,-51.957,-3
inception_v4,17.133,82.867,45.853,54.147,42.68,299,0.875,bicubic,-77.227,-52.707,+29
xception71,17.027,82.973,45.427,54.573,42.34,299,0.903,bicubic,-77.253,-53.193,+36
tf_efficientnet_b3,16.907,83.093,49.707,50.293,12.23,300,0.904,bicubic,-78.113,-49.193,-12
inception_resnet_v2,16.720,83.280,44.893,55.107,55.84,299,0.897,bicubic,-77.770,-54.057,+16
tresnet_l,16.680,83.320,50.040,49.960,55.99,224,0.875,bilinear,-78.500,-48.970,-21
wide_resnet50_2,16.653,83.347,48.787,51.213,68.88,224,0.875,bicubic,-78.387,-50.303,-18
gluon_resnet152_v1d,16.600,83.400,44.520,55.480,60.21,224,0.875,bicubic,-78.060,-54.260,-2
gluon_resnet152_v1s,16.587,83.413,44.693,55.307,60.32,224,0.875,bicubic,-78.523,-54.237,-23
gernet_l,16.360,83.640,47.333,52.667,31.08,256,0.875,bilinear,-78.830,-51.537,-28
gluon_xception65,16.333,83.667,46.147,53.853,39.92,299,0.903,bicubic,-77.917,-52.443,+30
ens_adv_inception_resnet_v2,16.133,83.867,43.627,56.373,55.84,299,0.897,bicubic,-78.027,-54.893,+39
xception65,16.040,83.960,43.787,56.213,39.92,299,0.903,bicubic,-77.720,-54.563,+63
repvgg_b3g4,15.960,84.040,48.013,51.987,83.83,224,0.875,bilinear,-78.530,-50.757,+6
ssl_resnet50,15.867,84.133,49.360,50.640,25.56,224,0.875,bilinear,-78.563,-49.510,+11
ecaresnet101d_pruned,15.507,84.493,47.813,52.187,24.88,224,0.875,bicubic,-79.573,-51.147,-29
ecaresnet26t,15.453,84.547,47.853,52.147,16.01,320,0.950,bicubic,-78.867,-50.857,+19
regnety_320,15.440,84.560,44.800,55.200,145.05,224,0.875,bicubic,-79.170,-54.070,-6
skresnext50_32x4d,15.107,84.893,44.747,55.253,27.48,224,0.875,bicubic,-79.093,-53.713,+26
ecaresnetlight,15.107,84.893,45.827,54.173,30.16,224,0.875,bicubic,-79.583,-52.973,-16
rexnet_150,14.800,85.200,46.693,53.307,9.73,224,0.875,bicubic,-79.600,-51.917,+9
efficientnet_b2a,14.400,85.600,46.107,53.893,9.11,288,1.000,bicubic,-80.220,-52.673,-11
seresnet50,14.360,85.640,45.613,54.387,28.09,224,0.875,bicubic,-80.140,-53.097,-4
legacy_seresnext101_32x4d,14.307,85.693,43.200,56.800,48.96,224,0.875,bilinear,-80.123,-55.380,0
gluon_resnext101_32x4d,14.080,85.920,41.893,58.107,44.18,224,0.875,bicubic,-80.550,-56.737,-16
gernet_m,13.827,86.173,46.067,53.933,21.14,224,0.875,bilinear,-80.843,-52.773,-22
efficientnet_b2,13.627,86.373,44.840,55.160,9.11,260,0.875,bicubic,-80.933,-53.880,-11
gluon_seresnext50_32x4d,13.507,86.493,43.773,56.227,27.56,224,0.875,bicubic,-80.803,-54.817,+9
ese_vovnet39b,13.360,86.640,43.760,56.240,24.57,224,0.875,bicubic,-80.800,-54.780,+24
repvgg_b2g4,13.360,86.640,43.667,56.333,61.76,224,0.875,bilinear,-80.560,-54.933,+36
mixnet_xl,13.253,86.747,43.440,56.560,11.90,224,0.875,bicubic,-80.937,-54.910,+16
efficientnet_b3_pruned,13.213,86.787,45.347,54.653,9.86,300,0.904,bicubic,-81.417,-53.423,-24
