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

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
beit_large_patch16_512,88.600,11.400,98.656,1.344,305.67,512,1.000,bicubic
beit_large_patch16_384,88.404,11.596,98.608,1.392,305.00,384,1.000,bicubic
tf_efficientnet_l2_ns,88.348,11.652,98.648,1.352,480.31,800,0.960,bicubic
tf_efficientnet_l2_ns_475,88.232,11.768,98.546,1.454,480.31,475,0.936,bicubic
convnext_xlarge_384_in22ft1k,87.546,12.454,98.486,1.514,350.20,384,1.000,bicubic
beit_large_patch16_224,87.474,12.526,98.304,1.696,304.43,224,0.900,bicubic
convnext_large_384_in22ft1k,87.396,12.604,98.368,1.632,197.77,384,1.000,bicubic
swin_large_patch4_window12_384,87.150,12.850,98.240,1.760,196.74,384,1.000,bicubic
vit_large_patch16_384,87.080,12.920,98.300,1.700,304.72,384,1.000,bicubic
volo_d5_512,87.042,12.958,97.968,2.032,296.09,512,1.150,bicubic
convnext_xlarge_in22ft1k,87.002,12.998,98.212,1.788,350.20,224,0.875,bicubic
volo_d5_448,86.952,13.048,97.940,2.060,295.91,448,1.150,bicubic
tf_efficientnet_b7_ns,86.838,13.162,98.096,1.904,66.35,600,0.949,bicubic
beit_base_patch16_384,86.798,13.202,98.136,1.864,86.74,384,1.000,bicubic
volo_d4_448,86.790,13.210,97.882,2.118,193.41,448,1.150,bicubic
convnext_large_in22ft1k,86.636,13.364,98.028,1.972,197.77,224,0.875,bicubic
convnext_base_384_in22ft1k,86.544,13.456,98.190,1.810,88.59,384,1.000,bicubic
volo_d3_448,86.496,13.504,97.710,2.290,86.63,448,1.000,bicubic
cait_m48_448,86.486,13.514,97.752,2.248,356.46,448,1.000,bicubic
tf_efficientnet_b6_ns,86.454,13.546,97.882,2.118,43.04,528,0.942,bicubic
swin_base_patch4_window12_384,86.432,13.568,98.056,1.944,87.90,384,1.000,bicubic
tf_efficientnetv2_xl_in21ft1k,86.418,13.582,97.866,2.134,208.12,512,1.000,bicubic
swin_large_patch4_window7_224,86.314,13.686,97.892,2.108,196.53,224,0.900,bicubic
tf_efficientnetv2_l_in21ft1k,86.304,13.696,97.978,2.022,118.52,480,1.000,bicubic
vit_large_r50_s32_384,86.182,13.818,97.920,2.080,329.09,384,1.000,bicubic
dm_nfnet_f6,86.142,13.858,97.730,2.270,438.36,576,0.956,bicubic
tf_efficientnet_b5_ns,86.090,13.910,97.750,2.250,30.39,456,0.934,bicubic
volo_d5_224,86.072,13.928,97.578,2.422,295.46,224,0.960,bicubic
cait_m36_384,86.052,13.948,97.730,2.270,271.22,384,1.000,bicubic
volo_d2_384,86.040,13.960,97.572,2.428,58.87,384,1.000,bicubic
vit_base_patch16_384,86.010,13.990,98.002,1.998,86.86,384,1.000,bicubic
xcit_large_24_p8_384_dist,85.998,14.002,97.684,2.316,188.93,384,1.000,bicubic
volo_d4_224,85.874,14.126,97.468,2.532,192.96,224,0.960,bicubic
vit_large_patch16_224,85.838,14.162,97.820,2.180,304.33,224,0.900,bicubic
convnext_base_in22ft1k,85.824,14.176,97.866,2.134,88.59,224,0.875,bicubic
dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic
xcit_medium_24_p8_384_dist,85.814,14.186,97.592,2.408,84.32,384,1.000,bicubic
vit_base_patch8_224,85.794,14.206,97.794,2.206,86.58,224,0.900,bicubic
xcit_large_24_p16_384_dist,85.754,14.246,97.538,2.462,189.10,384,1.000,bicubic
dm_nfnet_f4,85.714,14.286,97.522,2.478,316.07,512,0.951,bicubic
tf_efficientnetv2_m_in21ft1k,85.590,14.410,97.744,2.256,54.14,480,1.000,bicubic
xcit_small_24_p8_384_dist,85.556,14.444,97.572,2.428,47.63,384,1.000,bicubic
dm_nfnet_f3,85.522,14.478,97.462,2.538,254.92,416,0.940,bicubic
tf_efficientnetv2_l,85.490,14.510,97.372,2.628,118.52,480,1.000,bicubic
cait_s36_384,85.462,14.538,97.480,2.520,68.37,384,1.000,bicubic
ig_resnext101_32x48d,85.436,14.564,97.576,2.424,828.41,224,0.875,bilinear
xcit_medium_24_p16_384_dist,85.422,14.578,97.406,2.594,84.40,384,1.000,bicubic
deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
volo_d3_224,85.412,14.588,97.280,2.720,86.33,224,0.960,bicubic
xcit_large_24_p8_224_dist,85.398,14.602,97.410,2.590,188.93,224,1.000,bicubic
tf_efficientnet_b8_ap,85.372,14.628,97.292,2.708,87.41,672,0.954,bicubic
tf_efficientnet_b8,85.368,14.632,97.390,2.610,87.41,672,0.954,bicubic
swin_base_patch4_window7_224,85.248,14.752,97.562,2.438,87.77,224,0.900,bicubic
volo_d1_384,85.248,14.752,97.214,2.786,26.78,384,1.000,bicubic
beit_base_patch16_224,85.228,14.772,97.658,2.342,86.53,224,0.900,bicubic
volo_d2_224,85.194,14.806,97.188,2.812,58.68,224,0.960,bicubic
tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic
tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic
ig_resnext101_32x32d,85.100,14.900,97.434,2.566,468.53,224,0.875,bilinear
xcit_small_24_p16_384_dist,85.094,14.906,97.310,2.690,47.67,384,1.000,bicubic
xcit_small_12_p8_384_dist,85.080,14.920,97.280,2.720,26.21,384,1.000,bicubic
xcit_medium_24_p8_224_dist,85.072,14.928,97.280,2.720,84.32,224,1.000,bicubic
dm_nfnet_f2,85.062,14.938,97.240,2.760,193.78,352,0.920,bicubic
cait_s24_384,85.046,14.954,97.346,2.654,47.06,384,1.000,bicubic
tf_efficientnetv2_m,85.038,14.962,97.278,2.722,54.14,480,1.000,bicubic
regnetz_e8,85.030,14.970,97.264,2.736,57.70,320,1.000,bicubic
resnetrs420,85.010,14.990,97.124,2.876,191.89,416,1.000,bicubic
ecaresnet269d,84.976,15.024,97.226,2.774,102.09,352,1.000,bicubic
vit_base_r50_s16_384,84.970,15.030,97.290,2.710,98.95,384,1.000,bicubic
tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic
xcit_large_24_p16_224_dist,84.922,15.078,97.132,2.868,189.10,224,1.000,bicubic
resnetv2_152x4_bitm,84.916,15.084,97.442,2.558,936.53,480,1.000,bilinear
xcit_small_24_p8_224_dist,84.876,15.124,97.188,2.812,47.63,224,1.000,bicubic
efficientnetv2_rw_m,84.812,15.188,97.146,2.854,53.24,416,1.000,bicubic
tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic
resnetrs350,84.718,15.282,96.988,3.012,163.96,384,1.000,bicubic
xcit_small_12_p16_384_dist,84.710,15.290,97.118,2.882,26.25,384,1.000,bicubic
eca_nfnet_l2,84.696,15.304,97.264,2.736,56.72,384,1.000,bicubic
dm_nfnet_f1,84.624,15.376,97.100,2.900,132.63,320,0.910,bicubic
vit_base_patch16_224,84.528,15.472,97.294,2.706,86.57,224,0.900,bicubic
resnest269e,84.520,15.480,96.986,3.014,110.93,416,0.928,bicubic
resnetv2_152x2_bitm,84.506,15.494,97.434,2.566,236.34,448,1.000,bilinear
regnetz_040h,84.496,15.504,97.006,2.994,28.94,320,1.000,bicubic
resnetv2_101x3_bitm,84.442,15.558,97.382,2.618,387.93,448,1.000,bilinear
resnetrs200,84.438,15.562,97.080,2.920,93.21,320,1.000,bicubic
resnetrs270,84.436,15.564,96.970,3.030,129.86,352,1.000,bicubic
vit_large_r50_s32_224,84.424,15.576,97.166,2.834,328.99,224,0.900,bicubic
resmlp_big_24_224_in22ft1k,84.394,15.606,97.120,2.880,129.14,224,0.875,bicubic
xcit_large_24_p8_224,84.394,15.606,96.656,3.344,188.93,224,1.000,bicubic
seresnet152d,84.360,15.640,97.040,2.960,66.84,320,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,84.298,15.702,97.254,2.746,21.46,384,1.000,bicubic
convnext_large,84.292,15.708,96.894,3.106,197.77,224,0.875,bicubic
swsl_resnext101_32x8d,84.290,15.710,97.180,2.820,88.79,224,0.875,bilinear
xcit_medium_24_p16_224_dist,84.274,15.726,96.940,3.060,84.40,224,1.000,bicubic
vit_base_patch16_224_miil,84.272,15.728,96.802,3.198,86.54,224,0.875,bilinear
tf_efficientnet_b5_ap,84.256,15.744,96.976,3.024,30.39,456,0.934,bicubic
xcit_small_12_p8_224_dist,84.236,15.764,96.874,3.126,26.21,224,1.000,bicubic
regnetz_040,84.234,15.766,96.932,3.068,27.12,320,1.000,bicubic
seresnext101_32x8d,84.204,15.796,96.876,3.124,93.57,288,1.000,bicubic
crossvit_18_dagger_408,84.194,15.806,96.818,3.182,44.61,408,1.000,bicubic
ig_resnext101_32x16d,84.170,15.830,97.198,2.802,194.03,224,0.875,bilinear
volo_d1_224,84.162,15.838,96.776,3.224,26.63,224,0.960,bicubic
pit_b_distilled_224,84.140,15.860,96.856,3.144,74.79,224,0.900,bicubic
tf_efficientnet_b6,84.110,15.890,96.888,3.112,43.04,528,0.942,bicubic
cait_xs24_384,84.062,15.938,96.890,3.110,26.67,384,1.000,bicubic
regnetz_d8_evos,84.054,15.946,96.996,3.004,23.46,320,0.950,bicubic
regnetz_d8,84.052,15.948,96.994,3.006,23.37,320,1.000,bicubic
tf_efficientnet_b3_ns,84.048,15.952,96.908,3.092,12.23,300,0.904,bicubic
vit_small_r26_s32_384,84.042,15.958,97.328,2.672,36.47,384,1.000,bicubic
regnetz_d32,84.022,15.978,96.866,3.134,27.58,320,0.950,bicubic
resnetv2_50x3_bitm,84.014,15.986,97.124,2.876,217.32,448,1.000,bilinear
eca_nfnet_l1,84.012,15.988,97.028,2.972,41.41,320,1.000,bicubic
resnet200d,83.964,16.036,96.824,3.176,64.69,320,1.000,bicubic
swin_s3_base_224,83.932,16.068,96.660,3.340,71.13,224,0.900,bicubic
regnety_080,83.926,16.074,96.888,3.112,39.18,288,1.000,bicubic
tf_efficientnetv2_s,83.886,16.114,96.696,3.304,21.46,384,1.000,bicubic
xcit_small_24_p16_224_dist,83.868,16.132,96.724,3.276,47.67,224,1.000,bicubic
resnetv2_152x2_bit_teacher_384,83.844,16.156,97.118,2.882,236.34,384,1.000,bicubic
convnext_base,83.838,16.162,96.750,3.250,88.59,224,0.875,bicubic
xcit_small_24_p8_224,83.838,16.162,96.636,3.364,47.63,224,1.000,bicubic
crossvit_15_dagger_408,83.836,16.164,96.784,3.216,28.50,408,1.000,bicubic
resnest200e,83.828,16.172,96.892,3.108,70.20,320,0.909,bicubic
tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic
efficientnetv2_rw_s,83.810,16.190,96.722,3.278,23.94,384,1.000,bicubic
vit_small_patch16_384,83.804,16.196,97.102,2.898,22.20,384,1.000,bicubic
swin_s3_small_224,83.768,16.232,96.452,3.548,49.74,224,0.900,bicubic
xcit_tiny_24_p8_384_dist,83.742,16.258,96.710,3.290,12.11,384,1.000,bicubic
xcit_medium_24_p8_224,83.736,16.264,96.394,3.606,84.32,224,1.000,bicubic
regnety_064,83.720,16.280,96.722,3.278,30.58,288,1.000,bicubic
resnetrs152,83.714,16.286,96.614,3.386,86.62,320,1.000,bicubic
regnetv_064,83.714,16.286,96.746,3.254,30.58,288,1.000,bicubic
regnety_160,83.690,16.310,96.776,3.224,83.59,288,1.000,bicubic
twins_svt_large,83.680,16.320,96.594,3.406,99.27,224,0.900,bicubic
resnet152d,83.678,16.322,96.738,3.262,60.21,320,1.000,bicubic
resmlp_big_24_distilled_224,83.588,16.412,96.648,3.352,129.14,224,0.875,bicubic
jx_nest_base,83.556,16.444,96.362,3.638,67.72,224,0.875,bicubic
cait_s24_224,83.458,16.542,96.564,3.436,46.92,224,1.000,bicubic
efficientnet_b4,83.424,16.576,96.596,3.404,19.34,384,1.000,bicubic
deit_base_distilled_patch16_224,83.392,16.608,96.486,3.514,87.34,224,0.900,bicubic
dm_nfnet_f0,83.386,16.614,96.574,3.426,71.49,256,0.900,bicubic
swsl_resnext101_32x16d,83.350,16.650,96.844,3.156,194.03,224,0.875,bilinear
