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_512,90.691,9.309,98.751,1.249,305.67,512,1.000,bicubic,+2.089,+0.095,0
beit_large_patch16_384,90.610,9.390,98.766,1.234,305.00,384,1.000,bicubic,+2.206,+0.158,0
tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.215,+0.131,0
tf_efficientnet_l2_ns_475,90.540,9.460,98.710,1.290,480.31,475,0.936,bicubic,+2.308,+0.164,0
convnext_xlarge_384_in22ft1k,90.452,9.548,98.672,1.328,350.20,384,1.000,bicubic,+2.908,+0.182,0
beit_base_patch16_384,90.371,9.629,98.725,1.275,86.74,384,1.000,bicubic,+3.573,+0.589,+6
convnext_large_384_in22ft1k,90.256,9.744,98.663,1.337,197.77,384,1.000,bicubic,+2.858,+0.297,0
vit_large_patch16_384,90.198,9.802,98.661,1.339,304.72,384,1.000,bicubic,+3.118,+0.359,+1
cait_m48_448,90.187,9.813,98.484,1.516,356.46,448,1.000,bicubic,+3.703,+0.732,+6
beit_large_patch16_224,90.153,9.847,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.417,-4
convnext_base_384_in22ft1k,90.142,9.858,98.728,1.272,88.59,384,1.000,bicubic,+3.576,+0.530,+3
tf_efficientnet_b7_ns,90.104,9.896,98.614,1.386,66.35,600,0.949,bicubic,+3.264,+0.520,-1
cait_m36_384,90.044,9.956,98.493,1.507,271.22,384,1.000,bicubic,+3.992,+0.763,+11
dm_nfnet_f6,90.044,9.956,98.546,1.454,438.36,576,0.956,bicubic,+3.900,+0.816,+8
swin_large_patch4_window12_384,90.027,9.973,98.663,1.337,196.74,384,1.000,bicubic,+2.879,+0.423,-7
tf_efficientnetv2_l_in21ft1k,90.008,9.992,98.619,1.381,118.52,480,1.000,bicubic,+3.704,+0.641,+4
swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.639,0
vit_base_patch16_384,89.984,10.016,98.680,1.319,86.86,384,1.000,bicubic,+3.978,+0.678,+7
convnext_xlarge_in22ft1k,89.937,10.063,98.570,1.431,350.20,224,0.875,bicubic,+2.929,+0.362,-9
xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.886,+0.700,+6
cait_s36_384,89.844,10.156,98.424,1.576,68.37,384,1.000,bicubic,+4.382,+0.944,+17
xcit_medium_24_p8_384_dist,89.814,10.186,98.362,1.638,84.32,384,1.000,bicubic,+4.000,+0.770,+7
convnext_large_in22ft1k,89.807,10.193,98.499,1.501,197.77,224,0.875,bicubic,+3.181,+0.467,-10
swin_large_patch4_window7_224,89.796,10.204,98.642,1.358,196.53,224,0.900,bicubic,+3.478,+0.750,-5
vit_large_r50_s32_384,89.794,10.206,98.516,1.484,329.09,384,1.000,bicubic,+3.612,+0.598,-4
tf_efficientnetv2_m_in21ft1k,89.779,10.221,98.501,1.499,54.14,480,1.000,bicubic,+4.187,+0.755,+8
tf_efficientnet_b6_ns,89.777,10.223,98.512,1.488,43.04,528,0.942,bicubic,+3.327,+0.630,-11
xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.187,+0.850,+7
xcit_large_24_p16_384_dist,89.662,10.338,98.401,1.599,189.10,384,1.000,bicubic,+3.906,+0.863,+3
tf_efficientnet_b5_ns,89.653,10.347,98.480,1.520,30.39,456,0.934,bicubic,+3.563,+0.730,-7
convnext_base_in22ft1k,89.624,10.376,98.529,1.471,88.59,224,0.875,bicubic,+3.828,+0.663,-1
tf_efficientnetv2_xl_in21ft1k,89.587,10.413,98.174,1.825,208.12,512,1.000,bicubic,+3.169,+0.308,-14
tf_efficientnet_b8_ap,89.581,10.419,98.303,1.697,87.41,672,0.954,bicubic,+4.211,+1.011,+10
dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.781,-1
xcit_small_12_p8_384_dist,89.517,10.483,98.303,1.697,26.21,384,1.000,bicubic,+4.435,+1.023,+15
xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.814,+7
cait_s24_384,89.504,10.496,98.365,1.635,47.06,384,1.000,bicubic,+4.456,+1.017,+17
dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.961,+0.937,-2
xcit_medium_24_p16_384_dist,89.476,10.524,98.296,1.704,84.40,384,1.000,bicubic,+4.056,+0.890,+2
dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.650,+0.838,-12
deit_base_distilled_patch16_384,89.429,10.571,98.439,1.561,87.63,384,1.000,bicubic,+4.007,+1.107,-1
tf_efficientnet_b7_ap,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.309,+1.093,+6
vit_base_patch8_224,89.425,10.575,98.486,1.514,86.58,224,0.900,bicubic,+3.633,+0.694,-12
beit_base_patch16_224,89.408,10.592,98.525,1.475,86.53,224,0.900,bicubic,+4.180,+0.869,+2
regnetz_e8,89.380,10.620,98.459,1.542,57.70,320,1.000,bicubic,+4.350,+1.195,+11
tf_efficientnetv2_l,89.370,10.630,98.273,1.727,118.52,480,1.000,bicubic,+3.880,+0.901,-9
tf_efficientnet_b8,89.352,10.648,98.303,1.697,87.41,672,0.954,bicubic,+3.986,+0.911,-3
tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+17
vit_large_patch16_224,89.316,10.684,98.394,1.606,304.33,224,0.900,bicubic,+3.472,+0.570,-22