nf_regnet_b1,13.107,86.893,44.360,55.640,10.22,288,0.900,bicubic,-81.033,-54.240,+21
gluon_resnet101_v1d,13.093,86.907,41.573,58.427,44.57,224,0.875,bicubic,-81.177,-57.067,+6
regnetx_320,12.907,87.093,40.547,59.453,107.81,224,0.875,bicubic,-81.433,-58.263,-2
gluon_inception_v3,12.627,87.373,40.387,59.613,23.83,299,0.875,bicubic,-80.833,-58.213,+57
regnety_160,12.600,87.400,41.400,58.600,83.59,224,0.875,bicubic,-81.810,-57.480,-9
regnety_120,12.440,87.560,42.147,57.853,51.82,224,0.875,bicubic,-81.990,-56.723,-13
efficientnet_em,12.387,87.613,43.907,56.093,6.90,240,0.882,bicubic,-81.513,-54.633,+29
nf_resnet50,12.360,87.640,46.747,53.253,25.56,288,0.940,bicubic,-82.260,-51.983,-30
tresnet_m,12.293,87.707,42.173,57.827,31.39,224,0.875,bilinear,-82.307,-56.387,-27
vit_small_patch16_224,12.093,87.907,40.213,59.787,48.75,224,0.900,bicubic,-80.637,-57.707,+89
hrnet_w64,11.987,88.013,40.973,59.027,128.06,224,0.875,bilinear,-82.043,-57.517,+15
cspdarknet53,11.947,88.053,43.147,56.853,27.64,256,0.887,bilinear,-82.643,-55.633,-29
gluon_resnet101_v1s,11.920,88.080,40.493,59.507,44.67,224,0.875,bicubic,-82.830,-58.397,-44
resnet50d,11.760,88.240,42.560,57.440,25.58,224,0.875,bicubic,-82.580,-56.170,-12
xception41,11.653,88.347,39.107,60.893,26.97,299,0.903,bicubic,-81.807,-59.303,+47
dla102x2,11.547,88.453,41.080,58.920,41.28,224,0.875,bilinear,-82.393,-57.480,+14
regnety_080,11.453,88.547,40.880,59.120,39.18,224,0.875,bicubic,-82.707,-57.750,0
efficientnet_b2_pruned,11.360,88.640,41.867,58.133,8.31,260,0.890,bicubic,-82.730,-56.653,+7
dpn92,11.253,88.747,40.293,59.707,37.67,224,0.875,bicubic,-82.957,-58.437,-6
ecaresnet50d_pruned,11.253,88.747,42.160,57.840,19.94,224,0.875,bicubic,-83.027,-56.630,-14
tf_efficientnet_el,11.200,88.800,42.200,57.800,10.59,300,0.904,bicubic,-83.220,-56.550,-26
adv_inception_v3,11.040,88.960,36.840,63.160,23.83,299,0.875,bicubic,-81.850,-61.330,+68
dpn107,11.027,88.973,38.667,61.333,86.92,224,0.875,bicubic,-83.303,-59.863,-20
hrnet_w48,11.027,88.973,40.693,59.307,77.47,224,0.875,bilinear,-82.803,-57.937,+17
tf_inception_v3,10.920,89.080,37.027,62.973,23.83,299,0.875,bicubic,-82.350,-61.023,+50
tf_efficientnet_b0_ns,10.880,89.120,40.307,59.693,5.29,224,0.875,bicubic,-82.640,-58.313,+32
gluon_resnet152_v1c,10.800,89.200,37.067,62.933,60.21,224,0.875,bicubic,-83.380,-61.573,-11
resnext50_32x4d,10.787,89.213,40.667,59.333,25.03,224,0.875,bicubic,-83.223,-57.723,-1
rexnet_130,10.720,89.280,41.560,58.440,7.56,224,0.875,bicubic,-83.120,-56.840,+11
dpn131,10.640,89.360,37.440,62.560,79.25,224,0.875,bicubic,-83.240,-61.300,+7
hrnet_w44,10.547,89.453,39.467,60.533,67.06,224,0.875,bilinear,-83.113,-59.223,+20
