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

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
beit_large_patch16_512,90.695,9.305,98.770,1.230,305.67,512,1.000,bicubic,+2.111,+0.110,0
beit_large_patch16_384,90.601,9.399,98.777,1.223,305.00,384,1.000,bicubic,+2.219,+0.169,0
tf_efficientnet_l2_ns,90.572,9.428,98.779,1.221,480.31,800,0.960,bicubic,+2.226,+0.125,0
tf_efficientnet_l2_ns_475,90.527,9.473,98.706,1.294,480.31,475,0.936,bicubic,+2.289,+0.156,0
beit_base_patch16_384,90.388,9.612,98.730,1.270,86.74,384,1.000,bicubic,+3.580,+0.590,+4
vit_large_patch16_384,90.202,9.798,98.655,1.345,304.72,384,1.000,bicubic,+3.110,+0.349,+1
cait_m48_448,90.194,9.806,98.484,1.516,356.46,448,1.000,bicubic,+3.700,+0.734,+3
beit_large_patch16_224,90.157,9.843,98.730,1.270,304.43,224,0.900,bicubic,+2.681,+0.412,-3
tf_efficientnet_b7_ns,90.134,9.866,98.617,1.383,66.35,600,0.949,bicubic,+3.304,+0.533,-1
swin_large_patch4_window12_384,90.066,9.934,98.668,1.332,196.74,384,1.000,bicubic,+2.916,+0.430,-4
swin_base_patch4_window12_384,90.063,9.937,98.713,1.287,87.90,384,1.000,bicubic,+3.627,+0.647,+1
cait_m36_384,90.046,9.954,98.497,1.503,271.22,384,1.000,bicubic,+3.990,+0.767,+7
dm_nfnet_f6,90.025,9.975,98.542,1.458,438.36,576,0.956,bicubic,+3.895,+0.802,+4
tf_efficientnetv2_l_in21ft1k,89.999,10.001,98.621,1.379,118.52,480,1.000,bicubic,+3.707,+0.637,+1
vit_base_patch16_384,89.965,10.035,98.680,1.319,86.86,384,1.000,bicubic,+3.965,+0.674,+5
xcit_large_24_p8_384_dist,89.893,10.107,98.373,1.627,188.93,384,1.000,bicubic,+3.897,+0.685,+5
cait_s36_384,89.837,10.163,98.427,1.573,68.37,384,1.000,bicubic,+4.383,+0.945,+14
xcit_medium_24_p8_384_dist,89.805,10.195,98.358,1.642,84.32,384,1.000,bicubic,+3.985,+0.764,+5
swin_large_patch4_window7_224,89.796,10.204,98.646,1.354,196.53,224,0.900,bicubic,+3.480,+0.756,-5
vit_large_r50_s32_384,89.790,10.210,98.516,1.484,329.09,384,1.000,bicubic,+3.610,+0.592,-4
tf_efficientnetv2_m_in21ft1k,89.777,10.223,98.501,1.499,54.14,480,1.000,bicubic,+4.179,+0.749,+6
tf_efficientnet_b6_ns,89.760,10.240,98.505,1.494,43.04,528,0.942,bicubic,+3.314,+0.625,-11
xcit_small_24_p8_384_dist,89.737,10.263,98.427,1.573,47.63,384,1.000,bicubic,+4.171,+0.851,+5
xcit_large_24_p16_384_dist,89.660,10.340,98.405,1.595,189.10,384,1.000,bicubic,+3.890,+0.871,+1
tf_efficientnet_b5_ns,89.658,10.342,98.488,1.512,30.39,456,0.934,bicubic,+3.582,+0.736,-7
tf_efficientnet_b8_ap,89.589,10.411,98.298,1.702,87.41,672,0.954,bicubic,+4.215,+1.000,+10
tf_efficientnetv2_xl_in21ft1k,89.566,10.434,98.185,1.815,208.12,512,1.000,bicubic,+3.162,+0.317,-14
dm_nfnet_f4,89.538,10.462,98.294,1.706,316.07,512,0.951,bicubic,+3.838,+0.780,-2
xcit_small_12_p8_384_dist,89.525,10.475,98.296,1.704,26.21,384,1.000,bicubic,+4.443,+1.026,+15
xcit_large_24_p8_224_dist,89.519,10.481,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.808,+5
cait_s24_384,89.500,10.500,98.362,1.638,47.06,384,1.000,bicubic,+4.456,+1.012,+17
dm_nfnet_f3,89.478,10.522,98.392,1.608,254.92,416,0.940,bicubic,+3.946,+0.934,-3
xcit_medium_24_p16_384_dist,89.476,10.524,98.296,1.704,84.40,384,1.000,bicubic,+4.050,+0.888,0
dm_nfnet_f5,89.451,10.549,98.309,1.691,377.21,544,0.954,bicubic,+3.645,+0.827,-10
beit_base_patch16_224,89.438,10.562,98.520,1.480,86.53,224,0.900,bicubic,+4.198,+0.866,+4
deit_base_distilled_patch16_384,89.431,10.569,98.444,1.556,87.63,384,1.000,bicubic,+4.009,+1.112,-2
tf_efficientnet_b7_ap,89.419,10.581,98.341,1.659,66.35,600,0.949,bicubic,+4.299,+1.091,+4
tf_efficientnetv2_l,89.361,10.639,98.273,1.727,118.52,480,1.000,bicubic,+3.859,+0.903,-8
tf_efficientnet_b6_ap,89.338,10.662,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+18
tf_efficientnet_b8,89.338,10.662,98.305,1.695,87.41,672,0.954,bicubic,+3.988,+0.913,-3
tf_efficientnet_b4_ns,89.323,10.678,98.352,1.648,19.34,380,0.922,bicubic,+4.173,+0.882,-1
vit_large_patch16_224,89.308,10.692,98.397,1.603,304.33,224,0.900,bicubic,+3.470,+0.571,-20
xcit_small_24_p16_384_dist,89.305,10.694,98.332,1.667,47.67,384,1.000,bicubic,+4.201,+1.016,-1
xcit_medium_24_p8_224_dist,89.286,10.714,98.194,1.806,84.32,224,1.000,bicubic,+4.218,+0.918,+1
tf_efficientnetv2_m,89.284,10.716,98.241,1.759,54.14,480,1.000,bicubic,+4.238,+0.957,+2
xcit_small_24_p8_224_dist,89.207,10.793,98.249,1.751,47.63,224,1.000,bicubic,+4.331,+1.051,+9
xcit_small_12_p16_384_dist,89.203,10.797,98.219,1.781,26.25,384,1.000,bicubic,+4.489,+1.103,+12
swin_base_patch4_window7_224,89.190,10.810,98.424,1.576,87.77,224,0.900,bicubic,+3.922,+0.866,-10
eca_nfnet_l2,89.158,10.842,98.313,1.687,56.72,384,1.000,bicubic,+4.438,+1.055,+9
cait_xs24_384,89.143,10.857,98.290,1.710,26.67,384,1.000,bicubic,+5.089,+1.404,+32
ig_resnext101_32x32d,89.109,10.891,98.185,1.815,468.53,224,0.875,bilinear,+4.015,+0.747,-8
ig_resnext101_32x48d,89.107,10.893,98.127,1.873,828.41,224,0.875,bilinear,+3.677,+0.545,-20
tf_efficientnet_b7,89.086,10.914,98.181,1.819,66.35,600,0.949,bicubic,+4.150,+0.975,0
ecaresnet269d,89.075,10.925,98.236,1.764,102.09,352,1.000,bicubic,+4.089,+1.008,-4
xcit_large_24_p16_224_dist,89.045,10.955,98.066,1.934,189.10,224,1.000,bicubic,+4.115,+0.936,-1
resmlp_big_24_224_in22ft1k,89.019,10.981,98.215,1.785,129.14,224,0.875,bicubic,+4.595,+1.099,+12
xcit_small_12_p8_224_dist,89.007,10.993,98.078,1.922,26.21,224,1.000,bicubic,+4.767,+1.206,+19
efficientnetv2_rw_m,88.994,11.006,98.211,1.789,53.24,416,1.000,bicubic,+4.172,+1.065,-2
dm_nfnet_f2,88.985,11.015,98.187,1.813,193.78,352,0.920,bicubic,+3.939,+0.949,-13
tf_efficientnet_b5_ap,88.936,11.064,98.168,1.832,30.39,456,0.934,bicubic,+4.678,+1.192,+15