tf_efficientnet_b4_ns,89.303,10.697,98.347,1.653,19.34,380,0.922,bicubic,+4.141,+0.877,-3
xcit_small_24_p16_384_dist,89.299,10.701,98.328,1.672,47.67,384,1.000,bicubic,+4.205,+1.018,-1
xcit_medium_24_p8_224_dist,89.286,10.714,98.189,1.810,84.32,224,1.000,bicubic,+4.218,+0.911,0
tf_efficientnetv2_m,89.284,10.716,98.236,1.764,54.14,480,1.000,bicubic,+4.248,+0.958,+2
xcit_small_24_p8_224_dist,89.201,10.799,98.243,1.757,47.63,224,1.000,bicubic,+4.327,+1.055,+9
xcit_small_12_p16_384_dist,89.199,10.801,98.219,1.781,26.25,384,1.000,bicubic,+4.493,+1.101,+12
swin_base_patch4_window7_224,89.145,10.855,98.422,1.578,87.77,224,0.900,bicubic,+3.895,+0.862,-11
cait_xs24_384,89.143,10.857,98.292,1.708,26.67,384,1.000,bicubic,+5.081,+1.404,+34
eca_nfnet_l2,89.141,10.859,98.315,1.685,56.72,384,1.000,bicubic,+4.445,+1.051,+10
ig_resnext101_32x48d,89.118,10.882,98.132,1.868,828.41,224,0.875,bilinear,+3.682,+0.556,-20
ig_resnext101_32x32d,89.107,10.893,98.185,1.815,468.53,224,0.875,bilinear,+4.005,+0.751,-11
tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.149,+0.979,-1
ecaresnet269d,89.066,10.934,98.232,1.768,102.09,352,1.000,bicubic,+4.090,+1.006,-4
xcit_large_24_p16_224_dist,89.039,10.961,98.061,1.939,189.10,224,1.000,bicubic,+4.121,+0.929,-2
resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.617,+1.095,+12
dm_nfnet_f2,89.007,10.993,98.189,1.810,193.78,352,0.920,bicubic,+3.943,+0.950,-12
xcit_small_12_p8_224_dist,89.004,10.996,98.081,1.919,26.21,224,1.000,bicubic,+4.772,+1.209,+19
efficientnetv2_rw_m,88.985,11.015,98.213,1.787,53.24,416,1.000,bicubic,+4.175,+1.067,-3
tf_efficientnet_b5_ap,88.940,11.060,98.164,1.836,30.39,456,0.934,bicubic,+4.684,+1.186,+16
dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.301,+1.017,0
tf_efficientnetv2_s_in21ft1k,88.902,11.098,98.279,1.721,21.46,384,1.000,bicubic,+4.604,+1.025,+9
regnetz_d8,88.857,11.143,98.189,1.810,23.37,320,1.000,bicubic,+4.805,+1.195,+21
vit_base_patch16_224,88.857,11.143,98.228,1.772,86.57,224,0.900,bicubic,+4.331,+0.930,-2
resnetrs420,88.842,11.158,98.034,1.966,191.89,416,1.000,bicubic,+3.832,+0.910,-16
resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.400,+1.164,0
ig_resnext101_32x16d,88.825,11.175,98.049,1.951,194.03,224,0.875,bilinear,+4.653,+0.851,+12
vit_small_r26_s32_384,88.817,11.184,98.341,1.659,36.47,384,1.000,bicubic,+4.770,+1.011,+18
vit_base_r50_s16_384,88.808,11.192,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.942,-18
xcit_medium_24_p16_224_dist,88.804,11.196,98.038,1.962,84.40,224,1.000,bicubic,+4.524,+1.098,+4
seresnet152d,88.797,11.203,98.174,1.825,66.84,320,1.000,bicubic,+4.439,+1.132,-1
xcit_tiny_24_p8_384_dist,88.780,11.220,98.162,1.838,12.11,384,1.000,bicubic,+5.032,+1.452,+29
swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.969,0
tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.653,+1.178,+7
resnetrs350,88.759,11.241,98.031,1.968,163.96,384,1.000,bicubic,+4.039,+1.043,-17
vit_base_patch16_224_miil,88.740,11.260,98.029,1.971,86.54,224,0.875,bilinear,+4.470,+1.227,-1
resnetv2_152x2_bitm,88.731,11.269,98.307,1.693,236.34,448,1.000,bilinear,+4.223,+0.873,-13
regnety_160,88.701,11.299,98.068,1.932,83.59,288,1.000,bicubic,+5.015,+1.292,+26
pit_b_distilled_224,88.674,11.326,98.091,1.909,74.79,224,0.900,bicubic,+4.532,+1.235,+1
vit_small_patch16_384,88.652,11.348,98.232,1.768,22.20,384,1.000,bicubic,+4.846,+1.132,+19
regnetz_d32,88.652,11.348,98.083,1.917,27.58,320,0.950,bicubic,+4.630,+1.217,+7
eca_nfnet_l1,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.612,+1.104,+7
resnetrs200,88.609,11.391,98.038,1.962,93.21,320,1.000,bicubic,+4.543,+1.164,-1
convnext_large,88.573,11.427,97.852,2.148,197.77,224,0.875,bicubic,+4.277,+0.958,-12
resnetv2_152x4_bitm,88.554,11.446,98.194,1.806,936.53,480,1.000,bilinear,+3.638,+0.752,-31
resnet200d,88.545,11.455,97.959,2.041,64.69,320,1.000,bicubic,+4.583,+1.135,+4
xcit_small_24_p16_224_dist,88.533,11.467,97.999,2.001,47.67,224,1.000,bicubic,+4.671,+1.275,+5
resnest269e,88.524,11.476,98.027,1.973,110.93,416,0.928,bicubic,+4.008,+1.041,-25
crossvit_18_dagger_408,88.473,11.527,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-11
efficientnetv2_rw_s,88.473,11.527,97.972,2.028,23.94,384,1.000,bicubic,+4.663,+1.250,+9