xcit_small_12_p16_224_dist,83.350,16.650,96.414,3.586,26.25,224,1.000,bicubic
vit_base_patch32_384,83.348,16.652,96.834,3.166,88.30,384,1.000,bicubic
xcit_small_12_p8_224,83.344,16.656,96.480,3.520,26.21,224,1.000,bicubic
tf_efficientnet_b4_ap,83.252,16.748,96.394,3.606,19.34,380,0.922,bicubic
swsl_resnext101_32x4d,83.236,16.764,96.764,3.236,44.18,224,0.875,bilinear
swin_small_patch4_window7_224,83.216,16.784,96.324,3.676,49.61,224,0.900,bicubic
regnetv_040,83.200,16.800,96.662,3.338,20.64,288,1.000,bicubic
xception65,83.180,16.820,96.592,3.408,39.92,299,0.940,bicubic
convnext_small,83.150,16.850,96.432,3.568,50.22,224,0.875,bicubic
resnext101_64x4d,83.140,16.860,96.370,3.630,83.46,288,1.000,bicubic
twins_svt_base,83.138,16.862,96.420,3.580,56.07,224,0.900,bicubic
twins_pcpvt_large,83.134,16.866,96.604,3.396,60.99,224,0.900,bicubic
xception65p,83.126,16.874,96.478,3.522,39.82,299,0.940,bicubic
jx_nest_small,83.118,16.882,96.330,3.670,38.35,224,0.875,bicubic
deit_base_patch16_384,83.106,16.894,96.368,3.632,86.86,384,1.000,bicubic
tresnet_m,83.070,16.930,96.120,3.880,31.39,224,0.875,bilinear
tresnet_xl_448,83.054,16.946,96.172,3.828,78.44,448,0.875,bilinear
regnety_040,83.036,16.964,96.506,3.494,20.65,288,1.000,bicubic
tf_efficientnet_b4,83.024,16.976,96.300,3.700,19.34,380,0.922,bicubic
resnet101d,83.022,16.978,96.448,3.552,44.57,320,1.000,bicubic
xcit_large_24_p16_224,82.894,17.106,95.882,4.118,189.10,224,1.000,bicubic
resnest101e,82.890,17.110,96.318,3.682,48.28,256,0.875,bilinear
resnetv2_152x2_bit_teacher,82.872,17.128,96.570,3.430,236.34,224,0.875,bicubic
resnetv2_50x1_bit_distilled,82.822,17.178,96.528,3.472,25.55,224,0.875,bicubic
resnet152,82.820,17.180,96.130,3.870,60.19,224,0.950,bicubic
pnasnet5large,82.790,17.210,96.040,3.960,86.06,331,0.911,bicubic
nfnet_l0,82.752,17.248,96.518,3.482,35.07,288,1.000,bicubic
regnety_032,82.726,17.274,96.424,3.576,19.44,288,1.000,bicubic
twins_pcpvt_base,82.708,17.292,96.350,3.650,43.83,224,0.900,bicubic
ig_resnext101_32x8d,82.700,17.300,96.630,3.370,88.79,224,0.875,bilinear
xcit_medium_24_p16_224,82.638,17.362,95.974,4.026,84.40,224,1.000,bicubic
regnetz_c16_evos,82.632,17.368,96.476,3.524,13.49,320,0.950,bicubic
nasnetalarge,82.626,17.374,96.046,3.954,88.75,331,0.911,bicubic
levit_384,82.588,17.412,96.022,3.978,39.13,224,0.900,bicubic
xcit_small_24_p16_224,82.580,17.420,96.006,3.994,47.67,224,1.000,bicubic
eca_nfnet_l0,82.576,17.424,96.490,3.510,24.14,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,82.572,17.428,96.288,3.712,12.12,384,1.000,bicubic
xcit_tiny_24_p8_224_dist,82.564,17.436,96.170,3.830,12.11,224,1.000,bicubic
resnet61q,82.526,17.474,96.134,3.866,36.85,288,1.000,bicubic
crossvit_18_dagger_240,82.520,17.480,96.070,3.930,44.27,240,0.875,bicubic
regnetz_c16,82.516,17.484,96.360,3.640,13.46,320,0.940,bicubic
gc_efficientnetv2_rw_t,82.466,17.534,96.296,3.704,13.68,288,1.000,bicubic
poolformer_m48,82.462,17.538,95.958,4.042,73.47,224,0.950,bicubic
pit_b_224,82.446,17.554,95.710,4.290,73.76,224,0.900,bicubic
crossvit_18_240,82.398,17.602,96.058,3.942,43.27,240,0.875,bicubic
xcit_tiny_12_p8_384_dist,82.394,17.606,96.220,3.780,6.71,384,1.000,bicubic
tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic
resnet51q,82.362,17.638,96.180,3.820,35.70,288,1.000,bilinear
ecaresnet50t,82.348,17.652,96.138,3.862,25.57,320,0.950,bicubic
efficientnetv2_rw_t,82.344,17.656,96.196,3.804,13.65,288,1.000,bicubic
resnetv2_101x1_bitm,82.336,17.664,96.516,3.484,44.54,448,1.000,bilinear
crossvit_15_dagger_240,82.330,17.670,95.958,4.042,28.21,240,0.875,bicubic
mixer_b16_224_miil,82.308,17.692,95.718,4.282,59.88,224,0.875,bilinear
coat_lite_small,82.304,17.696,95.848,4.152,19.84,224,0.900,bicubic
resnetrs101,82.288,17.712,96.010,3.990,63.62,288,0.940,bicubic
convit_base,82.286,17.714,95.938,4.062,86.54,224,0.875,bicubic
tresnet_l_448,82.268,17.732,95.982,4.018,55.99,448,0.875,bilinear
efficientnet_b3,82.240,17.760,96.114,3.886,12.23,320,1.000,bicubic
convnext_tiny_hnf,82.222,17.778,95.866,4.134,28.59,224,0.950,bicubic
crossvit_base_240,82.216,17.784,95.834,4.166,105.03,240,0.875,bicubic
cait_xxs36_384,82.194,17.806,96.144,3.856,17.37,384,1.000,bicubic
swsl_resnext50_32x4d,82.176,17.824,96.232,3.768,25.03,224,0.875,bilinear
ecaresnet101d,82.172,17.828,96.046,3.954,44.57,224,0.875,bicubic
swin_s3_tiny_224,82.126,17.874,95.950,4.050,28.33,224,0.900,bicubic
poolformer_m36,82.112,17.888,95.690,4.310,56.17,224,0.950,bicubic
visformer_small,82.106,17.894,95.874,4.126,40.22,224,0.900,bicubic
convnext_tiny,82.064,17.936,95.852,4.148,28.59,224,0.875,bicubic
halo2botnet50ts_256,82.060,17.940,95.642,4.358,22.64,256,0.950,bicubic
tresnet_xl,82.058,17.942,95.936,4.064,78.44,224,0.875,bilinear
fbnetv3_g,82.046,17.954,96.064,3.936,16.62,288,0.950,bilinear
resnetv2_101,82.042,17.958,95.864,4.136,44.54,224,0.950,bicubic
deit_base_patch16_224,81.996,18.004,95.732,4.268,86.57,224,0.900,bicubic
pit_s_distilled_224,81.994,18.006,95.798,4.202,24.04,224,0.900,bicubic