dm_nfnet_f1,88.915,11.085,98.115,1.885,132.63,320,0.910,bicubic,+4.291,+1.019,0
tf_efficientnetv2_s_in21ft1k,88.889,11.111,98.275,1.725,21.46,384,1.000,bicubic,+4.593,+1.019,+9
vit_base_patch16_224,88.857,11.143,98.232,1.768,86.57,224,0.900,bicubic,+4.317,+0.926,-1
resnetrs270,88.836,11.164,98.140,1.860,129.86,352,1.000,bicubic,+4.396,+0.986,+2
resnetrs420,88.832,11.168,98.021,1.979,191.89,416,1.000,bicubic,+3.824,+0.895,-16
vit_small_r26_s32_384,88.814,11.186,98.335,1.665,36.47,384,1.000,bicubic,+4.764,+1.013,+17
xcit_medium_24_p16_224_dist,88.806,11.194,98.038,1.962,84.40,224,1.000,bicubic,+4.528,+1.096,+5
ig_resnext101_32x16d,88.804,11.196,98.049,1.951,194.03,224,0.875,bilinear,+4.638,+0.853,+10
seresnet152d,88.804,11.196,98.174,1.825,66.84,320,1.000,bicubic,+4.442,+1.132,+1
vit_base_r50_s16_384,88.804,11.196,98.241,1.759,98.95,384,1.000,bicubic,+3.820,+0.943,-19
xcit_tiny_24_p8_384_dist,88.784,11.216,98.160,1.840,12.11,384,1.000,bicubic,+5.020,+1.456,+27
resnetrs350,88.757,11.243,98.038,1.962,163.96,384,1.000,bicubic,+4.045,+1.048,-12
swsl_resnext101_32x8d,88.757,11.243,98.140,1.860,88.79,224,0.875,bilinear,+4.483,+0.966,+1
tf_efficientnet_b6,88.757,11.243,98.066,1.934,43.04,528,0.942,bicubic,+4.645,+1.178,+6
vit_base_patch16_224_miil,88.748,11.252,98.029,1.971,86.54,224,0.875,bilinear,+4.472,+1.231,-2
resnetv2_152x2_bitm,88.708,11.292,98.303,1.697,236.34,448,1.000,bilinear,+4.256,+0.867,-12
regnety_160,88.697,11.303,98.066,1.934,83.59,288,1.000,bicubic,+4.995,+1.284,+24
pit_b_distilled_224,88.678,11.322,98.096,1.905,74.79,224,0.900,bicubic,+4.520,+1.238,+1
regnetz_d,88.652,11.348,98.087,1.913,27.58,320,0.950,bicubic,+4.618,+1.217,+6
eca_nfnet_l1,88.633,11.367,98.132,1.868,41.41,320,1.000,bicubic,+4.601,+1.100,+6
vit_small_patch16_384,88.624,11.376,98.239,1.761,22.20,384,1.000,bicubic,+4.830,+1.131,+16
resnetrs200,88.597,11.403,98.038,1.962,93.21,320,1.000,bicubic,+4.539,+1.164,-1
resnetv2_152x4_bitm,88.552,11.448,98.189,1.810,936.53,480,1.000,bilinear,+3.614,+0.731,-31
xcit_small_24_p16_224_dist,88.535,11.465,98.002,1.998,47.67,224,1.000,bicubic,+4.661,+1.274,+6
resnet200d,88.533,11.467,97.957,2.043,64.69,320,1.000,bicubic,+4.563,+1.139,+3
resnest269e,88.526,11.474,98.021,1.979,110.93,416,0.928,bicubic,+4.002,+1.035,-23
efficientnetv2_rw_s,88.484,11.517,97.976,2.024,23.94,384,1.000,bicubic,+4.654,+1.254,+7
crossvit_18_dagger_408,88.477,11.523,97.895,2.105,44.61,408,1.000,bicubic,+4.293,+1.073,-11
cait_s24_224,88.451,11.549,97.950,2.050,46.92,224,1.000,bicubic,+4.989,+1.384,+17
resmlp_big_24_distilled_224,88.447,11.553,97.940,2.060,129.14,224,0.875,bicubic,+4.851,+1.284,+14
tf_efficientnet_b3_ns,88.441,11.559,98.031,1.968,12.23,300,0.904,bicubic,+4.399,+1.123,-7
resnetv2_101x3_bitm,88.430,11.570,98.153,1.847,387.93,448,1.000,bilinear,+4.000,+0.781,-25
resnest200e,88.424,11.576,98.049,1.951,70.20,320,0.909,bicubic,+4.576,+1.159,-2
vit_large_r50_s32_224,88.424,11.576,98.072,1.928,328.99,224,0.900,bicubic,+3.984,+1.102,-29
resnetv2_50x3_bitm,88.415,11.585,98.183,1.817,217.32,448,1.000,bilinear,+4.431,+1.053,-8
tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.498,+1.229,-7
efficientnet_b4,88.366,11.634,97.957,2.043,19.34,384,1.000,bicubic,+4.936,+1.363,+10
tf_efficientnet_b4_ap,88.351,11.649,97.891,2.109,19.34,380,0.922,bicubic,+5.093,+1.495,+16
resnet152d,88.347,11.653,97.929,2.071,60.21,320,1.000,bicubic,+4.683,+1.195,+4
tf_efficientnet_b5,88.315,11.685,97.914,2.086,30.39,456,0.934,bicubic,+4.505,+1.166,-4
crossvit_15_dagger_408,88.298,11.702,97.874,2.127,28.50,408,1.000,bicubic,+4.472,+1.088,-6
xcit_small_12_p16_224_dist,88.251,11.749,97.856,2.144,26.25,224,1.000,bicubic,+4.901,+1.434,+9
resnetrs152,88.246,11.754,97.733,2.267,86.62,320,1.000,bicubic,+4.536,+1.123,-3
deit_base_distilled_patch16_224,88.217,11.783,97.920,2.080,87.34,224,0.900,bicubic,+4.829,+1.430,+4
ig_resnext101_32x8d,88.161,11.839,97.856,2.144,88.79,224,0.875,bilinear,+5.451,+1.216,+28
xcit_large_24_p8_224,88.161,11.839,97.387,2.613,188.93,224,1.000,bicubic,+3.779,+0.731,-37
xcit_tiny_24_p16_384_dist,88.161,11.839,97.950,2.050,12.12,384,1.000,bicubic,+5.593,+1.656,+33
cait_xxs36_384,88.142,11.858,97.914,2.086,17.37,384,1.000,bicubic,+5.952,+1.754,+53
resnetv2_152x2_bit_teacher_384,88.142,11.858,98.044,1.956,236.34,384,1.000,bicubic,+4.298,+0.926,-16
dm_nfnet_f0,88.135,11.865,97.850,2.150,71.49,256,0.900,bicubic,+4.751,+1.270,-1
xcit_tiny_12_p8_384_dist,88.093,11.907,97.923,2.077,6.71,384,1.000,bicubic,+5.701,+1.705,+36
swsl_resnext101_32x4d,88.086,11.914,97.974,2.026,44.18,224,0.875,bilinear,+4.860,+1.644,+3
xcit_tiny_24_p8_224_dist,88.048,11.952,97.818,2.182,12.11,224,1.000,bicubic,+5.472,+1.638,+26
nfnet_l0,87.980,12.020,97.865,2.135,35.07,288,1.000,bicubic,+5.228,+1.349,+16
xcit_small_24_p8_224,87.975,12.025,97.575,2.425,47.63,224,1.000,bicubic,+4.129,+0.943,-23
eca_nfnet_l0,87.973,12.027,97.874,2.127,24.14,288,1.000,bicubic,+5.381,+1.388,+20
tf_efficientnet_b4,87.963,12.037,97.737,2.263,19.34,380,0.922,bicubic,+4.933,+1.439,+6
resnet101d,87.945,12.055,97.903,2.097,44.57,320,1.000,bicubic,+4.921,+1.447,+6
regnety_032,87.926,12.074,97.888,2.112,19.44,288,1.000,bicubic,+5.204,+1.456,+12
twins_svt_large,87.907,12.093,97.581,2.419,99.27,224,0.900,bicubic,+4.223,+0.971,-18
vit_base_patch32_384,87.898,12.101,98.021,1.979,88.30,384,1.000,bicubic,+4.552,+1.177,-9
twins_pcpvt_large,87.879,12.121,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.251,-5
regnetz_c,87.854,12.146,97.816,2.184,13.46,320,0.940,bicubic,+5.338,+1.456,+19
deit_base_patch16_384,87.852,12.149,97.510,2.490,86.86,384,1.000,bicubic,+4.746,+1.134,-4