resnetv2_101x3_bitm,88.464,11.536,98.157,1.843,387.93,448,1.000,bilinear,+4.022,+0.775,-26
cait_s24_224,88.456,11.544,97.957,2.043,46.92,224,1.000,bicubic,+4.998,+1.393,+17
resnetv2_50x3_bitm,88.447,11.553,98.198,1.802,217.32,448,1.000,bilinear,+4.433,+1.074,-5
resmlp_big_24_distilled_224,88.443,11.557,97.940,2.060,129.14,224,0.875,bicubic,+4.855,+1.292,+13
resnest200e,88.432,11.568,98.044,1.956,70.20,320,0.909,bicubic,+4.602,+1.150,+1
tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.121,-11
vit_large_r50_s32_224,88.421,11.579,98.087,1.913,328.99,224,0.900,bicubic,+3.991,+0.921,-30
tf_efficientnetv2_s,88.398,11.602,97.927,2.073,21.46,384,1.000,bicubic,+4.512,+1.231,-7
efficientnet_b4,88.366,11.634,97.961,2.039,19.34,384,1.000,bicubic,+4.942,+1.365,+11
resnet152d,88.353,11.647,97.935,2.065,60.21,320,1.000,bicubic,+4.679,+1.197,+6
tf_efficientnet_b4_ap,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.097,+1.499,+16
convnext_base,88.328,11.672,97.792,2.208,88.59,224,0.875,bicubic,+4.512,+1.024,-5
tf_efficientnet_b5,88.321,11.679,97.914,2.086,30.39,456,0.934,bicubic,+4.509,+1.166,-5
crossvit_15_dagger_408,88.308,11.692,97.874,2.127,28.50,408,1.000,bicubic,+4.476,+1.090,-9
resnetrs152,88.251,11.749,97.737,2.263,86.62,320,1.000,bicubic,+4.539,+1.123,-2
xcit_small_12_p16_224_dist,88.251,11.749,97.846,2.154,26.25,224,1.000,bicubic,+4.903,+1.010,+8
deit_base_distilled_patch16_224,88.214,11.786,97.918,2.082,87.34,224,0.900,bicubic,+4.824,+1.432,+4
xcit_tiny_24_p16_384_dist,88.159,11.841,97.946,2.054,12.12,384,1.000,bicubic,+5.589,+1.662,+36
xcit_large_24_p8_224,88.157,11.843,97.389,2.611,188.93,224,1.000,bicubic,+3.765,+0.731,-40
ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.457,+1.224,+28
resnetv2_152x2_bit_teacher_384,88.153,11.848,98.051,1.949,236.34,384,1.000,bicubic,+4.309,+0.933,-18
cait_xxs36_384,88.138,11.862,97.910,2.090,17.37,384,1.000,bicubic,+5.946,+1.764,+54
dm_nfnet_f0,88.127,11.873,97.854,2.146,71.49,256,0.900,bicubic,+4.741,+1.280,-1
xcit_tiny_12_p8_384_dist,88.101,11.899,97.918,2.082,6.71,384,1.000,bicubic,+5.709,+1.696,+38
swsl_resnext101_32x4d,88.099,11.901,97.970,2.030,44.18,224,0.875,bilinear,+4.863,+1.206,+3
convnext_small,88.048,11.952,97.779,2.220,50.22,224,0.875,bicubic,+4.922,+1.355,+6
xcit_tiny_24_p8_224_dist,88.039,11.961,97.814,2.186,12.11,224,1.000,bicubic,+5.477,+1.646,+28
eca_nfnet_l0,87.973,12.027,97.874,2.127,24.14,288,1.000,bicubic,+5.395,+1.382,+25
nfnet_l0,87.971,12.029,97.869,2.131,35.07,288,1.000,bicubic,+5.219,+1.351,+16
xcit_small_24_p8_224,87.969,12.031,97.581,2.419,47.63,224,1.000,bicubic,+4.127,+0.945,-26
tf_efficientnet_b4,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.939,+1.439,+6
resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.462,+6
regnety_032,87.933,12.067,97.891,2.109,19.44,288,1.000,bicubic,+5.207,+1.467,+13
vit_base_patch32_384,87.907,12.093,98.010,1.990,88.30,384,1.000,bicubic,+4.559,+1.596,-9
twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-20
twins_pcpvt_large,87.879,12.121,97.859,2.142,60.99,224,0.900,bicubic,+4.743,+1.257,-6
regnetz_c16,87.858,12.142,97.818,2.182,13.46,320,0.940,bicubic,+5.340,+1.458,+21
deit_base_patch16_384,87.841,12.159,97.510,2.490,86.86,384,1.000,bicubic,+4.735,+1.140,-4
xcit_small_12_p8_224,87.828,12.172,97.566,2.434,26.21,224,1.000,bicubic,+4.484,+1.086,-13
tresnet_xl_448,87.796,12.204,97.457,2.543,78.44,448,0.875,bilinear,+4.742,+1.285,-4
resnetv2_50x1_bit_distilled,87.792,12.208,97.903,2.097,25.55,224,0.875,bicubic,+4.964,+1.377,+1
tresnet_m,87.738,12.262,97.521,2.479,31.39,224,0.875,bilinear,+4.666,+1.403,-7
twins_pcpvt_base,87.732,12.268,97.726,2.274,43.83,224,0.900,bicubic,+5.028,+1.378,+4
gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.511,+15
resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.349,+1.421,+22
swin_small_patch4_window7_224,87.668,12.332,97.566,2.434,49.61,224,0.900,bicubic,+4.454,+1.242,-17
efficientnetv2_rw_t,87.644,12.356,97.688,2.312,13.65,288,1.000,bicubic,+5.300,+1.492,+19
pnasnet5large,87.642,12.358,97.487,2.513,86.06,331,0.911,bicubic,+4.854,+1.447,-4
twins_svt_base,87.642,12.358,97.523,2.477,56.07,224,0.900,bicubic,+4.506,+1.103,-18
swsl_resnext101_32x16d,87.608,12.392,97.818,2.182,194.03,224,0.875,bilinear,+4.252,+0.976,-28
jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.054,+1.151,-32
xcit_medium_24_p8_224,87.604,12.396,97.197,2.803,84.32,224,1.000,bicubic,+3.868,+0.803,-40
swsl_resnext50_32x4d,87.595,12.405,97.654,2.346,25.03,224,0.875,bilinear,+5.421,+1.422,+24
levit_384,87.557,12.443,97.549,2.451,39.13,224,0.900,bicubic,+4.969,+1.527,-3
tf_efficientnet_b2_ns,87.555,12.445,97.628,2.372,9.11,260,0.890,bicubic,+5.175,+1.380,+8
ecaresnet50t,87.542,12.458,97.643,2.357,25.57,320,0.950,bicubic,+5.194,+1.505,+9
jx_nest_small,87.495,12.505,97.519,2.481,38.35,224,0.875,bicubic,+4.375,+1.191,-24
resnetv2_152x2_bit_teacher,87.493,12.507,97.814,2.186,236.34,224,0.875,bicubic,+4.621,+1.244,-17
resnet152,87.457,12.543,97.402,2.598,60.19,224,0.950,bicubic,+4.633,+1.268,-16
fbnetv3_g,87.452,12.548,97.549,2.451,16.62,288,0.950,bilinear,+5.406,+1.485,+23
resnet61q,87.439,12.561,97.600,2.400,36.85,288,1.000,bicubic,+4.913,+1.466,-5
efficientnet_b3,87.435,12.565,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+12
cait_xxs24_384,87.412,12.588,97.619,2.381,12.03,384,1.000,bicubic,+6.448,+1.973,+74
resnet51q,87.401,12.599,97.585,2.415,35.70,288,1.000,bilinear,+5.039,+1.405,0
coat_lite_small,87.380,12.620,97.368,2.632,19.84,224,0.900,bicubic,+5.070,+1.520,+4
xcit_tiny_24_p8_224,87.377,12.623,97.628,2.372,12.11,224,1.000,bicubic,+5.486,+1.650,+24
tresnet_l_448,87.375,12.625,97.487,2.513,55.99,448,0.875,bilinear,+5.105,+1.509,+6
nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.724,+1.371,-18
crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.383,-12
convnext_tiny,87.339,12.661,97.436,2.564,28.59,224,0.875,bicubic,+5.275,+1.602,+10
crossvit_18_240,87.318,12.682,97.483,2.517,43.27,240,0.875,bicubic,+4.918,+1.429,-10
resnetv2_101,87.316,12.684,97.323,2.677,44.54,224,0.950,bicubic,+5.274,+1.461,+12
ecaresnet101d,87.288,12.712,97.558,2.442,44.57,224,0.875,bicubic,+5.116,+1.510,+5
resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.396,+1.240,-34
pit_s_distilled_224,87.273,12.727,97.500,2.500,24.04,224,0.900,bicubic,+5.277,+1.704,+10
resnetrs101,87.249,12.751,97.455,2.545,63.62,288,0.940,bicubic,+4.961,+1.447,-4
mixer_b16_224_miil,87.230,12.770,97.410,2.590,59.88,224,0.875,bilinear,+4.926,+1.694,-7
tresnet_xl,87.228,12.772,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+4
xcit_tiny_12_p8_224_dist,87.222,12.778,97.444,2.556,6.71,224,1.000,bicubic,+6.014,+1.842,+41
convit_base,87.207,12.793,97.286,2.714,86.54,224,0.875,bicubic,+4.913,+1.352,-9
xcit_tiny_12_p16_384_dist,87.200,12.800,97.466,2.534,6.72,384,1.000,bicubic,+6.256,+2.056,+57
tf_efficientnet_b3_ap,87.194,12.806,97.380,2.620,12.23,300,0.904,bicubic,+5.368,+1.756,+11
visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.079,+1.447,-4
crossvit_15_dagger_240,87.170,12.830,97.438,2.562,28.21,240,0.875,bicubic,+4.844,+1.480,-16
xcit_small_24_p16_224,87.132,12.868,97.263,2.737,47.67,224,1.000,bicubic,+4.550,+1.259,-33
resnet101,87.081,12.919,97.263,2.737,44.55,224,0.950,bicubic,+5.149,+1.497,+3
convit_small,87.053,12.947,97.348,2.652,27.78,224,0.875,bicubic,+5.629,+1.606,+21
crossvit_15_240,87.051,12.949,97.423,2.577,27.53,240,0.875,bicubic,+5.507,+1.735,+13
tf_efficientnetv2_b3,87.027,12.973,97.303,2.697,14.36,300,0.904,bicubic,+5.059,+1.523,-1
jx_nest_tiny,87.012,12.988,97.378,2.622,17.06,224,0.875,bicubic,+5.590,+1.762,+19
regnetz_b16,87.012,12.988,97.427,2.573,9.72,288,0.940,bicubic,+6.296,+1.949,+58
xcit_small_12_p16_224,87.012,12.988,97.246,2.754,26.25,224,1.000,bicubic,+5.036,+1.428,-5
deit_small_distilled_patch16_224,86.995,13.005,97.316,2.684,22.44,224,0.900,bicubic,+5.791,+1.938,+28
resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.835,+1.788,+29
xcit_large_24_p16_224,86.955,13.045,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.041,-56
xcit_medium_24_p16_224,86.938,13.062,97.101,2.899,84.40,224,1.000,bicubic,+4.300,+1.125,-47
tnt_s_patch16_224,86.903,13.097,97.365,2.635,23.76,224,0.900,bicubic,+5.387,+1.619,+6
vit_small_patch16_224,86.867,13.133,97.613,2.387,22.05,224,0.900,bicubic,+5.471,+1.479,+12
ssl_resnext101_32x16d,86.865,13.135,97.519,2.481,194.03,224,0.875,bilinear,+5.011,+1.425,-7
vit_small_r26_s32_224,86.859,13.141,97.530,2.470,36.43,224,0.900,bicubic,+5.003,+1.510,-9