resnetv2_50d_evos,81.980,18.020,95.910,4.090,25.59,288,0.950,bicubic
xcit_small_12_p16_224,81.976,18.024,95.818,4.182,26.25,224,1.000,bicubic
tf_efficientnetv2_b3,81.966,18.034,95.780,4.220,14.36,300,0.904,bicubic
xception41p,81.960,18.040,95.794,4.206,26.91,299,0.940,bicubic
resnet101,81.932,18.068,95.770,4.230,44.55,224,0.950,bicubic
xcit_tiny_24_p8_224,81.892,18.108,95.976,4.024,12.11,224,1.000,bicubic
vit_small_r26_s32_224,81.856,18.144,96.020,3.980,36.43,224,0.900,bicubic
ssl_resnext101_32x16d,81.854,18.146,96.096,3.904,194.03,224,0.875,bilinear
tf_efficientnet_b3_ap,81.826,18.174,95.622,4.378,12.23,300,0.904,bicubic
resnetv2_50d_gn,81.818,18.182,95.922,4.078,25.57,288,0.950,bicubic
tresnet_m_448,81.704,18.296,95.572,4.428,31.39,448,0.875,bilinear
twins_svt_small,81.680,18.320,95.670,4.330,24.06,224,0.900,bicubic
halonet50ts,81.660,18.340,95.612,4.388,22.73,256,0.940,bicubic
tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic
rexnet_200,81.630,18.370,95.668,4.332,16.37,224,0.875,bicubic
ssl_resnext101_32x8d,81.608,18.392,96.042,3.958,88.79,224,0.875,bilinear
lamhalobotnet50ts_256,81.546,18.454,95.502,4.498,22.57,256,0.950,bicubic
crossvit_15_240,81.542,18.458,95.690,4.310,27.53,240,0.875,bicubic
tf_efficientnet_lite4,81.536,18.464,95.668,4.332,13.01,380,0.920,bilinear
tnt_s_patch16_224,81.520,18.480,95.744,4.256,23.76,224,0.900,bicubic
levit_256,81.506,18.494,95.492,4.508,18.89,224,0.900,bicubic
vit_large_patch32_384,81.506,18.494,96.094,3.906,306.63,384,1.000,bicubic
tresnet_l,81.492,18.508,95.624,4.376,55.99,224,0.875,bilinear
wide_resnet50_2,81.452,18.548,95.530,4.470,68.88,224,0.875,bicubic
convit_small,81.420,18.580,95.740,4.260,27.78,224,0.875,bicubic
jx_nest_tiny,81.420,18.580,95.618,4.382,17.06,224,0.875,bicubic
poolformer_s36,81.418,18.582,95.450,4.550,30.86,224,0.900,bicubic
vit_small_patch16_224,81.396,18.604,96.132,3.868,22.05,224,0.900,bicubic
tf_efficientnet_b1_ns,81.388,18.612,95.736,4.264,7.79,240,0.882,bicubic
swin_tiny_patch4_window7_224,81.374,18.626,95.544,4.456,28.29,224,0.900,bicubic
convmixer_1536_20,81.366,18.634,95.614,4.386,51.63,224,0.960,bicubic
gernet_l,81.344,18.656,95.532,4.468,31.08,256,0.875,bilinear
efficientnet_el,81.310,18.690,95.530,4.470,10.59,300,0.904,bicubic
legacy_senet154,81.310,18.690,95.496,4.504,115.09,224,0.875,bilinear
coat_mini,81.266,18.734,95.394,4.606,10.34,224,0.900,bicubic
seresnext50_32x4d,81.258,18.742,95.630,4.370,27.56,224,0.875,bicubic
gluon_senet154,81.232,18.768,95.348,4.652,115.09,224,0.875,bicubic
deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic
xcit_tiny_12_p8_224_dist,81.208,18.792,95.600,4.400,6.71,224,1.000,bicubic
swsl_resnet50,81.174,18.826,95.978,4.022,25.56,224,0.875,bilinear
sebotnet33ts_256,81.156,18.844,95.170,4.830,13.70,256,0.940,bicubic
resmlp_36_distilled_224,81.154,18.846,95.488,4.512,44.69,224,0.875,bicubic
lambda_resnet50ts,81.146,18.854,95.102,4.898,21.54,256,0.950,bicubic
resnest50d_4s2x40d,81.110,18.890,95.564,4.436,30.42,224,0.875,bicubic
resnext50_32x4d,81.108,18.892,95.326,4.674,25.03,224,0.950,bicubic
pit_s_224,81.100,18.900,95.330,4.670,23.46,224,0.900,bicubic
twins_pcpvt_small,81.090,18.910,95.640,4.360,24.11,224,0.900,bicubic
haloregnetz_b,81.050,18.950,95.196,4.804,11.68,224,0.940,bicubic
resmlp_big_24_224,81.032,18.968,95.020,4.980,129.14,224,0.875,bicubic
crossvit_small_240,81.018,18.982,95.456,4.544,26.86,240,0.875,bicubic
gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic
resnest50d_1s4x24d,80.990,19.010,95.324,4.676,25.68,224,0.875,bicubic
resnest50d,80.982,19.018,95.380,4.620,27.48,224,0.875,bilinear
cait_xxs24_384,80.966,19.034,95.646,4.354,12.03,384,1.000,bicubic
sehalonet33ts,80.964,19.036,95.272,4.728,13.69,256,0.940,bicubic
xcit_tiny_12_p16_384_dist,80.944,19.056,95.412,4.588,6.72,384,1.000,bicubic
gcresnet50t,80.942,19.058,95.454,4.546,25.90,256,0.900,bicubic
ssl_resnext101_32x4d,80.924,19.076,95.726,4.274,44.18,224,0.875,bilinear
gluon_seresnext101_32x4d,80.906,19.094,95.294,4.706,48.96,224,0.875,bicubic
gluon_seresnext101_64x4d,80.878,19.122,95.298,4.702,88.23,224,0.875,bicubic
efficientnet_b3_pruned,80.858,19.142,95.244,4.756,9.86,300,0.904,bicubic
ecaresnet101d_pruned,80.814,19.186,95.630,4.370,24.88,224,0.875,bicubic
regnety_320,80.810,19.190,95.244,4.756,145.05,224,0.875,bicubic
resmlp_24_distilled_224,80.764,19.236,95.224,4.776,30.02,224,0.875,bicubic
gernet_m,80.744,19.256,95.184,4.816,21.14,224,0.875,bilinear
vit_base_patch32_224,80.722,19.278,95.566,4.434,88.22,224,0.900,bicubic
regnetz_b16,80.714,19.286,95.478,4.522,9.72,288,0.940,bicubic
nf_resnet50,80.654,19.346,95.334,4.666,25.56,288,0.940,bicubic
efficientnet_b2,80.614,19.386,95.316,4.684,9.11,288,1.000,bicubic
gluon_resnext101_64x4d,80.604,19.396,94.992,5.008,83.46,224,0.875,bicubic
ecaresnet50d,80.600,19.400,95.320,4.680,25.58,224,0.875,bicubic
gcresnext50ts,80.578,19.422,95.170,4.830,15.67,256,0.900,bicubic
resnet50d,80.522,19.478,95.162,4.838,25.58,224,0.875,bicubic
repvgg_b3,80.496,19.504,95.264,4.736,123.09,224,0.875,bilinear