xcit_small_12_p8_224,87.832,12.168,97.564,2.436,26.21,224,1.000,bicubic,+4.486,+1.088,-12
resnetv2_50x1_bit_distilled,87.802,12.198,97.901,2.099,25.55,224,0.875,bicubic,+4.980,+1.377,+2
tresnet_xl_448,87.792,12.208,97.466,2.534,78.44,448,0.875,bilinear,+4.736,+1.282,-5
tresnet_m,87.734,12.266,97.530,2.470,31.39,224,0.875,bilinear,+4.658,+1.404,-7
twins_pcpvt_base,87.728,12.272,97.728,2.272,43.83,224,0.900,bicubic,+5.016,+1.380,+3
gc_efficientnetv2_rw_t,87.717,12.283,97.805,2.195,13.68,288,1.000,bicubic,+5.239,+1.509,+14
swin_small_patch4_window7_224,87.678,12.322,97.570,2.430,49.61,224,0.900,bicubic,+4.452,+0.802,-15
resnetv2_101x1_bitm,87.670,12.330,97.942,2.058,44.54,448,1.000,bilinear,+5.340,+1.414,+20
pnasnet5large,87.657,12.343,97.487,2.513,86.06,331,0.911,bicubic,+4.859,+1.453,-4
efficientnetv2_rw_t,87.653,12.347,97.681,2.319,13.65,288,1.000,bicubic,+5.315,+1.487,+17
twins_svt_base,87.629,12.371,97.523,2.477,56.07,224,0.900,bicubic,+4.505,+1.095,-17
xcit_medium_24_p8_224,87.619,12.381,97.192,2.808,84.32,224,1.000,bicubic,+3.883,+0.806,-37
jx_nest_base,87.602,12.398,97.513,2.487,67.72,224,0.875,bicubic,+4.048,+1.149,-32
swsl_resnext101_32x16d,87.595,12.405,97.818,2.182,194.03,224,0.875,bilinear,+4.241,+0.982,-28
swsl_resnext50_32x4d,87.593,12.407,97.654,2.346,25.03,224,0.875,bilinear,+5.427,+1.420,+24
levit_384,87.559,12.441,97.545,2.455,39.13,224,0.900,bicubic,+4.967,+1.531,-3
tf_efficientnet_b2_ns,87.559,12.441,97.626,2.374,9.11,260,0.890,bicubic,+5.169,+1.386,+7
ecaresnet50t,87.546,12.454,97.649,2.351,25.57,320,0.950,bicubic,+5.182,+1.507,+8
jx_nest_small,87.495,12.505,97.521,2.479,38.35,224,0.875,bicubic,+4.377,+1.189,-24
resnetv2_152x2_bit_teacher,87.491,12.509,97.807,2.193,236.34,224,0.875,bicubic,+4.589,+1.239,-19
efficientnet_b3,87.452,12.548,97.679,2.321,12.23,320,1.000,bicubic,+5.194,+1.563,+14
resnet61q,87.433,12.567,97.605,2.396,36.85,288,1.000,bicubic,+4.911,+1.471,-5
cait_xxs24_384,87.399,12.601,97.613,2.387,12.03,384,1.000,bicubic,+6.445,+1.975,+70
resnet51q,87.388,12.612,97.581,2.419,35.70,288,1.000,bilinear,+5.020,+1.405,+1
xcit_tiny_24_p8_224,87.375,12.625,97.634,2.366,12.11,224,1.000,bicubic,+5.481,+1.650,+22
tresnet_l_448,87.373,12.627,97.489,2.511,55.99,448,0.875,bilinear,+5.111,+1.509,+8
coat_lite_small,87.365,12.635,97.368,2.632,19.84,224,0.900,bicubic,+5.063,+1.508,+3
nasnetalarge,87.352,12.648,97.412,2.588,88.75,331,0.911,bicubic,+4.716,+1.362,-18
crossvit_18_dagger_240,87.335,12.665,97.453,2.547,44.27,240,0.875,bicubic,+4.829,+1.381,-10
crossvit_18_240,87.307,12.693,97.485,2.515,43.27,240,0.875,bicubic,+4.913,+1.423,-8
resnetv2_101,87.296,12.704,97.329,2.671,44.54,224,0.950,bicubic,+5.264,+1.465,+11
ecaresnet101d,87.281,12.719,97.560,2.440,44.57,224,0.875,bicubic,+5.109,+1.506,+6
pit_s_distilled_224,87.264,12.736,97.504,2.496,24.04,224,0.900,bicubic,+5.270,+1.704,+10
resnest101e,87.262,12.738,97.558,2.442,48.28,256,0.875,bilinear,+4.386,+1.246,-31
resnetrs101,87.243,12.757,97.455,2.545,63.62,288,0.940,bicubic,+4.949,+1.453,-3
mixer_b16_224_miil,87.230,12.770,97.417,2.583,59.88,224,0.875,bilinear,+4.928,+1.703,-5
tresnet_xl,87.230,12.770,97.400,2.600,78.44,224,0.875,bilinear,+5.172,+1.468,+4
xcit_tiny_12_p8_224_dist,87.224,12.776,97.442,2.558,6.71,224,1.000,bicubic,+6.010,+1.836,+40
convit_base,87.205,12.795,97.295,2.705,86.54,224,0.875,bicubic,+4.913,+1.361,-6
xcit_tiny_12_p16_384_dist,87.198,12.802,97.468,2.532,6.72,384,1.000,bicubic,+6.254,+2.054,+53
tf_efficientnet_b3_ap,87.198,12.802,97.382,2.618,12.23,300,0.904,bicubic,+5.376,+1.762,+10
visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.089,+1.442,-2
crossvit_15_dagger_240,87.153,12.847,97.440,2.560,28.21,240,0.875,bicubic,+4.843,+1.478,-14
xcit_small_24_p16_224,87.136,12.864,97.256,2.744,47.67,224,1.000,bicubic,+4.558,+1.256,-30
convit_small,87.044,12.956,97.348,2.652,27.78,224,0.875,bicubic,+5.632,+1.602,+22
crossvit_15_240,87.038,12.962,97.423,2.577,27.53,240,0.875,bicubic,+5.512,+1.729,+12
jx_nest_tiny,87.014,12.986,97.380,2.620,17.06,224,0.875,bicubic,+5.580,+1.760,+18
tf_efficientnetv2_b3,87.014,12.986,97.303,2.697,14.36,300,0.904,bicubic,+5.060,+1.519,-2
regnetz_b,87.012,12.988,97.429,2.571,9.72,288,0.940,bicubic,+6.294,+1.955,+56
xcit_small_12_p16_224,87.000,13.000,97.248,2.752,26.25,224,1.000,bicubic,+5.024,+1.430,-5
deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.791,+1.938,+28
resmlp_36_distilled_224,86.987,13.013,97.273,2.727,44.69,224,0.875,bicubic,+5.833,+1.777,+29
xcit_large_24_p16_224,86.961,13.039,96.923,3.077,189.10,224,1.000,bicubic,+4.063,+1.041,-51
xcit_medium_24_p16_224,86.940,13.060,97.096,2.904,84.40,224,1.000,bicubic,+4.314,+1.120,-43
tnt_s_patch16_224,86.901,13.099,97.361,2.639,23.76,224,0.900,bicubic,+5.387,+1.617,+5
convmixer_1536_20,86.861,13.139,97.346,2.654,51.63,224,0.960,bicubic,+5.485,+1.736,+15
rexnet_200,86.854,13.146,97.282,2.718,16.37,224,0.875,bicubic,+5.228,+1.610,-3
vit_small_patch16_224,86.852,13.148,97.598,2.402,22.05,224,0.900,bicubic,+5.466,+1.468,+11
ssl_resnext101_32x16d,86.850,13.150,97.519,2.481,194.03,224,0.875,bilinear,+5.006,+1.429,-11
tf_efficientnet_b3,86.842,13.158,97.293,2.707,12.23,300,0.904,bicubic,+5.196,+1.573,-7
vit_small_r26_s32_224,86.840,13.161,97.532,2.468,36.43,224,0.900,bicubic,+5.002,+1.506,-12
deit_base_patch16_224,86.827,13.173,97.056,2.944,86.57,224,0.900,bicubic,+4.843,+1.314,-18
tresnet_m_448,86.814,13.186,97.210,2.791,31.39,448,0.875,bilinear,+5.100,+1.640,-12
coat_mini,86.810,13.190,97.167,2.833,10.34,224,0.900,bicubic,+5.528,+1.773,+11
swsl_resnet50,86.801,13.199,97.491,2.509,25.56,224,0.875,bilinear,+5.655,+1.513,+17