convmixer_1536_20,86.850,13.150,97.348,2.652,51.63,224,0.960,bicubic,+5.484,+1.734,+12
rexnet_200,86.844,13.156,97.276,2.724,16.37,224,0.875,bicubic,+5.216,+1.608,-4
tf_efficientnet_b3,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,-6
deit_base_patch16_224,86.831,13.169,97.049,2.951,86.57,224,0.900,bicubic,+4.837,+1.315,-18
swsl_resnet50,86.825,13.175,97.496,2.504,25.56,224,0.875,bilinear,+5.654,+1.518,+17
tresnet_m_448,86.814,13.186,97.216,2.784,31.39,448,0.875,bilinear,+5.110,+1.642,-12
tf_efficientnet_lite4,86.803,13.197,97.265,2.735,13.01,380,0.920,bilinear,+5.267,+1.597,-5
ssl_resnext101_32x8d,86.801,13.199,97.472,2.528,88.79,224,0.875,bilinear,+5.193,+1.430,-9
coat_mini,86.795,13.205,97.158,2.842,10.34,224,0.900,bicubic,+5.531,+1.764,+8
tresnet_l,86.763,13.237,97.269,2.731,55.99,224,0.875,bilinear,+5.273,+1.645,-4
twins_svt_small,86.758,13.242,97.180,2.820,24.06,224,0.900,bicubic,+5.074,+1.508,-16
crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.521,+1.290,-37
levit_256,86.728,13.272,97.256,2.744,18.89,224,0.900,bicubic,+5.222,+1.764,-8
seresnext50_32x4d,86.694,13.306,97.218,2.782,27.56,224,0.875,bicubic,+5.436,+1.590,+4
crossvit_small_240,86.692,13.308,97.273,2.727,26.86,240,0.875,bicubic,+5.670,+1.816,+17
halo2botnet50ts_256,86.686,13.314,97.096,2.904,22.64,256,0.950,bicubic,+4.624,+1.454,-35
pit_b_224,86.684,13.316,96.898,3.102,73.76,224,0.900,bicubic,+4.240,+1.186,-57
tf_efficientnet_b1_ns,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.283,+1.642,-7
swin_tiny_patch4_window7_224,86.660,13.340,97.197,2.803,28.29,224,0.900,bicubic,+5.286,+1.655,-7
wide_resnet50_2,86.645,13.355,97.207,2.793,68.88,224,0.875,bicubic,+5.193,+1.677,-13
gernet_l,86.641,13.359,97.190,2.810,31.08,256,0.875,bilinear,+5.295,+1.658,-7
efficientnet_el,86.632,13.368,97.175,2.825,10.59,300,0.904,bicubic,+5.326,+1.649,-6
twins_pcpvt_small,86.624,13.376,97.340,2.660,24.11,224,0.900,bicubic,+5.536,+1.700,+6
resmlp_24_distilled_224,86.620,13.380,97.141,2.859,30.02,224,0.875,bicubic,+5.856,+1.917,+22
nf_resnet50,86.605,13.395,97.291,2.709,25.56,288,0.940,bicubic,+5.951,+1.957,+25
resnest50d_4s2x40d,86.588,13.412,97.267,2.733,30.42,224,0.875,bicubic,+5.478,+1.703,0
efficientnet_b3_pruned,86.579,13.421,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.946,+16
sehalonet33ts,86.568,13.432,97.004,2.995,13.69,256,0.940,bicubic,+5.602,+1.732,+7
sebotnet33ts_256,86.568,13.432,96.791,3.209,13.70,256,0.940,bicubic,+5.414,+1.623,-4
repvgg_b3,86.562,13.438,97.141,2.859,123.09,224,0.875,bilinear,+6.066,+1.877,+26
xcit_tiny_24_p16_224_dist,86.536,13.464,97.218,2.782,12.12,224,1.000,bicubic,+6.088,+2.002,+31
halonet50ts,86.502,13.498,97.152,2.848,22.73,256,0.940,bicubic,+4.844,+1.542,-36
ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.553,+1.744,+7
ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.868,+1.866,+19
gcresnet50t,86.468,13.532,97.141,2.859,25.90,256,0.900,bicubic,+5.530,+1.689,+4
gluon_resnet152_v1s,86.466,13.534,97.113,2.887,60.32,224,0.875,bicubic,+5.444,+1.699,-3
haloregnetz_b,86.464,13.536,96.943,3.057,11.68,224,0.940,bicubic,+5.412,+1.749,-7
resnest50d_1s4x24d,86.445,13.556,97.150,2.850,25.68,224,0.875,bicubic,+5.459,+1.830,-4
resnetv2_50x1_bitm,86.442,13.558,97.600,2.400,25.55,448,1.000,bilinear,+6.100,+1.920,+29
repvgg_b3g4,86.361,13.639,97.054,2.946,83.83,224,0.875,bilinear,+6.149,+1.948,+40
lamhalobotnet50ts_256,86.355,13.645,97.062,2.938,22.57,256,0.950,bicubic,+4.805,+1.560,-41
cait_xxs36_224,86.340,13.660,97.113,2.887,17.30,224,1.000,bicubic,+6.590,+2.243,+65
legacy_senet154,86.340,13.660,96.923,3.077,115.09,224,0.875,bilinear,+5.030,+1.433,-28
resnext50_32x4d,86.331,13.669,96.964,3.036,25.03,224,0.950,bicubic,+5.227,+1.638,-17
gernet_m,86.329,13.671,97.096,2.904,21.14,224,0.875,bilinear,+5.583,+1.912,+2
pit_s_224,86.323,13.677,97.047,2.953,23.46,224,0.900,bicubic,+5.225,+1.717,-18
vit_small_patch32_384,86.314,13.686,97.419,2.581,22.92,384,1.000,bicubic,+5.830,+1.821,+10
efficientnet_b2,86.308,13.692,96.990,3.010,9.11,288,1.000,bicubic,+5.696,+1.676,+3
gluon_senet154,86.272,13.729,96.947,3.053,115.09,224,0.875,bicubic,+5.040,+1.599,-30
resnest50d,86.240,13.761,97.066,2.934,27.48,224,0.875,bilinear,+5.262,+1.688,-15
convmixer_768_32,86.225,13.775,97.034,2.966,21.11,224,0.960,bicubic,+6.061,+1.962,+33
ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.394,+1.701,-8
efficientnet_el_pruned,86.201,13.799,97.026,2.974,10.59,300,0.904,bicubic,+5.899,+1.808,+19
cspdarknet53,86.184,13.816,97.013,2.987,27.64,256,0.887,bilinear,+6.122,+1.929,+35
inception_v4,86.167,13.833,96.915,3.085,42.68,299,0.875,bicubic,+5.997,+1.945,+28
rexnet_150,86.156,13.844,97.062,2.938,9.73,224,0.875,bicubic,+5.846,+1.896,+15
inception_resnet_v2,86.135,13.865,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.735,+4
xcit_tiny_12_p8_224,86.105,13.895,97.084,2.917,6.71,224,1.000,bicubic,+6.411,+2.029,+53
tf_efficientnet_el,86.088,13.912,96.957,3.042,10.59,300,0.904,bicubic,+5.838,+1.828,+17
ssl_resnext50_32x4d,86.077,13.923,97.212,2.788,25.03,224,0.875,bilinear,+5.761,+1.802,+10
gluon_resnet101_v1s,86.058,13.942,97.024,2.976,44.67,224,0.875,bicubic,+5.756,+1.864,+11
ecaresnetlight,86.058,13.942,97.064,2.936,30.16,224,0.875,bicubic,+5.596,+1.812,-1
lambda_resnet50ts,86.039,13.961,96.744,3.256,21.54,256,0.950,bicubic,+4.889,+1.640,-38
gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.126,+1.681,-23
resnetv2_50,86.022,13.978,96.898,3.102,25.55,224,0.950,bicubic,+5.602,+1.824,-2
seresnet33ts,86.009,13.991,97.011,2.989,19.78,256,0.900,bicubic,+5.653,+1.903,+1
gcresnext50ts,86.007,13.993,96.964,3.036,15.67,256,0.900,bicubic,+5.429,+1.794,-13
resnet50d,85.996,14.004,96.985,3.015,25.58,224,0.875,bicubic,+5.470,+1.823,-13
ecaresnet26t,85.981,14.019,97.039,2.961,16.01,320,0.950,bicubic,+6.133,+1.955,+32
tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.673,+1.782,+4
gluon_seresnext101_64x4d,85.956,14.044,96.979,3.021,88.23,224,0.875,bicubic,+5.078,+1.681,-29
vit_base_patch32_224,85.956,14.044,97.128,2.872,88.22,224,0.900,bicubic,+5.234,+1.562,-24
fbnetv3_d,85.926,14.074,97.026,2.974,10.31,256,0.950,bilinear,+6.244,+2.076,+39
gluon_resnet152_v1d,85.915,14.085,96.810,3.190,60.21,224,0.875,bicubic,+5.439,+1.602,-16
vit_large_patch32_384,85.911,14.089,97.368,2.632,306.63,384,1.000,bicubic,+4.401,+1.274,-71
tf_efficientnetv2_b2,85.900,14.100,96.889,3.111,10.10,260,0.890,bicubic,+5.694,+1.847,+5
tf_efficientnet_b2,85.898,14.102,96.862,3.139,9.11,260,0.890,bicubic,+5.818,+1.954,+11
resnet50_gn,85.883,14.117,96.849,3.151,25.56,224,0.940,bicubic,+5.831,+1.903,+12
vit_base_patch16_sam_224,85.877,14.123,96.697,3.303,86.57,224,0.900,bicubic,+5.635,+1.941,-2
seresnet50,85.853,14.147,97.009,2.991,28.09,224,0.875,bicubic,+5.589,+1.937,-5
repvgg_b2g4,85.849,14.151,96.812,3.188,61.76,224,0.875,bilinear,+6.479,+2.126,+47
gluon_resnet101_v1d,85.847,14.153,96.663,3.337,44.57,224,0.875,bicubic,+5.431,+1.647,-18
gcresnet33ts,85.808,14.192,96.900,3.100,19.88,256,0.900,bicubic,+5.724,+1.900,+4
mixnet_xl,85.791,14.209,96.712,3.288,11.90,224,0.875,bicubic,+5.315,+1.778,-25
ens_adv_inception_resnet_v2,85.778,14.222,96.757,3.243,55.84,299,0.897,bicubic,+5.798,+1.819,+8
cspresnext50,85.748,14.252,96.840,3.160,20.57,224,0.875,bilinear,+5.698,+1.894,+5
tf_efficientnet_lite3,85.746,14.254,96.889,3.111,8.20,300,0.904,bilinear,+5.928,+1.975,+18
ese_vovnet39b,85.744,14.256,96.894,3.107,24.57,224,0.875,bicubic,+6.434,+2.178,+43
legacy_seresnext101_32x4d,85.744,14.256,96.757,3.243,48.96,224,0.875,bilinear,+5.516,+1.743,-11
gluon_resnext101_32x4d,85.744,14.256,96.635,3.365,44.18,224,0.875,bicubic,+5.404,+1.709,-20
xcit_tiny_24_p16_224,85.740,14.260,96.938,3.062,12.12,224,1.000,bicubic,+6.292,+2.052,+35
eca_resnet33ts,85.738,14.262,96.900,3.100,19.68,256,0.900,bicubic,+5.654,+1.930,-6
cspresnet50,85.723,14.277,96.799,3.200,21.62,256,0.887,bilinear,+6.143,+2.096,+25
regnety_320,85.723,14.277,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-49
resnet50,85.716,14.284,96.492,3.508,25.56,224,0.950,bicubic,+5.344,+1.882,-30
resmlp_big_24_224,85.697,14.303,96.424,3.576,129.14,224,0.875,bicubic,+4.665,+1.404,-65
xception71,85.693,14.307,96.776,3.224,42.34,299,0.903,bicubic,+5.821,+1.854,+1
gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-45
efficientnet_em,85.682,14.318,96.943,3.057,6.90,240,0.882,bicubic,+6.432,+2.147,+42
deit_small_patch16_224,85.676,14.324,96.904,3.096,22.05,224,0.900,bicubic,+5.810,+1.858,0
pit_xs_distilled_224,85.654,14.345,96.665,3.335,11.00,224,0.900,bicubic,+6.350,+2.299,+34