vit_small_patch32_384,80.484,19.516,95.600,4.400,22.92,384,1.000,bicubic
gluon_resnet152_v1d,80.476,19.524,95.204,4.796,60.21,224,0.875,bicubic
mixnet_xl,80.474,19.526,94.934,5.066,11.90,224,0.875,bicubic
inception_resnet_v2,80.460,19.540,95.308,4.692,55.84,299,0.897,bicubic
ecaresnetlight,80.452,19.548,95.250,4.750,30.16,224,0.875,bicubic
xcit_tiny_24_p16_224_dist,80.446,19.554,95.216,4.784,12.12,224,1.000,bicubic
resnetv2_50,80.420,19.580,95.074,4.926,25.55,224,0.950,bicubic
gluon_resnet101_v1d,80.420,19.580,95.016,4.984,44.57,224,0.875,bicubic
resnet50,80.376,19.624,94.616,5.384,25.56,224,0.950,bicubic
regnety_120,80.376,19.624,95.126,4.874,51.82,224,0.875,bicubic
seresnet33ts,80.350,19.650,95.106,4.894,19.78,256,0.900,bicubic
gluon_resnext101_32x4d,80.344,19.656,94.926,5.074,44.18,224,0.875,bicubic
resnetv2_50x1_bitm,80.342,19.658,95.680,4.320,25.55,448,1.000,bilinear
ssl_resnext50_32x4d,80.316,19.684,95.410,4.590,25.03,224,0.875,bilinear
poolformer_s24,80.314,19.686,95.046,4.954,21.39,224,0.900,bicubic
rexnet_150,80.310,19.690,95.166,4.834,9.73,224,0.875,bicubic
tf_efficientnet_b2_ap,80.302,19.698,95.028,4.972,9.11,260,0.890,bicubic
efficientnet_el_pruned,80.302,19.698,95.216,4.784,10.59,300,0.904,bicubic
gluon_resnet101_v1s,80.298,19.702,95.164,4.836,44.67,224,0.875,bicubic
seresnet50,80.264,19.736,95.072,4.928,28.09,224,0.875,bicubic
tf_efficientnet_el,80.250,19.750,95.122,4.878,10.59,300,0.904,bicubic
vit_base_patch16_224_sam,80.242,19.758,94.754,5.246,86.57,224,0.900,bicubic
regnetx_320,80.240,19.760,95.022,4.978,107.81,224,0.875,bicubic
legacy_seresnext101_32x4d,80.224,19.776,95.010,4.990,48.96,224,0.875,bilinear
repvgg_b3g4,80.212,19.788,95.106,4.894,83.83,224,0.875,bilinear
tf_efficientnetv2_b2,80.206,19.794,95.042,4.958,10.10,260,0.890,bicubic
dpn107,80.172,19.828,94.906,5.094,86.92,224,0.875,bicubic
convmixer_768_32,80.164,19.836,95.072,4.928,21.11,224,0.960,bicubic
inception_v4,80.162,19.838,94.966,5.034,42.68,299,0.875,bicubic
skresnext50_32x4d,80.152,19.848,94.644,5.356,27.48,224,0.875,bicubic
eca_resnet33ts,80.080,19.920,94.970,5.030,19.68,256,0.900,bicubic
gcresnet33ts,80.080,19.920,95.000,5.000,19.88,256,0.900,bicubic
tf_efficientnet_b2,80.080,19.920,94.908,5.092,9.11,260,0.890,bicubic
cspdarknet53,80.062,19.938,95.084,4.916,27.64,256,0.887,bilinear
resnet50_gn,80.054,19.946,94.948,5.052,25.56,224,0.940,bicubic
cspresnext50,80.050,19.950,94.946,5.054,20.57,224,0.875,bilinear
dpn92,80.016,19.984,94.824,5.176,37.67,224,0.875,bicubic
ens_adv_inception_resnet_v2,79.978,20.022,94.938,5.062,55.84,299,0.897,bicubic
efficientnet_b2_pruned,79.916,20.084,94.854,5.146,8.31,260,0.890,bicubic
gluon_seresnext50_32x4d,79.914,20.086,94.832,5.168,27.56,224,0.875,bicubic
gluon_resnet152_v1c,79.908,20.092,94.848,5.152,60.21,224,0.875,bicubic
resnetrs50,79.886,20.114,94.966,5.034,35.69,224,0.910,bicubic
xception71,79.876,20.124,94.922,5.078,42.34,299,0.903,bicubic
deit_small_patch16_224,79.860,20.140,95.046,4.954,22.05,224,0.900,bicubic
regnetx_160,79.850,20.150,94.830,5.170,54.28,224,0.875,bicubic
ecaresnet26t,79.848,20.152,95.086,4.914,16.01,320,0.950,bicubic
levit_192,79.832,20.168,94.786,5.214,10.95,224,0.900,bicubic
dpn131,79.824,20.176,94.708,5.292,79.25,224,0.875,bicubic
tf_efficientnet_lite3,79.820,20.180,94.912,5.088,8.20,300,0.904,bilinear
resmlp_36_224,79.768,20.232,94.886,5.114,44.69,224,0.875,bicubic
cait_xxs36_224,79.748,20.252,94.866,5.134,17.30,224,1.000,bicubic
gluon_xception65,79.716,20.284,94.860,5.140,39.92,299,0.903,bicubic
ecaresnet50d_pruned,79.708,20.292,94.880,5.120,19.94,224,0.875,bicubic
xcit_tiny_12_p8_224,79.690,20.310,95.054,4.946,6.71,224,1.000,bicubic
fbnetv3_d,79.682,20.318,94.948,5.052,10.31,256,0.950,bilinear
gluon_resnet152_v1b,79.680,20.320,94.738,5.262,60.19,224,0.875,bicubic
resnext50d_32x4d,79.670,20.330,94.864,5.136,25.05,224,0.875,bicubic
dpn98,79.646,20.354,94.596,5.404,61.57,224,0.875,bicubic
gmlp_s16_224,79.640,20.360,94.624,5.376,19.42,224,0.875,bicubic
regnetx_120,79.592,20.408,94.734,5.266,46.11,224,0.875,bicubic
cspresnet50,79.582,20.418,94.704,5.296,21.62,256,0.887,bilinear
gluon_resnet101_v1c,79.534,20.466,94.580,5.420,44.57,224,0.875,bicubic
rexnet_130,79.500,20.500,94.684,5.316,7.56,224,0.875,bicubic
eca_halonext26ts,79.490,20.510,94.598,5.402,10.76,256,0.940,bicubic
hrnet_w64,79.472,20.528,94.652,5.348,128.06,224,0.875,bilinear
tf_efficientnetv2_b1,79.464,20.536,94.724,5.276,8.14,240,0.882,bicubic
dla102x2,79.446,20.554,94.632,5.368,41.28,224,0.875,bilinear
xcit_tiny_24_p16_224,79.444,20.556,94.884,5.116,12.12,224,1.000,bicubic
resmlp_24_224,79.382,20.618,94.546,5.454,30.02,224,0.875,bicubic
repvgg_b2g4,79.370,20.630,94.688,5.312,61.76,224,0.875,bilinear
gluon_resnext50_32x4d,79.364,20.636,94.426,5.574,25.03,224,0.875,bicubic
resnext101_32x8d,79.316,20.684,94.518,5.482,88.79,224,0.875,bilinear
ese_vovnet39b,79.312,20.688,94.714,5.286,24.57,224,0.875,bicubic
pit_xs_distilled_224,79.306,20.694,94.364,5.636,11.00,224,0.900,bicubic
tf_efficientnet_cc_b1_8e,79.306,20.694,94.372,5.628,39.72,240,0.882,bicubic