tf_efficientnet_b2_ap,10.493,89.507,39.813,60.187,9.11,260,0.890,bicubic,-83.967,-58.827,-42
resnext50d_32x4d,10.480,89.520,39.907,60.093,25.05,224,0.875,bicubic,-83.680,-58.783,-15
legacy_seresnext50_32x4d,10.347,89.653,39.027,60.973,27.56,224,0.875,bilinear,-83.393,-59.483,+12
regnety_064,10.227,89.773,39.320,60.680,30.58,224,0.875,bicubic,-84.003,-59.430,-24
dpn98,10.147,89.853,36.587,63.413,61.57,224,0.875,bicubic,-83.953,-61.993,-12
xception,10.133,89.867,38.013,61.987,22.86,299,0.897,bicubic,-83.247,-60.507,+32
gluon_resnet152_v1b,10.120,89.880,35.853,64.147,60.19,224,0.875,bicubic,-84.040,-62.847,-18
resnext101_32x8d,10.027,89.973,37.720,62.280,88.79,224,0.875,bilinear,-83.833,-60.930,0
regnetx_160,9.973,90.027,38.120,61.880,54.28,224,0.875,bicubic,-84.247,-60.680,-28
cspresnext50,9.920,90.080,40.267,59.733,20.57,224,0.875,bilinear,-84.520,-58.453,-50
inception_v3,9.920,90.080,35.320,64.680,23.83,299,0.875,bicubic,-82.790,-62.640,+58
dpn68b,9.813,90.187,38.213,61.787,12.61,224,0.875,bicubic,-83.787,-60.297,+11
res2net101_26w_4s,9.707,90.293,35.027,64.973,45.21,224,0.875,bilinear,-83.943,-63.373,+9
tf_efficientnet_b2,9.667,90.333,39.000,61.000,9.11,260,0.890,bicubic,-84.733,-59.820,-48
tf_efficientnet_cc_b1_8e,9.573,90.427,36.880,63.120,39.72,240,0.882,bicubic,-84.387,-61.360,-17
legacy_seresnet152,9.507,90.493,37.400,62.600,66.82,224,0.875,bilinear,-83.823,-60.980,+24
tf_efficientnet_lite3,9.373,90.627,39.267,60.733,8.20,300,0.904,bilinear,-84.867,-59.363,-38
cspresnet50,9.213,90.787,39.747,60.253,21.62,256,0.887,bilinear,-84.537,-58.923,-4
gluon_resnext50_32x4d,9.173,90.827,36.613,63.387,25.03,224,0.875,bicubic,-84.547,-61.857,-3
seresnext26d_32x4d,9.160,90.840,37.000,63.000,16.81,224,0.875,bicubic,-83.520,-61.130,+53
efficientnet_b1,9.147,90.853,37.360,62.640,7.79,240,0.875,bicubic,-84.103,-60.810,+24
hrnet_w40,9.120,90.880,37.147,62.853,57.56,224,0.875,bilinear,-84.330,-61.423,+10
seresnext26t_32x4d,9.040,90.960,36.813,63.187,16.81,224,0.875,bicubic,-83.660,-61.567,+47
rexnet_100,9.027,90.973,36.533,63.467,4.80,224,0.875,bicubic,-84.053,-61.617,+28
regnetx_120,9.013,90.987,37.173,62.827,46.11,224,0.875,bicubic,-85.107,-61.567,-33
resnest26d,8.880,91.120,37.853,62.147,17.07,224,0.875,bilinear,-84.560,-60.847,+8
regnety_040,8.787,91.213,36.707,63.293,20.65,224,0.875,bicubic,-85.143,-61.983,-26
legacy_seresnet101,8.733,91.267,35.840,64.160,49.33,224,0.875,bilinear,-84.547,-62.630,+15
mixnet_l,8.693,91.307,36.333,63.667,7.33,224,0.875,bicubic,-84.747,-62.267,+6
hrnet_w30,8.587,91.413,37.453,62.547,37.71,224,0.875,bilinear,-84.543,-60.947,+20
tf_efficientnet_b1_ap,8.520,91.480,35.213,64.787,7.79,240,0.882,bicubic,-85.180,-63.157,-12
repvgg_b2,8.440,91.560,36.320,63.680,89.02,224,0.875,bilinear,-85.000,-61.950,+1