tf_efficientnet_lite4,86.799,13.201,97.256,2.744,13.01,380,0.920,bilinear,+5.259,+1.596,-9
ssl_resnext101_32x8d,86.797,13.203,97.470,2.530,88.79,224,0.875,bilinear,+5.197,+1.424,-12
tresnet_l,86.754,13.246,97.271,2.729,55.99,224,0.875,bilinear,+5.270,+1.651,-5
twins_svt_small,86.754,13.246,97.175,2.825,24.06,224,0.900,bicubic,+5.072,+1.497,-17
crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.529,+1.294,-34
levit_256,86.733,13.267,97.261,2.739,18.89,224,0.900,bicubic,+5.231,+1.781,-9
seresnext50_32x4d,86.705,13.295,97.207,2.793,27.56,224,0.875,bicubic,+5.437,+1.581,+3
crossvit_small_240,86.705,13.295,97.284,2.716,26.86,240,0.875,bicubic,+5.675,+1.818,+16
pit_b_224,86.690,13.310,96.894,3.107,73.76,224,0.900,bicubic,+4.246,+1.182,-53
tf_efficientnet_b1_ns,86.681,13.319,97.380,2.620,7.79,240,0.882,bicubic,+5.297,+1.642,-5
swin_tiny_patch4_window7_224,86.671,13.329,97.199,2.801,28.29,224,0.900,bicubic,+5.285,+1.663,-8
gernet_l,86.652,13.348,97.195,2.805,31.08,256,0.875,bilinear,+5.306,+1.659,-5
wide_resnet50_2,86.647,13.353,97.205,2.795,68.88,224,0.875,bicubic,+5.197,+1.687,-14
efficientnet_el,86.622,13.378,97.182,2.818,10.59,300,0.904,bicubic,+5.316,+1.646,-5
twins_pcpvt_small,86.609,13.391,97.342,2.658,24.11,224,0.900,bicubic,+5.505,+1.700,+4
resmlp_24_distilled_224,86.607,13.393,97.137,2.863,30.02,224,0.875,bicubic,+5.847,+1.917,+21
nf_resnet50,86.598,13.402,97.295,2.705,25.56,288,0.940,bicubic,+5.942,+1.959,+24
efficientnet_b3_pruned,86.585,13.415,97.186,2.814,9.86,300,0.904,bicubic,+5.727,+1.946,+16
sehalonet33ts,86.585,13.415,97.004,2.995,13.69,256,0.940,bicubic,+5.603,+1.732,+7
resnest50d_4s2x40d,86.581,13.419,97.271,2.729,30.42,224,0.875,bicubic,+5.461,+1.711,-2
repvgg_b3,86.570,13.430,97.143,2.857,123.09,224,0.875,bilinear,+6.054,+1.879,+26
xcit_tiny_24_p16_224_dist,86.543,13.457,97.214,2.786,12.12,224,1.000,bicubic,+6.081,+2.006,+29
ecaresnet50d,86.479,13.521,97.186,2.814,25.58,224,0.875,bicubic,+5.859,+1.878,+20
ssl_resnext101_32x4d,86.474,13.526,97.468,2.532,44.18,224,0.875,bilinear,+5.552,+1.738,+7
gcresnet50t,86.459,13.541,97.141,2.859,25.90,256,0.900,bicubic,+5.521,+1.701,+5
gluon_resnet152_v1s,86.453,13.547,97.122,2.878,60.32,224,0.875,bicubic,+5.433,+1.700,-2
haloregnetz_b,86.449,13.551,96.938,3.062,11.68,224,0.940,bicubic,+5.407,+1.738,-6
resnest50d_1s4x24d,86.440,13.560,97.152,2.848,25.68,224,0.875,bicubic,+5.440,+1.826,-3
resnetv2_50x1_bitm,86.440,13.560,97.605,2.396,25.55,448,1.000,bilinear,+6.096,+1.919,+30
halonet50ts,86.391,13.609,96.799,3.200,22.73,256,0.940,bicubic,+4.843,+1.487,-39
lamhalobotnet50ts_256,86.391,13.609,96.676,3.324,22.57,256,0.950,bicubic,+4.969,+1.620,-30
halo2botnet50ts_256,86.372,13.628,96.761,3.239,22.64,256,0.950,bicubic,+4.852,+1.503,-38
repvgg_b3g4,86.359,13.641,97.052,2.949,83.83,224,0.875,bilinear,+6.141,+1.948,+38
legacy_senet154,86.334,13.666,96.925,3.075,115.09,224,0.875,bilinear,+5.008,+1.419,-26
gernet_m,86.325,13.675,97.092,2.908,21.14,224,0.875,bilinear,+5.599,+1.914,+4
cait_xxs36_224,86.321,13.679,97.113,2.887,17.30,224,1.000,bicubic,+6.559,+2.245,+62
pit_s_224,86.319,13.681,97.045,2.955,23.46,224,0.900,bicubic,+5.219,+1.711,-17
efficientnet_b2,86.310,13.690,96.990,3.010,9.11,288,1.000,bicubic,+5.700,+1.674,+6
vit_small_patch32_384,86.304,13.696,97.417,2.583,22.92,384,1.000,bicubic,+5.818,+1.819,+9
gluon_senet154,86.274,13.726,96.936,3.064,115.09,224,0.875,bicubic,+5.050,+1.584,-28
resnest50d,86.231,13.769,97.064,2.936,27.48,224,0.875,bilinear,+5.269,+1.686,-14
convmixer_768_32,86.220,13.780,97.030,2.970,21.11,224,0.960,bicubic,+6.060,+1.956,+32
efficientnet_el_pruned,86.188,13.812,97.022,2.978,10.59,300,0.904,bicubic,+5.900,+1.800,+21
ecaresnet101d_pruned,86.182,13.818,97.342,2.658,24.88,224,0.875,bicubic,+5.370,+1.702,-9
rexnet_150,86.165,13.835,97.071,2.929,9.73,224,0.875,bicubic,+5.855,+1.911,+16
cspdarknet53,86.152,13.848,97.013,2.987,27.64,256,0.887,bilinear,+6.102,+1.921,+35
inception_v4,86.152,13.848,96.921,3.079,42.68,299,0.875,bicubic,+6.008,+1.949,+28
inception_resnet_v2,86.120,13.880,97.041,2.959,55.84,299,0.897,bicubic,+5.672,+1.733,+5
xcit_tiny_12_p8_224,86.118,13.882,97.084,2.917,6.71,224,1.000,bicubic,+6.408,+2.026,+51
ssl_resnext50_32x4d,86.075,13.925,97.212,2.788,25.03,224,0.875,bilinear,+5.773,+1.794,+13
tf_efficientnet_el,86.071,13.929,96.966,3.034,10.59,300,0.904,bicubic,+5.823,+1.842,+16
lambda_resnet50ts,86.052,13.948,96.744,3.256,21.54,256,0.950,bicubic,+4.886,+1.648,-37
ecaresnetlight,86.045,13.955,97.069,2.931,30.16,224,0.875,bicubic,+5.591,+1.817,-1
gluon_resnet101_v1s,86.037,13.963,97.026,2.974,44.67,224,0.875,bicubic,+5.755,+1.864,+11
resnetv2_50,86.020,13.980,96.911,3.089,25.55,224,0.950,bicubic,+5.614,+1.831,-1
gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.415,+1.786,-11
gluon_seresnext101_32x4d,86.007,13.993,96.979,3.021,48.96,224,0.875,bicubic,+5.131,+1.687,-25
seresnet33ts,86.005,13.995,97.009,2.991,19.78,256,0.900,bicubic,+5.633,+1.895,0
resnet50d,85.994,14.006,96.985,3.015,25.58,224,0.875,bicubic,+5.456,+1.825,-13
tf_efficientnet_b2_ap,85.977,14.023,96.808,3.192,9.11,260,0.890,bicubic,+5.671,+1.776,+2
ecaresnet26t,85.964,14.036,97.032,2.968,16.01,320,0.950,bicubic,+6.130,+1.948,+31
vit_base_patch32_224,85.960,14.040,97.128,2.872,88.22,224,0.900,bicubic,+5.228,+1.562,-24
gluon_seresnext101_64x4d,85.951,14.049,96.987,3.013,88.23,224,0.875,bicubic,+5.081,+1.681,-30
gluon_resnet152_v1d,85.906,14.094,96.808,3.192,60.21,224,0.875,bicubic,+5.430,+1.606,-15
vit_large_patch32_384,85.902,14.098,97.370,2.630,306.63,384,1.000,bicubic,+4.396,+1.284,-69