resnetblur50,79.304,20.696,94.634,5.366,25.56,224,0.875,bicubic
gluon_resnet101_v1b,79.302,20.698,94.520,5.480,44.55,224,0.875,bicubic
hrnet_w48,79.302,20.698,94.512,5.488,77.47,224,0.875,bilinear
nf_regnet_b1,79.288,20.712,94.748,5.252,10.22,288,0.900,bicubic
tf_efficientnet_b1_ap,79.280,20.720,94.304,5.696,7.79,240,0.882,bicubic
eca_botnext26ts_256,79.274,20.726,94.616,5.384,10.59,256,0.950,bicubic
botnet26t_256,79.252,20.748,94.528,5.472,12.49,256,0.950,bicubic
efficientnet_em,79.250,20.750,94.794,5.206,6.90,240,0.882,bicubic
ssl_resnet50,79.226,20.774,94.836,5.164,25.56,224,0.875,bilinear
dpn68b,79.220,20.780,94.418,5.582,12.61,224,0.875,bicubic
resnet33ts,79.210,20.790,94.572,5.428,19.68,256,0.900,bicubic
regnetx_080,79.202,20.798,94.554,5.446,39.57,224,0.875,bicubic
res2net101_26w_4s,79.196,20.804,94.436,5.564,45.21,224,0.875,bilinear
fbnetv3_b,79.148,20.852,94.746,5.254,8.60,256,0.950,bilinear
halonet26t,79.116,20.884,94.310,5.690,12.48,256,0.950,bicubic
lambda_resnet26t,79.098,20.902,94.588,5.412,10.96,256,0.940,bicubic
coat_lite_mini,79.096,20.904,94.604,5.396,11.01,224,0.900,bicubic
gluon_resnet50_v1d,79.076,20.924,94.472,5.528,25.58,224,0.875,bicubic
legacy_seresnext50_32x4d,79.068,20.932,94.434,5.566,27.56,224,0.875,bilinear
regnetx_064,79.066,20.934,94.458,5.542,26.21,224,0.875,bicubic
xception,79.050,20.950,94.392,5.608,22.86,299,0.897,bicubic
resnet32ts,79.012,20.988,94.358,5.642,17.96,256,0.900,bicubic
res2net50_26w_8s,78.980,21.020,94.294,5.706,48.40,224,0.875,bilinear
mixnet_l,78.976,21.024,94.178,5.822,7.33,224,0.875,bicubic
lambda_resnet26rpt_256,78.968,21.032,94.428,5.572,10.99,256,0.940,bicubic
hrnet_w40,78.916,21.084,94.474,5.526,57.56,224,0.875,bilinear
hrnet_w44,78.900,21.100,94.374,5.626,67.06,224,0.875,bilinear
wide_resnet101_2,78.854,21.146,94.290,5.710,126.89,224,0.875,bilinear
tf_efficientnet_b1,78.828,21.172,94.198,5.802,7.79,240,0.882,bicubic
gluon_inception_v3,78.804,21.196,94.370,5.630,23.83,299,0.875,bicubic
efficientnet_b1,78.796,21.204,94.342,5.658,7.79,256,1.000,bicubic
repvgg_b2,78.792,21.208,94.418,5.582,89.02,224,0.875,bilinear
tf_mixnet_l,78.774,21.226,93.996,6.004,7.33,224,0.875,bicubic
gluon_resnet50_v1s,78.712,21.288,94.240,5.760,25.68,224,0.875,bicubic
dla169,78.692,21.308,94.340,5.660,53.39,224,0.875,bilinear
tf_efficientnet_b0_ns,78.658,21.342,94.378,5.622,5.29,224,0.875,bicubic
legacy_seresnet152,78.652,21.348,94.370,5.630,66.82,224,0.875,bilinear
xcit_tiny_12_p16_224_dist,78.576,21.424,94.196,5.804,6.72,224,1.000,bicubic
res2net50_26w_6s,78.566,21.434,94.134,5.866,37.05,224,0.875,bilinear
dla102x,78.516,21.484,94.226,5.774,26.31,224,0.875,bilinear
xception41,78.510,21.490,94.278,5.722,26.97,299,0.903,bicubic
levit_128,78.492,21.508,94.006,5.994,9.21,224,0.900,bicubic
regnetx_040,78.482,21.518,94.244,5.756,22.12,224,0.875,bicubic
resnest26d,78.476,21.524,94.292,5.708,17.07,224,0.875,bilinear
dla60_res2net,78.462,21.538,94.206,5.794,20.85,224,0.875,bilinear
hrnet_w32,78.448,21.552,94.194,5.806,41.23,224,0.875,bilinear
dla60_res2next,78.440,21.560,94.150,5.850,17.03,224,0.875,bilinear
vit_tiny_patch16_384,78.434,21.566,94.542,5.458,5.79,384,1.000,bicubic
coat_tiny,78.430,21.570,94.040,5.960,5.50,224,0.900,bicubic
selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic
legacy_seresnet101,78.388,21.612,94.264,5.736,49.33,224,0.875,bilinear
cait_xxs24_224,78.384,21.616,94.310,5.690,11.96,224,1.000,bicubic
repvgg_b1,78.368,21.632,94.096,5.904,57.42,224,0.875,bilinear
tf_efficientnetv2_b0,78.360,21.640,94.020,5.980,7.14,224,0.875,bicubic
tv_resnet152,78.316,21.684,94.034,5.966,60.19,224,0.875,bilinear
mobilevit_s,78.312,21.688,94.152,5.848,5.58,256,0.900,bicubic
res2next50,78.252,21.748,93.886,6.114,24.67,224,0.875,bilinear
bat_resnext26ts,78.250,21.750,94.098,5.902,10.73,256,0.900,bicubic
dla60x,78.244,21.756,94.018,5.982,17.35,224,0.875,bilinear
efficientnet_b1_pruned,78.240,21.760,93.834,6.166,6.33,240,0.882,bicubic
hrnet_w30,78.198,21.802,94.224,5.776,37.71,224,0.875,bilinear
pit_xs_224,78.186,21.814,94.164,5.836,10.62,224,0.900,bicubic
regnetx_032,78.172,21.828,94.088,5.912,15.30,224,0.875,bicubic
res2net50_14w_8s,78.144,21.856,93.848,6.152,25.06,224,0.875,bilinear
tf_efficientnet_em,78.132,21.868,94.044,5.956,6.90,240,0.882,bicubic
hardcorenas_f,78.098,21.902,93.802,6.198,8.20,224,0.875,bilinear
efficientnet_es,78.056,21.944,93.936,6.064,5.44,224,0.875,bicubic
gmixer_24_224,78.036,21.964,93.670,6.330,24.72,224,0.875,bicubic
dla102,78.030,21.970,93.948,6.052,33.27,224,0.875,bilinear
gluon_resnet50_v1c,78.012,21.988,93.990,6.010,25.58,224,0.875,bicubic
seresnext26t_32x4d,77.976,22.024,93.746,6.254,16.81,224,0.875,bicubic
selecsls60,77.976,22.024,93.830,6.170,30.67,224,0.875,bicubic
res2net50_26w_4s,77.960,22.040,93.852,6.148,25.70,224,0.875,bilinear
resmlp_12_distilled_224,77.942,22.058,93.558,6.442,15.35,224,0.875,bicubic
mobilenetv3_large_100_miil,77.916,22.084,92.906,7.094,5.48,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,77.906,22.094,93.656,6.344,24.01,224,0.875,bicubic