dla169,8.360,91.640,36.040,63.960,53.39,224,0.875,bilinear,-85.030,-62.510,+4
resnetblur50,8.200,91.800,36.920,63.080,25.56,224,0.875,bicubic,-85.780,-61.600,-37
dla102x,8.187,91.813,36.907,63.093,26.31,224,0.875,bilinear,-85.373,-61.653,-11
hrnet_w32,8.120,91.880,37.507,62.493,41.23,224,0.875,bilinear,-85.350,-60.883,-7
res2net50_26w_8s,8.053,91.947,34.093,65.907,48.40,224,0.875,bilinear,-85.597,-64.177,-16
gluon_resnet101_v1c,8.000,92.000,32.853,67.147,44.57,224,0.875,bicubic,-85.790,-65.547,-27
gluon_resnet50_v1d,7.947,92.053,35.093,64.907,25.58,224,0.875,bicubic,-85.763,-63.297,-22
vit_deit_tiny_distilled_patch16_224,7.853,92.147,33.747,66.253,5.91,224,0.900,bicubic,-82.817,-63.813,+86
dla60_res2next,7.827,92.173,34.773,65.227,17.03,224,0.875,bilinear,-85.343,-63.657,+7
densenetblur121d,7.600,92.400,34.173,65.827,8.00,224,0.875,bicubic,-84.150,-63.927,+61
dla60_res2net,7.573,92.427,34.733,65.267,20.85,224,0.875,bilinear,-85.617,-63.657,+4
wide_resnet101_2,7.560,92.440,34.493,65.507,126.89,224,0.875,bilinear,-86.320,-64.077,-37
efficientnet_b1_pruned,7.480,92.520,34.467,65.533,6.33,240,0.882,bicubic,-85.280,-63.573,+22
regnetx_064,7.427,92.573,34.120,65.880,26.21,224,0.875,bicubic,-86.513,-64.550,-46
gluon_resnet101_v1b,7.320,92.680,32.627,67.373,44.55,224,0.875,bicubic,-86.440,-65.843,-35
vit_deit_tiny_patch16_224,7.240,92.760,30.707,69.293,5.72,224,0.900,bicubic,-82.410,-66.733,+89
gluon_resnet50_v1s,7.147,92.853,33.267,66.733,25.68,224,0.875,bicubic,-86.553,-65.203,-31
tf_efficientnet_cc_b0_8e,7.133,92.867,31.800,68.200,24.01,224,0.875,bicubic,-85.687,-66.460,+12
tf_efficientnet_b1,7.093,92.907,33.027,66.973,7.79,240,0.882,bicubic,-86.397,-65.313,-23
efficientnet_b0,7.000,93.000,34.213,65.787,5.29,224,0.875,bicubic,-85.550,-63.867,+27
tf_mixnet_l,6.947,93.053,31.800,68.200,7.33,224,0.875,bicubic,-86.413,-66.240,-14
ese_vovnet19b_dw,6.827,93.173,33.093,66.907,6.54,224,0.875,bicubic,-85.473,-64.987,+33
res2net50_26w_6s,6.787,93.213,31.907,68.093,37.05,224,0.875,bilinear,-86.743,-66.523,-29
resnet34d,6.733,93.267,31.760,68.240,21.82,224,0.875,bicubic,-86.037,-66.500,+9
selecsls60b,6.693,93.307,33.453,66.547,32.77,224,0.875,bicubic,-86.607,-64.857,-15
mixnet_m,6.667,93.333,32.200,67.800,5.01,224,0.875,bicubic,-85.783,-65.670,+25
efficientnet_es,6.627,93.373,34.333,65.667,5.44,224,0.875,bicubic,-86.443,-64.147,-6
skresnet34,6.627,93.373,31.560,68.440,22.28,224,0.875,bicubic,-85.783,-66.660,+24
legacy_seresnext26_32x4d,6.600,93.400,33.253,66.747,16.79,224,0.875,bicubic,-85.920,-64.897,+19
dla60x,6.560,93.440,33.680,66.320,17.35,224,0.875,bilinear,-86.570,-64.840,-13
repvgg_b1,6.547,93.453,33.760,66.240,57.42,224,0.875,bilinear,-86.863,-64.770,-27