tf_efficientnetv2_b2,85.900,14.100,96.883,3.117,10.10,260,0.890,bicubic,+5.686,+1.839,+6
tf_efficientnet_b2,85.881,14.119,96.855,3.145,9.11,260,0.890,bicubic,+5.813,+1.951,+12
vit_base_patch16_sam_224,85.879,14.121,96.706,3.294,86.57,224,0.900,bicubic,+5.637,+1.944,+1
repvgg_b2g4,85.857,14.143,96.821,3.179,61.76,224,0.875,bilinear,+6.477,+2.127,+48
seresnet50,85.830,14.170,97.002,2.998,28.09,224,0.875,bicubic,+5.582,+1.932,-2
gluon_resnet101_v1d,85.827,14.173,96.661,3.339,44.57,224,0.875,bicubic,+5.423,+1.637,-16
gcresnet33ts,85.804,14.196,96.896,3.104,19.88,256,0.900,bicubic,+5.718,+1.904,+6
mixnet_xl,85.785,14.215,96.721,3.280,11.90,224,0.875,bicubic,+5.317,+1.789,-23
ens_adv_inception_resnet_v2,85.781,14.220,96.757,3.243,55.84,299,0.897,bicubic,+5.803,+1.821,+9
cspresnext50,85.763,14.237,96.838,3.162,20.57,224,0.875,bilinear,+5.711,+1.888,+5
tf_efficientnet_lite3,85.759,14.241,96.894,3.107,8.20,300,0.904,bilinear,+5.939,+1.984,+19
gluon_resnext101_32x4d,85.744,14.256,96.616,3.384,44.18,224,0.875,bicubic,+5.406,+1.708,-17
ese_vovnet39b,85.742,14.258,96.902,3.098,24.57,224,0.875,bicubic,+6.438,+2.178,+44
legacy_seresnext101_32x4d,85.738,14.262,96.763,3.237,48.96,224,0.875,bilinear,+5.516,+1.751,-9
xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.284,+2.050,+34
eca_resnet33ts,85.736,14.264,96.900,3.100,19.68,256,0.900,bicubic,+5.640,+1.926,-4
cspresnet50,85.725,14.275,96.802,3.198,21.62,256,0.887,bilinear,+6.149,+2.100,+26
regnety_320,85.723,14.277,96.727,3.273,145.05,224,0.875,bicubic,+4.929,+1.481,-47
resnet50,85.704,14.296,96.490,3.510,25.56,224,0.950,bicubic,+5.322,+1.896,-27
gluon_resnext101_64x4d,85.704,14.296,96.646,3.354,83.46,224,0.875,bicubic,+5.078,+1.644,-43
resmlp_big_24_224,85.697,14.303,96.417,3.583,129.14,224,0.875,bicubic,+4.665,+1.395,-64
xception71,85.693,14.307,96.772,3.228,42.34,299,0.903,bicubic,+5.809,+1.840,0
efficientnet_em,85.691,14.309,96.941,3.059,6.90,240,0.882,bicubic,+6.431,+2.149,+42
deit_small_patch16_224,85.663,14.337,96.906,3.094,22.05,224,0.900,bicubic,+5.797,+1.850,+1
dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.478,+1.821,-17
pit_xs_distilled_224,85.644,14.356,96.665,3.335,11.00,224,0.900,bicubic,+6.350,+2.291,+35
efficientnet_b2_pruned,85.637,14.363,96.746,3.254,8.31,260,0.890,bicubic,+5.731,+1.892,-6
resmlp_36_224,85.623,14.377,96.795,3.205,44.69,224,0.875,bicubic,+5.847,+1.909,+4
levit_192,85.586,14.414,96.744,3.256,10.95,224,0.900,bicubic,+5.726,+1.942,-3
gluon_resnet152_v1c,85.576,14.425,96.652,3.348,60.21,224,0.875,bicubic,+5.664,+1.800,-10
ecaresnet50d_pruned,85.573,14.427,96.934,3.066,19.94,224,0.875,bicubic,+5.867,+2.060,+5
resnext50d_32x4d,85.561,14.439,96.746,3.254,25.05,224,0.875,bicubic,+5.897,+1.880,+7
tf_efficientnetv2_b1,85.556,14.444,96.721,3.280,8.14,240,0.882,bicubic,+6.082,+2.001,+14
regnety_120,85.541,14.459,96.774,3.226,51.82,224,0.875,bicubic,+5.155,+1.652,-43
regnetx_320,85.516,14.484,96.667,3.333,107.81,224,0.875,bicubic,+5.268,+1.641,-34
nf_regnet_b1,85.496,14.504,96.791,3.209,10.22,288,0.900,bicubic,+6.200,+2.049,+24
dpn92,85.484,14.516,96.635,3.365,37.67,224,0.875,bicubic,+5.490,+1.799,-20
rexnet_130,85.465,14.536,96.686,3.314,7.56,224,0.875,bicubic,+5.969,+2.012,+8
gluon_resnet152_v1b,85.458,14.542,96.560,3.440,60.19,224,0.875,bicubic,+5.778,+1.824,-1
resnetrs50,85.433,14.568,96.731,3.269,35.69,224,0.910,bicubic,+5.563,+1.761,-16
dpn131,85.411,14.589,96.637,3.363,79.25,224,0.875,bicubic,+5.577,+1.925,-12
dla102x2,85.383,14.617,96.635,3.365,41.28,224,0.875,bilinear,+5.943,+1.991,+8
regnetx_160,85.364,14.636,96.633,3.367,54.28,224,0.875,bicubic,+5.530,+1.809,-15
gmlp_s16_224,85.349,14.651,96.641,3.358,19.42,224,0.875,bicubic,+5.707,+2.019,-3
gluon_seresnext50_32x4d,85.343,14.657,96.671,3.329,27.56,224,0.875,bicubic,+5.419,+1.843,-26
botnet26t_256,85.334,14.666,96.635,3.365,12.49,256,0.950,bicubic,+6.074,+2.101,+18
skresnext50_32x4d,85.315,14.685,96.394,3.606,27.48,224,0.875,bicubic,+5.173,+1.750,-36
gluon_resnet101_v1c,85.311,14.689,96.415,3.585,44.57,224,0.875,bicubic,+5.777,+1.827,-3
dpn98,85.309,14.691,96.466,3.534,61.57,224,0.875,bicubic,+5.655,+1.862,-9
xception65,85.304,14.696,96.633,3.367,39.92,299,0.903,bicubic,+5.758,+1.973,-6
lambda_resnet26t,85.300,14.700,96.723,3.277,10.96,256,0.940,bicubic,+6.192,+2.135,+22
regnety_064,85.287,14.713,96.633,3.367,30.58,224,0.875,bicubic,+5.557,+1.871,-18
dpn68b,85.285,14.715,96.473,3.527,12.61,224,0.875,bicubic,+6.069,+2.051,+16
resnetblur50,85.277,14.723,96.516,3.484,25.56,224,0.875,bicubic,+5.977,+1.880,+5
resmlp_24_224,85.275,14.726,96.499,3.502,30.02,224,0.875,bicubic,+5.889,+1.953,-4
coat_lite_mini,85.249,14.751,96.684,3.316,11.01,224,0.900,bicubic,+6.149,+2.082,+18
resnet33ts,85.242,14.758,96.620,3.380,19.68,256,0.900,bicubic,+6.028,+2.048,+13
resnext50_32x4d,85.232,14.768,96.526,3.474,25.03,224,0.875,bicubic,+5.432,+1.912,-27
regnety_080,85.232,14.768,96.635,3.365,39.18,224,0.875,bicubic,+5.360,+1.803,-36
cait_xxs24_224,85.221,14.779,96.718,3.282,11.96,224,1.000,bicubic,+6.845,+2.402,+51
halonet26t,85.213,14.787,96.466,3.534,12.48,256,0.950,bicubic,+6.079,+2.150,+11
xcit_tiny_12_p16_224_dist,85.206,14.794,96.605,3.395,6.72,224,1.000,bicubic,+6.626,+2.401,+34
resnext101_32x8d,85.187,14.813,96.449,3.551,88.79,224,0.875,bilinear,+5.875,+1.927,-7
gluon_inception_v3,85.183,14.817,96.531,3.470,23.83,299,0.875,bicubic,+6.385,+2.151,+25
resnet32ts,85.174,14.826,96.624,3.376,17.96,256,0.900,bicubic,+6.154,+2.262,+14
hrnet_w48,85.155,14.845,96.490,3.510,77.47,224,0.875,bilinear,+5.833,+1.976,-11
regnetx_120,85.138,14.862,96.473,3.527,46.11,224,0.875,bicubic,+5.532,+1.743,-25