dpn107,85.650,14.350,96.723,3.277,86.92,224,0.875,bicubic,+5.478,+1.817,-20
efficientnet_b2_pruned,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.892,-9
resmlp_36_224,85.618,14.382,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.909,+2
ecaresnet50d_pruned,85.576,14.425,96.938,3.062,19.94,224,0.875,bicubic,+5.866,+2.058,+5
gluon_resnet152_v1c,85.573,14.427,96.646,3.354,60.21,224,0.875,bicubic,+5.661,+1.798,-10
levit_192,85.569,14.431,96.742,3.258,10.95,224,0.900,bicubic,+5.737,+1.956,-4
resnext50d_32x4d,85.567,14.433,96.748,3.252,25.05,224,0.875,bicubic,+5.897,+1.884,+6
tf_efficientnetv2_b1,85.561,14.439,96.727,3.273,8.14,240,0.882,bicubic,+6.099,+2.001,+15
regnety_120,85.546,14.454,96.785,3.215,51.82,224,0.875,bicubic,+5.176,+1.661,-44
fbnetv3_b,85.522,14.478,96.862,3.139,8.60,256,0.950,bilinear,+6.372,+2.116,+37
regnetx_320,85.518,14.482,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.647,-34
nf_regnet_b1,85.505,14.495,96.789,3.211,10.22,288,0.900,bicubic,+6.217,+2.039,+24
dpn92,85.503,14.497,96.629,3.371,37.67,224,0.875,bicubic,+5.487,+1.801,-22
rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+6
gluon_resnet152_v1b,85.465,14.536,96.556,3.444,60.19,224,0.875,bicubic,+5.788,+1.818,-3
resnetrs50,85.458,14.542,96.733,3.267,35.69,224,0.910,bicubic,+5.568,+1.767,-20
dpn131,85.394,14.606,96.637,3.363,79.25,224,0.875,bicubic,+5.570,+1.929,-14
regnetx_160,85.388,14.612,96.637,3.363,54.28,224,0.875,bicubic,+5.540,+1.807,-17
dla102x2,85.379,14.621,96.627,3.373,41.28,224,0.875,bilinear,+5.929,+1.993,+5
gmlp_s16_224,85.351,14.649,96.646,3.354,19.42,224,0.875,bicubic,+5.709,+2.022,-5
gluon_seresnext50_32x4d,85.336,14.664,96.671,3.329,27.56,224,0.875,bicubic,+5.420,+1.837,-27
botnet26t_256,85.332,14.668,96.631,3.369,12.49,256,0.950,bicubic,+6.080,+2.103,+17
skresnext50_32x4d,85.317,14.683,96.392,3.608,27.48,224,0.875,bicubic,+5.165,+1.748,-39
dpn98,85.309,14.691,96.471,3.529,61.57,224,0.875,bicubic,+5.665,+1.873,-10
xception65,85.309,14.691,96.639,3.361,39.92,299,0.903,bicubic,+5.761,+1.983,-7
gluon_resnet101_v1c,85.304,14.696,96.407,3.593,44.57,224,0.875,bicubic,+5.772,+1.827,-7
lambda_resnet26t,85.300,14.700,96.725,3.275,10.96,256,0.940,bicubic,+6.204,+2.137,+22
regnety_064,85.287,14.713,96.644,3.356,30.58,224,0.875,bicubic,+5.567,+1.880,-22
resnetblur50,85.287,14.713,96.520,3.480,25.56,224,0.875,bicubic,+5.979,+1.886,+1
dpn68b,85.287,14.713,96.464,3.536,12.61,224,0.875,bicubic,+6.073,+2.050,+15
resmlp_24_224,85.268,14.732,96.494,3.506,30.02,224,0.875,bicubic,+5.886,+1.948,-5
coat_lite_mini,85.253,14.747,96.678,3.322,11.01,224,0.900,bicubic,+6.161,+2.072,+18
regnety_080,85.242,14.758,96.633,3.367,39.18,224,0.875,bicubic,+5.362,+1.803,-36
resnet33ts,85.225,14.775,96.629,3.371,19.68,256,0.900,bicubic,+6.013,+2.057,+10
cait_xxs24_224,85.223,14.777,96.716,3.284,11.96,224,1.000,bicubic,+6.839,+2.406,+50
xcit_tiny_12_p16_224_dist,85.204,14.796,96.597,3.403,6.72,224,1.000,bicubic,+6.630,+2.399,+35
halonet26t,85.200,14.800,96.464,3.536,12.48,256,0.950,bicubic,+6.084,+2.152,+11
resnext101_32x8d,85.195,14.805,96.451,3.549,88.79,224,0.875,bilinear,+5.879,+1.933,-9
gluon_inception_v3,85.180,14.819,96.526,3.474,23.83,299,0.875,bicubic,+6.374,+2.154,+24
resnet32ts,85.161,14.839,96.622,3.378,17.96,256,0.900,bicubic,+6.147,+2.266,+15
hrnet_w48,85.153,14.847,96.492,3.508,77.47,224,0.875,bilinear,+5.853,+1.980,-6
gluon_xception65,85.151,14.849,96.597,3.403,39.92,299,0.903,bicubic,+5.435,+1.737,-34
gluon_resnet101_v1b,85.144,14.856,96.368,3.632,44.55,224,0.875,bicubic,+5.840,+1.846,-10
eca_halonext26ts,85.127,14.873,96.586,3.414,10.76,256,0.940,bicubic,+5.639,+1.990,-23
regnetx_120,85.127,14.873,96.473,3.527,46.11,224,0.875,bicubic,+5.535,+1.739,-29
tf_efficientnet_b1_ap,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.849,+2.099,-9
eca_botnext26ts_256,85.121,14.879,96.511,3.489,10.59,256,0.950,bicubic,+5.849,+1.895,-9
xception,85.119,14.881,96.471,3.529,22.86,299,0.897,bicubic,+6.071,+2.079,+6
hrnet_w64,85.112,14.888,96.744,3.256,128.06,224,0.875,bilinear,+5.644,+2.090,-27
ssl_resnet50,85.102,14.899,96.862,3.139,25.56,224,0.875,bilinear,+5.882,+2.030,-9
lambda_resnet26rpt_256,85.097,14.903,96.560,3.440,10.99,256,0.940,bicubic,+6.129,+2.132,+7