regnetx_080,6.347,93.653,32.253,67.747,39.57,224,0.875,bicubic,-87.553,-66.567,-60
tv_resnet152,6.240,93.760,32.440,67.560,60.19,224,0.875,bilinear,-87.090,-65.930,-24
legacy_seresnet50,6.213,93.787,32.760,67.240,28.09,224,0.875,bilinear,-86.797,-65.420,-10
swsl_resnet18,6.120,93.880,31.680,68.320,11.69,224,0.875,bilinear,-84.650,-66.090,+58
tf_efficientnet_cc_b0_4e,6.027,93.973,29.587,70.413,13.31,224,0.875,bicubic,-86.533,-68.553,+10
dla102,6.000,94.000,32.867,67.133,33.27,224,0.875,bilinear,-87.090,-65.623,-18
res2next50,5.907,94.093,30.827,69.173,24.67,224,0.875,bilinear,-86.983,-67.363,-10
resnet50,5.867,94.133,28.893,71.107,25.56,224,0.875,bicubic,-88.063,-69.447,-69
regnetx_040,5.667,94.333,31.653,68.347,22.12,224,0.875,bicubic,-87.883,-66.807,-47
selecsls60,5.613,94.387,32.427,67.573,30.67,224,0.875,bicubic,-87.347,-65.793,-16
regnety_016,5.453,94.547,30.507,69.493,11.20,224,0.875,bicubic,-87.797,-67.893,-28
hrnet_w18,5.440,94.560,31.160,68.840,21.30,224,0.875,bilinear,-86.880,-67.150,+11
resnest14d,5.400,94.600,28.747,71.253,10.61,224,0.875,bilinear,-86.130,-69.203,+29
tf_efficientnet_em,5.400,94.600,31.133,68.867,6.90,240,0.882,bicubic,-87.540,-67.057,-19
res2net50_14w_8s,5.347,94.653,28.960,71.040,25.06,224,0.875,bilinear,-87.453,-69.210,-14
tf_efficientnet_lite2,5.320,94.680,30.893,69.107,6.09,260,0.890,bicubic,-87.370,-67.327,-8
repvgg_b1g4,5.253,94.747,30.733,69.267,39.97,224,0.875,bilinear,-87.567,-67.647,-19
tf_efficientnet_b0_ap,5.240,94.760,28.947,71.053,5.29,224,0.875,bicubic,-86.940,-69.103,+8
densenet121,5.240,94.760,29.827,70.173,7.98,224,0.875,bicubic,-86.460,-68.183,+23
tf_mixnet_m,5.133,94.867,28.200,71.800,5.01,224,0.875,bicubic,-87.247,-69.710,+2
res2net50_26w_4s,5.107,94.893,29.293,70.707,25.70,224,0.875,bilinear,-87.373,-68.847,-3
gernet_s,5.080,94.920,30.480,69.520,8.17,224,0.875,bilinear,-86.880,-67.730,+13
regnetx_032,5.053,94.947,30.360,69.640,15.30,224,0.875,bicubic,-88.007,-67.980,-32
tf_efficientnet_b0,5.000,95.000,28.667,71.333,5.29,224,0.875,bicubic,-87.260,-69.233,+1
mobilenetv3_large_100,4.920,95.080,28.427,71.573,5.48,224,0.875,bicubic,-86.200,-69.273,+27
gluon_resnet50_v1c,4.907,95.093,28.120,71.880,25.58,224,0.875,bicubic,-88.123,-70.210,-34
mobilenetv3_rw,4.853,95.147,30.213,69.787,5.48,224,0.875,bicubic,-86.347,-67.437,+21
mixnet_s,4.840,95.160,28.533,71.467,4.13,224,0.875,bicubic,-86.990,-69.157,+10
densenet161,4.840,95.160,29.613,70.387,28.68,224,0.875,bicubic,-87.840,-68.737,-19
selecsls42b,4.827,95.173,28.893,71.107,32.46,224,0.875,bicubic,-87.413,-69.307,-4
tv_resnext50_32x4d,4.800,95.200,30.520,69.480,25.03,224,0.875,bilinear,-87.970,-67.680,-28
tv_resnet101,4.627,95.373,29.293,70.707,44.55,224,0.875,bilinear,-88.183,-68.967,-32