tf_efficientnet_b1_ap,85.129,14.871,96.407,3.593,7.79,240,0.882,bicubic,+5.855,+2.105,-6
xception,85.129,14.871,96.477,3.523,22.86,299,0.897,bicubic,+6.081,+2.081,+9
gluon_resnet101_v1b,85.129,14.871,96.370,3.630,44.55,224,0.875,bicubic,+5.829,+1.840,-12
eca_botnext26ts_256,85.127,14.873,96.511,3.489,10.59,256,0.950,bicubic,+5.853,+1.905,-8
gluon_xception65,85.123,14.877,96.599,3.401,39.92,299,0.903,bicubic,+5.421,+1.731,-35
hrnet_w64,85.117,14.883,96.746,3.254,128.06,224,0.875,bilinear,+5.661,+2.092,-25
ssl_resnet50,85.104,14.896,96.862,3.139,25.56,224,0.875,bilinear,+5.868,+2.030,-8
res2net101_26w_4s,85.089,14.911,96.385,3.615,45.21,224,0.875,bilinear,+5.897,+1.947,-4
lambda_resnet26rpt_256,85.084,14.916,96.558,3.442,10.99,256,0.940,bicubic,+6.116,+2.130,+6
tf_efficientnet_cc_b1_8e,85.072,14.928,96.424,3.576,39.72,240,0.882,bicubic,+5.746,+2.056,-23
xcit_nano_12_p8_384_dist,85.029,14.971,96.629,3.371,3.05,384,1.000,bicubic,+7.211,+2.595,+62
gluon_resnext50_32x4d,85.010,14.990,96.426,3.574,25.03,224,0.875,bicubic,+5.646,+2.002,-26
tf_efficientnet_b0_ns,85.003,14.997,96.496,3.504,5.29,224,0.875,bicubic,+6.345,+2.126,+15
resnest26d,84.997,15.003,96.629,3.371,17.07,224,0.875,bilinear,+6.519,+2.333,+20
coat_tiny,84.969,15.031,96.409,3.591,5.50,224,0.900,bicubic,+6.535,+2.375,+25
regnety_040,84.948,15.052,96.601,3.399,20.65,224,0.875,bicubic,+5.720,+1.955,-16
eca_halonext26ts,84.918,15.082,96.445,3.555,10.76,256,0.940,bicubic,+6.078,+2.189,+2
dla169,84.914,15.086,96.522,3.478,53.39,224,0.875,bilinear,+6.216,+2.190,+7
legacy_seresnext50_32x4d,84.909,15.091,96.437,3.563,27.56,224,0.875,bilinear,+5.831,+2.005,-11
tf_efficientnet_b1,84.907,15.093,96.362,3.638,7.79,240,0.882,bicubic,+6.071,+2.168,0
hrnet_w44,84.886,15.114,96.432,3.568,67.06,224,0.875,bilinear,+5.996,+2.050,-4
regnetx_080,84.875,15.125,96.428,3.572,39.57,224,0.875,bicubic,+5.655,+1.882,-21
gluon_resnet50_v1s,84.852,15.148,96.447,3.553,25.68,224,0.875,bicubic,+6.156,+2.199,+3
res2net50_26w_8s,84.843,15.157,96.338,3.662,48.40,224,0.875,bilinear,+5.863,+2.054,-11
dla60_res2next,84.828,15.172,96.413,3.587,17.03,224,0.875,bilinear,+6.386,+2.217,+14
mixnet_l,84.826,15.174,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.148,-12
levit_128,84.822,15.178,96.351,3.649,9.21,224,0.900,bicubic,+6.356,+2.341,+8
dla60_res2net,84.820,15.180,96.481,3.519,20.85,224,0.875,bilinear,+6.358,+2.273,+8
vit_tiny_patch16_384,84.820,15.180,96.714,3.286,5.79,384,1.000,bicubic,+6.374,+2.170,+8
tv_resnet152,84.818,15.182,96.219,3.781,60.19,224,0.875,bilinear,+6.496,+2.175,+16
dla102x,84.813,15.187,96.548,3.452,26.31,224,0.875,bilinear,+6.301,+2.322,+1
gluon_resnet50_v1d,84.811,15.189,96.394,3.606,25.58,224,0.875,bicubic,+5.747,+1.934,-23
xception41,84.809,15.191,96.413,3.587,26.97,299,0.903,bicubic,+6.277,+2.129,-2
regnetx_064,84.783,15.217,96.492,3.508,26.21,224,0.875,bicubic,+5.723,+2.026,-24
pit_xs_224,84.783,15.217,96.505,3.495,10.62,224,0.900,bicubic,+6.599,+2.341,+17
hrnet_w40,84.745,15.255,96.556,3.444,57.56,224,0.875,bilinear,+5.819,+2.078,-20
repvgg_b2,84.726,15.274,96.484,3.517,89.02,224,0.875,bilinear,+5.932,+2.058,-14
res2net50_26w_6s,84.724,15.276,96.274,3.726,37.05,224,0.875,bilinear,+6.158,+2.156,-8
resmlp_12_distilled_224,84.707,15.293,96.225,3.775,15.35,224,0.875,bicubic,+6.763,+2.663,+25
legacy_seresnet152,84.696,15.304,96.417,3.583,66.82,224,0.875,bilinear,+6.034,+2.041,-13
selecsls60b,84.655,15.345,96.298,3.702,32.77,224,0.875,bicubic,+6.247,+2.122,0
hrnet_w32,84.653,15.347,96.413,3.587,41.23,224,0.875,bilinear,+6.211,+2.255,-4
bat_resnext26ts,84.640,15.360,96.285,3.715,10.73,256,0.900,bicubic,+6.378,+2.185,+4
tf_efficientnetv2_b0,84.625,15.375,96.272,3.728,7.14,224,0.875,bicubic,+6.255,+2.246,+1
efficientnet_b1,84.615,15.385,96.336,3.664,7.79,256,1.000,bicubic,+5.811,+1.990,-24
regnetx_040,84.600,15.400,96.385,3.615,22.12,224,0.875,bicubic,+6.116,+2.131,-13
hrnet_w30,84.591,15.409,96.392,3.608,37.71,224,0.875,bilinear,+6.389,+2.164,+4
efficientnet_es,84.591,15.409,96.315,3.685,5.44,224,0.875,bicubic,+6.509,+2.371,+9
tf_mixnet_l,84.559,15.441,96.247,3.753,7.33,224,0.875,bicubic,+5.781,+2.247,-25
wide_resnet101_2,84.555,15.445,96.351,3.649,126.89,224,0.875,bilinear,+5.701,+2.067,-32
dla60x,84.529,15.471,96.291,3.709,17.35,224,0.875,bilinear,+6.283,+2.267,-2
legacy_seresnet101,84.502,15.498,96.338,3.662,49.33,224,0.875,bilinear,+6.118,+2.074,-10
resnet26t,84.465,15.535,96.210,3.790,16.01,256,0.940,bicubic,+6.593,+2.376,+14
tf_efficientnet_em,84.463,15.537,96.178,3.822,6.90,240,0.882,bicubic,+6.321,+2.120,0
coat_lite_tiny,84.457,15.543,96.370,3.630,5.72,224,0.900,bicubic,+6.943,+2.454,+28
efficientnet_b1_pruned,84.399,15.601,96.138,3.862,6.33,240,0.882,bicubic,+6.149,+2.302,-8
repvgg_b1,84.399,15.601,96.202,3.798,57.42,224,0.875,bilinear,+6.021,+2.098,-14
res2net50_26w_4s,84.371,15.629,96.080,3.920,25.70,224,0.875,bilinear,+6.385,+2.232,+3
hardcorenas_f,84.322,15.678,96.027,3.973,8.20,224,0.875,bilinear,+6.218,+2.233,-3
res2net50_14w_8s,84.307,15.693,96.074,3.926,25.06,224,0.875,bilinear,+6.173,+2.218,-5
selecsls60,84.282,15.718,96.091,3.909,30.67,224,0.875,bicubic,+6.298,+2.259,+1
res2next50,84.230,15.770,96.003,3.997,24.67,224,0.875,bilinear,+5.988,+2.099,-12
regnetx_032,84.230,15.770,96.255,3.745,15.30,224,0.875,bicubic,+6.080,+2.169,-10
gluon_resnet50_v1c,84.209,15.791,96.165,3.835,25.58,224,0.875,bicubic,+6.203,+2.177,-4
dla102,84.192,15.808,96.223,3.777,33.27,224,0.875,bilinear,+6.164,+2.265,-6
gcresnext26ts,84.181,15.819,96.084,3.916,10.48,256,0.900,bicubic,+6.361,+2.258,+6