resnet26t,77.862,22.138,93.844,6.156,16.01,256,0.940,bicubic
regnety_016,77.860,22.140,93.722,6.278,11.20,224,0.875,bicubic
rexnet_100,77.858,22.142,93.870,6.130,4.80,224,0.875,bicubic
tf_inception_v3,77.856,22.144,93.640,6.360,23.83,299,0.875,bicubic
seresnext26ts,77.852,22.148,93.790,6.210,10.39,256,0.900,bicubic
gcresnext26ts,77.820,22.180,93.830,6.170,10.48,256,0.900,bicubic
xcit_nano_12_p8_384_dist,77.818,22.182,94.044,5.956,3.05,384,1.000,bicubic
hardcorenas_e,77.794,22.206,93.696,6.304,8.07,224,0.875,bilinear
efficientnet_b0,77.690,22.310,93.530,6.470,5.29,224,0.875,bicubic
tinynet_a,77.650,22.350,93.536,6.464,6.19,192,0.875,bicubic
legacy_seresnet50,77.630,22.370,93.750,6.250,28.09,224,0.875,bilinear
tv_resnext50_32x4d,77.616,22.384,93.700,6.300,25.03,224,0.875,bilinear
seresnext26d_32x4d,77.604,22.396,93.608,6.392,16.81,224,0.875,bicubic
repvgg_b1g4,77.586,22.414,93.830,6.170,39.97,224,0.875,bilinear
adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic
gluon_resnet50_v1b,77.580,22.420,93.722,6.278,25.56,224,0.875,bicubic
res2net50_48w_2s,77.520,22.480,93.552,6.448,25.29,224,0.875,bilinear
coat_lite_tiny,77.514,22.486,93.916,6.084,5.72,224,0.900,bicubic
tf_efficientnet_lite2,77.468,22.532,93.756,6.244,6.09,260,0.890,bicubic
eca_resnext26ts,77.454,22.546,93.566,6.434,10.30,256,0.900,bicubic
inception_v3,77.438,22.562,93.474,6.526,23.83,299,0.875,bicubic
hardcorenas_d,77.430,22.570,93.482,6.518,7.50,224,0.875,bilinear
tv_resnet101,77.378,22.622,93.542,6.458,44.55,224,0.875,bilinear
densenet161,77.354,22.646,93.636,6.364,28.68,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,77.302,22.698,93.334,6.666,13.31,224,0.875,bicubic
mobilenetv2_120d,77.294,22.706,93.496,6.504,5.83,224,0.875,bicubic
densenet201,77.290,22.710,93.478,6.522,20.01,224,0.875,bicubic
mixnet_m,77.264,22.736,93.424,6.576,5.01,224,0.875,bicubic
poolformer_s12,77.236,22.764,93.504,6.496,11.92,224,0.900,bicubic
selecsls42b,77.174,22.826,93.392,6.608,32.46,224,0.875,bicubic
xcit_tiny_12_p16_224,77.126,22.874,93.716,6.284,6.72,224,1.000,bicubic
resnet34d,77.114,22.886,93.380,6.620,21.82,224,0.875,bicubic
legacy_seresnext26_32x4d,77.106,22.894,93.318,6.682,16.79,224,0.875,bicubic
tf_efficientnet_b0_ap,77.094,22.906,93.256,6.744,5.29,224,0.875,bicubic
hardcorenas_c,77.050,22.950,93.158,6.842,5.52,224,0.875,bilinear
dla60,77.030,22.970,93.320,6.680,22.04,224,0.875,bilinear
crossvit_9_dagger_240,76.982,23.018,93.610,6.390,8.78,240,0.875,bicubic
regnetx_016,76.950,23.050,93.422,6.578,9.19,224,0.875,bicubic
convmixer_1024_20_ks9_p14,76.942,23.058,93.356,6.644,24.38,224,0.960,bicubic
tf_mixnet_m,76.942,23.058,93.154,6.846,5.01,224,0.875,bicubic
gernet_s,76.908,23.092,93.132,6.868,8.17,224,0.875,bilinear
skresnet34,76.904,23.096,93.320,6.680,22.28,224,0.875,bicubic
tf_efficientnet_b0,76.844,23.156,93.228,6.772,5.29,224,0.875,bicubic
ese_vovnet19b_dw,76.802,23.198,93.272,6.728,6.54,224,0.875,bicubic
resnext26ts,76.780,23.220,93.128,6.872,10.30,256,0.900,bicubic
hrnet_w18,76.754,23.246,93.440,6.560,21.30,224,0.875,bilinear
resnet26d,76.704,23.296,93.150,6.850,16.01,224,0.875,bicubic
resmlp_12_224,76.656,23.344,93.180,6.820,15.35,224,0.875,bicubic
tf_efficientnet_lite1,76.640,23.360,93.220,6.780,5.42,240,0.882,bicubic
mixer_b16_224,76.612,23.388,92.228,7.772,59.88,224,0.875,bicubic
tf_efficientnet_es,76.596,23.404,93.204,6.796,5.44,224,0.875,bicubic
densenetblur121d,76.584,23.416,93.192,6.808,8.00,224,0.875,bicubic
hardcorenas_b,76.536,23.464,92.754,7.246,5.18,224,0.875,bilinear
mobilenetv2_140,76.522,23.478,92.996,7.004,6.11,224,0.875,bicubic
levit_128s,76.520,23.480,92.872,7.128,7.78,224,0.900,bicubic
repvgg_a2,76.458,23.542,93.010,6.990,28.21,224,0.875,bilinear
xcit_nano_12_p8_224_dist,76.320,23.680,93.088,6.912,3.05,224,1.000,bicubic
regnety_008,76.310,23.690,93.070,6.930,6.26,224,0.875,bicubic
dpn68,76.306,23.694,92.974,7.026,12.61,224,0.875,bicubic
tv_resnet50,76.134,23.866,92.868,7.132,25.56,224,0.875,bilinear
mixnet_s,75.992,24.008,92.798,7.202,4.13,224,0.875,bicubic
vit_small_patch32_224,75.986,24.014,93.270,6.730,22.88,224,0.900,bicubic
vit_tiny_r_s16_p8_384,75.954,24.046,93.264,6.736,6.36,384,1.000,bicubic
hardcorenas_a,75.920,24.080,92.520,7.480,5.26,224,0.875,bilinear
densenet169,75.898,24.102,93.030,6.970,14.15,224,0.875,bicubic
mobilenetv3_large_100,75.766,24.234,92.544,7.456,5.48,224,0.875,bicubic
tf_mixnet_s,75.650,24.350,92.628,7.372,4.13,224,0.875,bicubic
mobilenetv3_rw,75.632,24.368,92.708,7.292,5.48,224,0.875,bicubic
densenet121,75.584,24.416,92.652,7.348,7.98,224,0.875,bicubic
tf_mobilenetv3_large_100,75.518,24.482,92.604,7.396,5.48,224,0.875,bilinear
resnest14d,75.504,24.496,92.520,7.480,10.61,224,0.875,bilinear
efficientnet_lite0,75.476,24.524,92.512,7.488,4.65,224,0.875,bicubic
vit_tiny_patch16_224,75.462,24.538,92.844,7.156,5.72,224,0.900,bicubic
xcit_nano_12_p16_384_dist,75.456,24.544,92.690,7.310,3.05,384,1.000,bicubic
semnasnet_100,75.450,24.550,92.600,7.400,3.89,224,0.875,bicubic