tf_efficientnet_lite1,4.547,95.453,28.320,71.680,5.42,240,0.882,bicubic,-88.053,-69.730,-20
mobilenetv2_120d,4.493,95.507,29.867,70.133,5.83,224,0.875,bicubic,-87.977,-68.133,-15
resnet26d,4.120,95.880,28.413,71.587,16.01,224,0.875,bicubic,-87.960,-69.587,-3
semnasnet_100,4.080,95.920,27.227,72.773,3.89,224,0.875,bicubic,-87.180,-70.333,+11
densenet201,4.040,95.960,27.640,72.360,20.01,224,0.875,bicubic,-88.630,-70.620,-26
gluon_resnet50_v1b,3.973,96.027,26.920,73.080,25.56,224,0.875,bicubic,-88.647,-71.250,-27
fbnetc_100,3.973,96.027,26.053,73.947,5.57,224,0.875,bilinear,-86.877,-71.187,+22
repvgg_a2,3.920,96.080,26.827,73.173,28.21,224,0.875,bilinear,-88.200,-71.373,-10
mobilenetv2_140,3.853,96.147,26.533,73.467,6.11,224,0.875,bicubic,-88.007,-71.337,-4
dpn68,3.840,96.160,25.987,74.013,12.61,224,0.875,bicubic,-88.220,-72.073,-9
tf_efficientnet_es,3.840,96.160,26.347,73.653,5.44,224,0.875,bicubic,-88.160,-71.543,-9
regnety_008,3.800,96.200,27.427,72.573,6.26,224,0.875,bicubic,-88.060,-70.763,-6
tf_mixnet_s,3.773,96.227,25.373,74.627,4.13,224,0.875,bicubic,-87.647,-72.237,-1
densenet169,3.760,96.240,25.720,74.280,14.15,224,0.875,bicubic,-88.320,-72.450,-15
res2net50_48w_2s,3.680,96.320,26.827,73.173,25.29,224,0.875,bilinear,-88.900,-71.243,-33
ssl_resnet18,3.653,96.347,25.307,74.693,11.69,224,0.875,bilinear,-86.597,-72.313,+19
dla60,3.653,96.347,27.800,72.200,22.04,224,0.875,bilinear,-88.487,-70.260,-20
regnetx_016,3.640,96.360,26.413,73.587,9.19,224,0.875,bicubic,-88.500,-71.867,-21
tf_mobilenetv3_large_100,3.587,96.413,24.907,75.093,5.48,224,0.875,bilinear,-87.523,-72.763,+2
spnasnet_100,3.547,96.453,24.533,75.467,4.42,224,0.875,bilinear,-86.823,-72.627,+15
regnety_006,3.533,96.467,25.280,74.720,6.06,224,0.875,bicubic,-87.747,-72.530,-7
legacy_seresnet34,3.253,96.747,23.813,76.187,21.96,224,0.875,bilinear,-87.717,-73.797,+4
dla34,3.227,96.773,23.853,76.147,15.74,224,0.875,bilinear,-87.563,-73.737,+6
efficientnet_lite0,3.200,96.800,25.773,74.227,4.65,224,0.875,bicubic,-87.870,-71.887,-2
mnasnet_100,3.120,96.880,24.267,75.733,4.38,224,0.875,bicubic,-87.340,-73.223,+8
mobilenetv2_110d,3.053,96.947,24.507,75.493,4.52,224,0.875,bicubic,-87.807,-73.103,+1
regnety_004,3.027,96.973,23.080,76.920,4.34,224,0.875,bicubic,-87.453,-74.430,+5
skresnet18,3.013,96.987,23.027,76.973,11.96,224,0.875,bicubic,-86.747,-74.293,+12
tf_efficientnet_lite0,3.013,96.987,23.013,76.987,4.65,224,0.875,bicubic,-88.007,-74.407,-6
resnet34,2.960,97.040,24.000,76.000,21.80,224,0.875,bilinear,-88.220,-73.730,-13
vgg19_bn,2.947,97.053,23.333,76.667,143.68,224,0.875,bilinear,-87.143,-74.277,+6
vgg16_bn,2.893,97.107,23.840,76.160,138.37,224,0.875,bilinear,-87.147,-73.520,+6