rexnet_100,84.173,15.827,96.253,3.747,4.80,224,0.875,bicubic,+6.313,+2.377,+3
tf_inception_v3,84.128,15.872,95.918,4.082,23.83,299,0.875,bicubic,+6.268,+2.272,+1
seresnext26ts,84.124,15.876,96.069,3.931,10.39,256,0.900,bicubic,+6.276,+2.281,+2
res2net50_48w_2s,84.121,15.879,95.965,4.035,25.29,224,0.875,bilinear,+6.587,+2.407,+12
resnet34d,84.104,15.896,95.975,4.025,21.82,224,0.875,bicubic,+6.990,+2.593,+25
tf_efficientnet_lite2,84.092,15.908,96.063,3.937,6.09,260,0.890,bicubic,+6.610,+2.315,+12
xcit_tiny_12_p16_224,84.083,15.917,96.230,3.771,6.72,224,1.000,bicubic,+6.963,+2.512,+22
efficientnet_b0,84.034,15.966,95.956,4.044,5.29,224,0.875,bicubic,+6.330,+2.434,+1
crossvit_9_dagger_240,84.030,15.970,96.080,3.920,8.78,240,0.875,bicubic,+7.040,+2.474,+26
hardcorenas_e,83.972,16.028,95.901,4.099,8.07,224,0.875,bilinear,+6.172,+2.205,-2
gmixer_24_224,83.970,16.030,95.852,4.148,24.72,224,0.875,bicubic,+5.918,+2.184,-19
tf_efficientnet_cc_b0_8e,83.970,16.030,96.072,3.929,24.01,224,0.875,bicubic,+6.062,+2.416,-12
regnety_016,83.955,16.045,95.997,4.003,11.20,224,0.875,bicubic,+6.091,+2.273,-11
tv_resnext50_32x4d,83.955,16.045,95.948,4.052,25.03,224,0.875,bilinear,+6.345,+2.264,-3
gluon_resnet50_v1b,83.942,16.058,96.018,3.982,25.56,224,0.875,bicubic,+6.366,+2.296,0
densenet161,83.900,16.101,96.014,3.986,28.68,224,0.875,bicubic,+6.548,+2.378,+7
seresnext26t_32x4d,83.887,16.113,95.943,4.057,16.81,224,0.875,bicubic,+5.909,+2.201,-20
mobilenetv2_120d,83.887,16.113,95.905,4.095,5.83,224,0.875,bicubic,+6.601,+2.393,+8
adv_inception_v3,83.876,16.124,95.939,4.061,23.83,299,0.875,bicubic,+6.298,+2.199,-5
tv_resnet101,83.855,16.145,95.888,4.112,44.55,224,0.875,bilinear,+6.487,+2.328,+2
inception_v3,83.771,16.229,95.898,4.101,23.83,299,0.875,bicubic,+6.307,+2.422,-2
hardcorenas_d,83.763,16.237,95.734,4.266,7.50,224,0.875,bilinear,+6.339,+2.248,-1
dla60,83.735,16.265,95.933,4.067,22.04,224,0.875,bilinear,+6.701,+2.609,+11
xcit_nano_12_p8_224_dist,83.733,16.267,95.948,4.052,3.05,224,1.000,bicubic,+7.403,+2.862,+31
seresnext26d_32x4d,83.724,16.276,95.847,4.153,16.81,224,0.875,bicubic,+6.138,+2.243,-12
repvgg_b1g4,83.695,16.305,96.029,3.971,39.97,224,0.875,bilinear,+6.101,+2.187,-14
eca_resnext26ts,83.692,16.308,95.939,4.061,10.30,256,0.900,bicubic,+6.242,+2.361,-7
convmixer_1024_20_ks9_p14,83.688,16.312,95.886,4.114,24.38,224,0.960,bicubic,+6.744,+2.528,+10
legacy_seresnet50,83.671,16.329,95.982,4.018,28.09,224,0.875,bilinear,+6.033,+2.236,-19
tf_efficientnet_b0_ap,83.660,16.340,95.783,4.217,5.29,224,0.875,bicubic,+6.556,+2.519,+1
skresnet34,83.650,16.350,95.920,4.080,22.28,224,0.875,bicubic,+6.730,+2.600,+8
tf_efficientnet_cc_b0_4e,83.639,16.361,95.730,4.270,13.31,224,0.875,bicubic,+6.319,+2.408,-8
resmlp_12_224,83.573,16.427,95.760,4.240,15.35,224,0.875,bicubic,+6.919,+2.588,+14
mobilenetv3_large_100_miil,83.549,16.451,95.450,4.550,5.48,224,0.875,bilinear,+5.637,+2.546,-35
densenet201,83.547,16.453,95.807,4.193,20.01,224,0.875,bicubic,+6.257,+2.327,-10
gernet_s,83.522,16.478,95.792,4.208,8.17,224,0.875,bilinear,+6.616,+2.658,+4
legacy_seresnext26_32x4d,83.515,16.485,95.719,4.281,16.79,224,0.875,bicubic,+6.421,+2.409,-5
mixnet_m,83.513,16.487,95.691,4.309,5.01,224,0.875,bicubic,+6.239,+2.269,-12
tf_efficientnet_b0,83.513,16.487,95.717,4.283,5.29,224,0.875,bicubic,+6.667,+2.487,+3
hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.469,+4
densenetblur121d,83.475,16.525,95.817,4.183,8.00,224,0.875,bicubic,+6.885,+2.625,+9
selecsls42b,83.460,16.540,95.749,4.251,32.46,224,0.875,bicubic,+6.270,+2.359,-14
resnext26ts,83.457,16.543,95.726,4.274,10.30,256,0.900,bicubic,+6.685,+2.596,0
tf_efficientnet_lite1,83.355,16.645,95.638,4.362,5.42,240,0.882,bicubic,+6.691,+2.404,+2
hardcorenas_c,83.336,16.664,95.713,4.287,5.52,224,0.875,bilinear,+6.286,+2.541,-12
regnetx_016,83.186,16.814,95.740,4.260,9.19,224,0.875,bicubic,+6.240,+2.314,-9
mobilenetv2_140,83.176,16.824,95.685,4.315,6.11,224,0.875,bicubic,+6.660,+2.685,+6
tf_mixnet_m,83.174,16.826,95.469,4.531,5.01,224,0.875,bicubic,+6.216,+2.303,-12
xcit_nano_12_p16_384_dist,83.174,16.826,95.743,4.257,3.05,384,1.000,bicubic,+7.706,+3.067,+22
dpn68,83.171,16.829,95.589,4.411,12.61,224,0.875,bicubic,+6.877,+2.627,+7
tf_efficientnet_es,83.167,16.833,95.591,4.409,5.44,224,0.875,bicubic,+6.577,+2.379,-2
ese_vovnet19b_dw,83.114,16.886,95.790,4.210,6.54,224,0.875,bicubic,+6.290,+2.510,-10
levit_128s,83.065,16.935,95.533,4.467,7.78,224,0.900,bicubic,+6.527,+2.669,-2
resnet26d,83.043,16.957,95.602,4.398,16.01,224,0.875,bicubic,+6.353,+2.454,-9
repvgg_a2,82.999,17.002,95.600,4.400,28.21,224,0.875,bilinear,+6.519,+2.580,-1
tv_resnet50,82.954,17.046,95.472,4.529,25.56,224,0.875,bilinear,+6.802,+2.594,+2
hardcorenas_b,82.877,17.123,95.386,4.614,5.18,224,0.875,bilinear,+6.347,+2.634,-5
densenet121,82.815,17.185,95.585,4.415,7.98,224,0.875,bicubic,+7.247,+2.933,+9
vit_tiny_r_s16_p8_384,82.693,17.307,95.862,4.138,6.36,384,1.000,bicubic,+6.721,+2.590,+2
densenet169,82.661,17.339,95.593,4.407,14.15,224,0.875,bicubic,+6.763,+2.569,+3
mixnet_s,82.525,17.476,95.352,4.648,4.13,224,0.875,bicubic,+6.531,+2.560,-1
vit_small_patch32_224,82.510,17.490,95.674,4.326,22.88,224,0.900,bicubic,+6.516,+2.398,-3
regnety_008,82.478,17.523,95.480,4.520,6.26,224,0.875,bicubic,+6.158,+2.412,-7
efficientnet_lite0,82.388,17.612,95.286,4.714,4.65,224,0.875,bicubic,+6.884,+2.770,+6
resnest14d,82.362,17.638,95.324,4.676,10.61,224,0.875,bilinear,+6.856,+2.804,+4
hardcorenas_a,82.305,17.695,95.294,4.706,5.26,224,0.875,bilinear,+6.393,+2.780,-4
efficientnet_es_pruned,82.279,17.721,95.301,4.699,5.44,224,0.875,bicubic,+7.283,+2.861,+15