resnet26,75.300,24.700,92.578,7.422,16.00,224,0.875,bicubic
regnety_006,75.250,24.750,92.534,7.466,6.06,224,0.875,bicubic
repvgg_b0,75.160,24.840,92.418,7.582,15.82,224,0.875,bilinear
fbnetc_100,75.130,24.870,92.386,7.614,5.57,224,0.875,bilinear
hrnet_w18_small_v2,75.118,24.882,92.416,7.584,15.60,224,0.875,bilinear
resnet34,75.114,24.886,92.284,7.716,21.80,224,0.875,bilinear
mobilenetv2_110d,75.038,24.962,92.184,7.816,4.52,224,0.875,bicubic
regnetx_008,75.034,24.966,92.340,7.660,7.26,224,0.875,bicubic
efficientnet_es_pruned,74.996,25.004,92.440,7.560,5.44,224,0.875,bicubic
tinynet_b,74.976,25.024,92.184,7.816,3.73,188,0.875,bicubic
tf_efficientnet_lite0,74.832,25.168,92.174,7.826,4.65,224,0.875,bicubic
legacy_seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear
tv_densenet121,74.744,25.256,92.152,7.848,7.98,224,0.875,bicubic
mnasnet_100,74.658,25.342,92.112,7.888,4.38,224,0.875,bicubic
mobilevit_xs,74.644,25.356,92.356,7.644,2.32,256,0.900,bicubic
dla34,74.620,25.380,92.072,7.928,15.74,224,0.875,bilinear
gluon_resnet34_v1b,74.588,25.412,91.988,8.012,21.80,224,0.875,bicubic
pit_ti_distilled_224,74.532,25.468,92.096,7.904,5.10,224,0.900,bicubic
deit_tiny_distilled_patch16_224,74.512,25.488,91.886,8.114,5.91,224,0.900,bicubic
vgg19_bn,74.214,25.786,91.848,8.152,143.68,224,0.875,bilinear
spnasnet_100,74.084,25.916,91.820,8.180,4.42,224,0.875,bilinear
regnety_004,74.024,25.976,91.754,8.246,4.34,224,0.875,bicubic
ghostnet_100,73.974,26.026,91.460,8.540,5.18,224,0.875,bilinear
crossvit_9_240,73.960,26.040,91.968,8.032,8.55,240,0.875,bicubic
xcit_nano_12_p8_224,73.910,26.090,92.168,7.832,3.05,224,1.000,bicubic
regnetx_006,73.860,26.140,91.672,8.328,6.20,224,0.875,bicubic
vit_base_patch32_224_sam,73.694,26.306,91.010,8.990,88.22,224,0.900,bicubic
tf_mobilenetv3_large_075,73.436,26.564,91.344,8.656,3.99,224,0.875,bilinear
vgg16_bn,73.350,26.650,91.504,8.496,138.37,224,0.875,bilinear
crossvit_tiny_240,73.332,26.668,91.914,8.086,7.01,240,0.875,bicubic
tv_resnet34,73.306,26.694,91.424,8.576,21.80,224,0.875,bilinear
swsl_resnet18,73.276,26.724,91.736,8.264,11.69,224,0.875,bilinear
convit_tiny,73.114,26.886,91.714,8.286,5.71,224,0.875,bicubic
skresnet18,73.036,26.964,91.168,8.832,11.96,224,0.875,bicubic
semnasnet_075,72.972,27.028,91.136,8.864,2.91,224,0.875,bicubic
mobilenetv2_100,72.970,27.030,91.020,8.980,3.50,224,0.875,bicubic
pit_ti_224,72.912,27.088,91.406,8.594,4.85,224,0.900,bicubic
ssl_resnet18,72.608,27.392,91.424,8.576,11.69,224,0.875,bilinear
regnetx_004,72.392,27.608,90.832,9.168,5.16,224,0.875,bicubic
vgg19,72.366,27.634,90.870,9.130,143.67,224,0.875,bilinear
hrnet_w18_small,72.338,27.662,90.680,9.320,13.19,224,0.875,bilinear
xcit_nano_12_p16_224_dist,72.302,27.698,90.858,9.142,3.05,224,1.000,bicubic
resnet18d,72.250,27.750,90.688,9.312,11.71,224,0.875,bicubic
tf_mobilenetv3_large_minimal_100,72.250,27.750,90.630,9.370,3.92,224,0.875,bilinear
deit_tiny_patch16_224,72.172,27.828,91.114,8.886,5.72,224,0.900,bicubic
lcnet_100,72.104,27.896,90.376,9.624,2.95,224,0.875,bicubic
mixer_l16_224,72.054,27.946,87.662,12.338,208.20,224,0.875,bicubic
vit_tiny_r_s16_p8_224,71.792,28.208,90.822,9.178,6.34,224,0.900,bicubic
legacy_seresnet18,71.742,28.258,90.332,9.668,11.78,224,0.875,bicubic
vgg13_bn,71.594,28.406,90.376,9.624,133.05,224,0.875,bilinear
vgg16,71.590,28.410,90.382,9.618,138.36,224,0.875,bilinear
tinynet_c,71.228,28.772,89.750,10.250,2.46,184,0.875,bicubic
gluon_resnet18_v1b,70.834,29.166,89.762,10.238,11.69,224,0.875,bicubic
vgg11_bn,70.360,29.640,89.802,10.198,132.87,224,0.875,bilinear
regnety_002,70.254,29.746,89.532,10.468,3.16,224,0.875,bicubic
xcit_nano_12_p16_224,69.954,30.046,89.754,10.246,3.05,224,1.000,bicubic
vgg13,69.926,30.074,89.246,10.754,133.05,224,0.875,bilinear
resnet18,69.744,30.256,89.082,10.918,11.69,224,0.875,bilinear
vgg11,69.028,30.972,88.626,11.374,132.86,224,0.875,bilinear
mobilevit_xxs,68.920,31.080,88.944,11.056,1.27,256,0.900,bicubic
lcnet_075,68.816,31.184,88.370,11.630,2.36,224,0.875,bicubic
regnetx_002,68.756,31.244,88.556,11.444,2.68,224,0.875,bicubic
tf_mobilenetv3_small_100,67.924,32.076,87.664,12.336,2.54,224,0.875,bilinear
dla60x_c,67.892,32.108,88.426,11.574,1.32,224,0.875,bilinear
mobilenetv3_small_100,67.656,32.344,87.634,12.366,2.54,224,0.875,bicubic
tinynet_d,66.958,33.042,87.064,12.936,2.34,152,0.875,bicubic
mnasnet_small,66.206,33.794,86.508,13.492,2.03,224,0.875,bicubic
dla46x_c,65.970,34.030,86.980,13.020,1.07,224,0.875,bilinear
mobilenetv2_050,65.942,34.058,86.082,13.918,1.97,224,0.875,bicubic
tf_mobilenetv3_small_075,65.714,34.286,86.134,13.866,2.04,224,0.875,bilinear
mobilenetv3_small_075,65.242,34.758,85.438,14.562,2.04,224,0.875,bicubic
dla46_c,64.866,35.134,86.294,13.706,1.30,224,0.875,bilinear
lcnet_050,63.100,36.900,84.382,15.618,1.88,224,0.875,bicubic
tf_mobilenetv3_small_minimal_100,62.908,37.092,84.234,15.766,2.04,224,0.875,bilinear
tinynet_e,59.856,40.144,81.764,18.236,2.04,106,0.875,bicubic
mobilenetv3_small_050,57.890,42.110,80.194,19.806,1.59,224,0.875,bicubic