hrnet_w18_small_v2,2.880,97.120,23.680,76.320,15.60,224,0.875,bilinear,-88.460,-74.270,-20
tf_mobilenetv3_large_075,2.880,97.120,21.747,78.253,3.99,224,0.875,bilinear,-86.780,-75.533,+7
resnet18d,2.853,97.147,21.800,78.200,11.71,224,0.875,bicubic,-86.297,-75.420,+9
tv_densenet121,2.667,97.333,22.760,77.240,7.98,224,0.875,bicubic,-88.313,-74.980,-12
gluon_resnet34_v1b,2.560,97.440,21.773,78.227,21.80,224,0.875,bicubic,-88.410,-75.867,-12
repvgg_b0,2.560,97.440,24.120,75.880,15.82,224,0.875,bilinear,-88.860,-73.800,-27
vgg16,2.560,97.440,20.293,79.707,138.36,224,0.875,bilinear,-86.080,-76.487,+12
regnetx_008,2.547,97.453,22.333,77.667,7.26,224,0.875,bicubic,-88.633,-75.217,-21
resnet26,2.480,97.520,23.053,76.947,16.00,224,0.875,bicubic,-88.700,-74.747,-23
legacy_seresnet18,2.440,97.560,19.880,80.120,11.78,224,0.875,bicubic,-86.470,-77.110,+6
regnetx_006,2.307,97.693,20.760,79.240,6.20,224,0.875,bicubic,-88.073,-76.560,-9
mobilenetv2_100,2.240,97.760,19.707,80.293,3.50,224,0.875,bicubic,-87.220,-77.493,-1
vgg13_bn,2.227,97.773,20.480,79.520,133.05,224,0.875,bilinear,-86.613,-76.500,+4
vgg19,2.213,97.787,20.920,79.080,143.67,224,0.875,bilinear,-86.907,-75.980,-1
tf_mobilenetv3_small_100,2.053,97.947,15.840,84.160,2.54,224,0.875,bilinear,-83.297,-79.800,+13
regnety_002,2.040,97.960,18.587,81.413,3.16,224,0.875,bicubic,-85.360,-78.083,+6
regnetx_004,1.960,98.040,18.920,81.080,5.16,224,0.875,bicubic,-87.070,-78.170,-3
tf_mobilenetv3_small_075,1.907,98.093,15.040,84.960,2.04,224,0.875,bilinear,-81.563,-79.660,+13
tv_resnet34,1.853,98.147,20.027,79.973,21.80,224,0.875,bilinear,-88.117,-77.363,-12
dla60x_c,1.800,98.200,17.920,82.080,1.32,224,0.875,bilinear,-84.460,-78.180,+6
vgg11_bn,1.800,98.200,18.427,81.573,132.87,224,0.875,bilinear,-85.760,-78.373,0
vgg13,1.747,98.253,18.120,81.880,133.05,224,0.875,bilinear,-85.313,-78.120,+2
dla46x_c,1.640,98.360,16.360,83.640,1.07,224,0.875,bilinear,-82.790,-78.980,+6
tf_mobilenetv3_large_minimal_100,1.613,98.387,17.213,82.787,3.92,224,0.875,bilinear,-87.327,-79.597,-9
hrnet_w18_small,1.573,98.427,18.133,81.867,13.19,224,0.875,bilinear,-87.237,-78.857,-7
gluon_resnet18_v1b,1.533,98.467,16.773,83.227,11.69,224,0.875,bicubic,-86.747,-79.867,-6
vgg11,1.507,98.493,16.213,83.787,132.86,224,0.875,bilinear,-85.053,-80.007,-2
dla46_c,1.453,98.547,15.280,84.720,1.30,224,0.875,bilinear,-82.107,-79.610,+2
regnetx_002,1.320,98.680,15.267,84.733,2.68,224,0.875,bicubic,-84.830,-80.753,-2
tf_mobilenetv3_small_minimal_100,1.040,98.960,11.640,88.360,2.04,224,0.875,bilinear,-80.510,-82.070,+2
resnet18,1.000,99.000,16.253,83.747,11.69,224,0.875,bilinear,-86.400,-80.027,-8
tv_resnet50,0.040,99.960,14.960,85.040,25.56,224,0.875,bilinear,-91.870,-83.100,-60