mobilenetv3_rw,82.268,17.732,95.241,4.759,5.48,224,0.875,bicubic,+6.650,+2.529,-2
semnasnet_100,82.253,17.747,95.239,4.761,3.89,224,0.875,bicubic,+6.801,+2.633,+4
mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.403,+2.656,-6
resnet34,82.125,17.875,95.136,4.864,21.80,224,0.875,bilinear,+7.013,+2.860,+7
mobilenetv2_110d,82.076,17.924,95.076,4.923,4.52,224,0.875,bicubic,+7.024,+2.888,+9
vit_tiny_patch16_224,82.044,17.956,95.493,4.507,5.72,224,0.900,bicubic,+6.590,+2.641,-1
tf_mixnet_s,82.040,17.960,95.130,4.870,4.13,224,0.875,bicubic,+6.356,+2.494,-9
repvgg_b0,82.006,17.994,95.102,4.898,15.82,224,0.875,bilinear,+6.854,+2.688,+1
deit_tiny_distilled_patch16_224,82.001,17.999,95.147,4.853,5.91,224,0.900,bicubic,+7.477,+3.251,+14
mixer_b16_224,81.997,18.003,94.447,5.553,59.88,224,0.875,bicubic,+5.375,+2.219,-29
pit_ti_distilled_224,81.972,18.029,95.156,4.845,5.10,224,0.900,bicubic,+7.442,+3.056,+11
hrnet_w18_small_v2,81.959,18.041,95.166,4.834,15.60,224,0.875,bilinear,+6.853,+2.754,0
tf_efficientnet_lite0,81.950,18.050,95.160,4.840,4.65,224,0.875,bicubic,+7.118,+2.984,+3
resnet26,81.942,18.058,95.245,4.755,16.00,224,0.875,bicubic,+6.650,+2.671,-7
tf_mobilenetv3_large_100,81.841,18.159,95.076,4.923,5.48,224,0.875,bilinear,+6.331,+2.468,-14
tv_densenet121,81.728,18.272,95.036,4.964,7.98,224,0.875,bicubic,+6.982,+2.882,+2
regnety_006,81.703,18.297,95.113,4.887,6.06,224,0.875,bicubic,+6.437,+2.579,-9
dla34,81.643,18.357,94.874,5.126,15.74,224,0.875,bilinear,+7.035,+2.816,+2
xcit_nano_12_p8_224,81.641,18.359,95.264,4.736,3.05,224,1.000,bicubic,+7.729,+3.098,+10
crossvit_9_240,81.630,18.370,94.983,5.017,8.55,240,0.875,bicubic,+7.648,+3.013,+8
fbnetc_100,81.555,18.445,94.948,5.052,5.57,224,0.875,bilinear,+6.435,+2.574,-11
legacy_seresnet34,81.532,18.468,94.899,5.101,21.96,224,0.875,bilinear,+6.740,+2.771,-5
regnetx_008,81.508,18.492,95.062,4.938,7.26,224,0.875,bicubic,+6.452,+2.714,-10
gluon_resnet34_v1b,81.489,18.511,94.808,5.192,21.80,224,0.875,bicubic,+6.897,+2.812,-3
mnasnet_100,81.472,18.528,94.893,5.107,4.38,224,0.875,bicubic,+6.798,+2.795,-6
vgg19_bn,81.451,18.549,94.778,5.222,143.68,224,0.875,bilinear,+7.217,+2.924,-2
convit_tiny,81.115,18.885,95.044,4.955,5.71,224,0.875,bicubic,+8.003,+3.324,+10
crossvit_tiny_240,81.100,18.900,94.991,5.009,7.01,240,0.875,bicubic,+7.756,+3.069,+6
spnasnet_100,80.866,19.134,94.511,5.489,4.42,224,0.875,bilinear,+6.788,+2.691,-4
ghostnet_100,80.699,19.301,94.291,5.709,5.18,224,0.875,bilinear,+6.715,+2.831,-3
regnety_004,80.648,19.352,94.692,5.308,4.34,224,0.875,bicubic,+6.636,+2.926,-5
skresnet18,80.624,19.376,94.383,5.617,11.96,224,0.875,bicubic,+7.602,+3.213,+6
regnetx_006,80.616,19.384,94.526,5.474,6.20,224,0.875,bicubic,+6.770,+2.844,-3
pit_ti_224,80.597,19.404,94.618,5.383,4.85,224,0.900,bicubic,+7.675,+3.208,+6
swsl_resnet18,80.562,19.438,94.746,5.254,11.69,224,0.875,bilinear,+7.280,+2.988,+1
vgg16_bn,80.535,19.465,94.583,5.417,138.37,224,0.875,bilinear,+7.175,+3.091,-3
resnet18d,80.387,19.613,94.244,5.756,11.71,224,0.875,bicubic,+8.119,+3.560,+9
tv_resnet34,80.377,19.623,94.430,5.570,21.80,224,0.875,bilinear,+7.073,+3.008,-3
mobilenetv2_100,80.257,19.743,94.197,5.803,3.50,224,0.875,bicubic,+7.305,+3.195,0
xcit_nano_12_p16_224_dist,80.225,19.775,94.363,5.637,3.05,224,1.000,bicubic,+7.913,+3.511,+5
vit_base_patch32_sam_224,80.212,19.788,93.821,6.179,88.22,224,0.900,bicubic,+6.512,+2.813,-10
ssl_resnet18,80.114,19.886,94.594,5.406,11.69,224,0.875,bilinear,+7.502,+3.174,-1
tf_mobilenetv3_large_075,80.088,19.912,94.186,5.814,3.99,224,0.875,bilinear,+6.638,+2.846,-11
deit_tiny_patch16_224,80.009,19.991,94.445,5.555,5.72,224,0.900,bicubic,+7.849,+3.333,+4
hrnet_w18_small,79.544,20.456,93.909,6.091,13.19,224,0.875,bilinear,+7.212,+3.223,-1
vgg19,79.484,20.516,93.881,6.119,143.67,224,0.875,bilinear,+7.096,+2.995,-3
regnetx_004,79.424,20.576,93.849,6.151,5.16,224,0.875,bicubic,+7.034,+3.031,-5
tf_mobilenetv3_large_minimal_100,79.232,20.768,93.706,6.294,3.92,224,0.875,bilinear,+6.980,+3.070,-1
legacy_seresnet18,79.151,20.849,93.778,6.222,11.78,224,0.875,bicubic,+7.417,+3.440,+2
vgg16,79.031,20.968,93.642,6.358,138.36,224,0.875,bilinear,+7.447,+3.252,+2
vit_tiny_r_s16_p8_224,78.997,21.003,93.911,6.089,6.34,224,0.900,bicubic,+7.199,+3.087,-1
vgg13_bn,78.987,21.013,93.655,6.345,133.05,224,0.875,bilinear,+7.423,+3.281,+1
gluon_resnet18_v1b,78.376,21.624,93.134,6.866,11.69,224,0.875,bicubic,+7.542,+3.374,+1
vgg11_bn,77.926,22.074,93.228,6.772,132.87,224,0.875,bilinear,+7.564,+3.422,+1
xcit_nano_12_p16_224,77.909,22.091,93.437,6.563,3.05,224,1.000,bicubic,+7.937,+3.679,+2
regnety_002,77.417,22.583,92.916,7.084,3.16,224,0.875,bicubic,+7.135,+3.372,0
mixer_l16_224,77.294,22.706,90.557,9.443,208.20,224,0.875,bicubic,+5.228,+2.903,-8
resnet18,77.276,22.724,92.760,7.240,11.69,224,0.875,bilinear,+7.536,+3.674,+1
vgg13,77.234,22.766,92.702,7.298,133.05,224,0.875,bilinear,+7.296,+3.444,-1
vgg11,76.397,23.603,92.171,7.829,132.86,224,0.875,bilinear,+7.349,+3.535,0
regnetx_002,76.102,23.898,92.205,7.795,2.68,224,0.875,bicubic,+7.352,+3.645,0
dla60x_c,75.656,24.344,92.164,7.836,1.32,224,0.875,bilinear,+7.744,+3.746,+1
tf_mobilenetv3_small_100,74.736,25.264,91.274,8.726,2.54,224,0.875,bilinear,+6.810,+3.598,-1
dla46x_c,73.645,26.355,91.110,8.890,1.07,224,0.875,bilinear,+7.669,+4.122,0
tf_mobilenetv3_small_075,72.816,27.184,90.031,9.969,2.04,224,0.875,bilinear,+7.096,+3.895,0
dla46_c,72.607,27.393,90.495,9.505,1.30,224,0.875,bilinear,+7.737,+4.201,0
tf_mobilenetv3_small_minimal_100,70.107,29.893,88.516,11.485,2.04,224,0.875,bilinear,+7.199,+4.270,0