res2net101_26w_4s,85.095,14.905,96.385,3.615,45.21,224,0.875,bilinear,+5.897,+1.947,-6
tf_efficientnet_cc_b1_8e,85.063,14.937,96.419,3.580,39.72,240,0.882,bicubic,+5.757,+2.049,-21
xcit_nano_12_p8_384_dist,85.027,14.973,96.631,3.369,3.05,384,1.000,bicubic,+7.209,+2.587,+61
resnest26d,85.010,14.990,96.635,3.365,17.07,224,0.875,bilinear,+6.526,+2.341,+20
gluon_resnext50_32x4d,85.010,14.990,96.428,3.572,25.03,224,0.875,bicubic,+5.642,+2.002,-27
tf_efficientnet_b0_ns,84.986,15.014,96.503,3.497,5.29,224,0.875,bicubic,+6.328,+2.127,+12
coat_tiny,84.969,15.031,96.409,3.591,5.50,224,0.900,bicubic,+6.541,+2.371,+24
regnety_040,84.948,15.052,96.612,3.388,20.65,224,0.875,bicubic,+5.732,+1.956,-17
dla169,84.922,15.078,96.533,3.467,53.39,224,0.875,bilinear,+6.228,+2.197,+8
tf_efficientnet_b1,84.916,15.084,96.364,3.636,7.79,240,0.882,bicubic,+6.096,+2.168,+1
legacy_seresnext50_32x4d,84.894,15.106,96.428,3.572,27.56,224,0.875,bilinear,+5.824,+1.996,-10
hrnet_w44,84.886,15.114,96.432,3.568,67.06,224,0.875,bilinear,+5.986,+2.060,-3
regnetx_080,84.867,15.133,96.432,3.568,39.57,224,0.875,bicubic,+5.667,+1.880,-19
gluon_resnet50_v1s,84.862,15.138,96.443,3.557,25.68,224,0.875,bicubic,+6.154,+2.203,+2
res2net50_26w_8s,84.852,15.148,96.345,3.655,48.40,224,0.875,bilinear,+5.876,+2.167,-10
levit_128,84.843,15.157,96.351,3.649,9.21,224,0.900,bicubic,+6.357,+2.345,+8
vit_tiny_patch16_384,84.828,15.172,96.712,3.288,5.79,384,1.000,bicubic,+6.396,+2.170,+13
gluon_resnet50_v1d,84.826,15.174,96.400,3.600,25.58,224,0.875,bicubic,+5.750,+1.930,-18
dla60_res2next,84.824,15.176,96.413,3.587,17.03,224,0.875,bilinear,+6.382,+2.263,+10
mixnet_l,84.820,15.180,96.326,3.674,7.33,224,0.875,bicubic,+5.844,+2.032,-14
dla102x,84.815,15.185,96.548,3.452,26.31,224,0.875,bilinear,+6.301,+2.324,+1
tv_resnet152,84.815,15.185,96.219,3.781,60.19,224,0.875,bilinear,+6.495,+2.183,+15
dla60_res2net,84.809,15.191,96.484,3.517,20.85,224,0.875,bilinear,+6.347,+2.278,+4
pit_xs_224,84.790,15.210,96.492,3.508,10.62,224,0.900,bicubic,+6.602,+2.326,+19
xception41,84.783,15.217,96.415,3.585,26.97,299,0.903,bicubic,+6.275,+2.135,-2
regnetx_064,84.781,15.219,96.492,3.508,26.21,224,0.875,bicubic,+5.715,+2.034,-24
hrnet_w40,84.736,15.264,96.552,3.448,57.56,224,0.875,bilinear,+5.820,+2.078,-19
res2net50_26w_6s,84.730,15.270,96.285,3.715,37.05,224,0.875,bilinear,+6.164,+2.151,-7
repvgg_b2,84.722,15.278,96.469,3.531,89.02,224,0.875,bilinear,+5.930,+2.051,-16
resmlp_12_distilled_224,84.713,15.287,96.223,3.777,15.35,224,0.875,bicubic,+6.771,+2.665,+25
legacy_seresnet152,84.694,15.306,96.413,3.587,66.82,224,0.875,bilinear,+6.038,+2.045,-12
selecsls60b,84.653,15.347,96.298,3.702,32.77,224,0.875,bicubic,+6.241,+2.128,0
hrnet_w32,84.649,15.351,96.411,3.589,41.23,224,0.875,bilinear,+6.203,+2.223,-5
bat_resnext26ts,84.640,15.360,96.270,3.730,10.73,256,0.900,bicubic,+6.390,+2.172,+4
tf_efficientnetv2_b0,84.630,15.370,96.272,3.728,7.14,224,0.875,bicubic,+6.270,+2.248,+1
efficientnet_b1,84.608,15.392,96.332,3.668,7.79,256,1.000,bicubic,+5.818,+1.990,-22
regnetx_040,84.598,15.402,96.379,3.621,22.12,224,0.875,bicubic,+6.116,+2.135,-11
efficientnet_es,84.583,15.417,96.313,3.687,5.44,224,0.875,bicubic,+6.523,+2.375,+10
hrnet_w30,84.576,15.424,96.381,3.619,37.71,224,0.875,bilinear,+6.378,+2.157,+3
tf_mixnet_l,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.248,-25
wide_resnet101_2,84.551,15.449,96.353,3.647,126.89,224,0.875,bilinear,+5.699,+2.065,-31
dla60x,84.523,15.477,96.283,3.717,17.35,224,0.875,bilinear,+6.277,+2.263,-2
legacy_seresnet101,84.499,15.501,96.330,3.670,49.33,224,0.875,bilinear,+6.111,+2.064,-10
resnet26t,84.467,15.533,96.217,3.783,16.01,256,0.940,bicubic,+6.603,+2.371,+14
coat_lite_tiny,84.457,15.543,96.368,3.632,5.72,224,0.900,bicubic,+6.947,+2.456,+30
tf_efficientnet_em,84.450,15.550,96.178,3.822,6.90,240,0.882,bicubic,+6.318,+2.132,0
repvgg_b1,84.414,15.586,96.215,3.785,57.42,224,0.875,bilinear,+6.046,+2.118,-12
efficientnet_b1_pruned,84.395,15.605,96.140,3.860,6.33,240,0.882,bicubic,+6.155,+2.308,-7
res2net50_26w_4s,84.363,15.637,96.080,3.920,25.70,224,0.875,bilinear,+6.407,+2.228,+5
hardcorenas_f,84.322,15.678,96.025,3.975,8.20,224,0.875,bilinear,+6.224,+2.221,-3
res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.222,-6
selecsls60,84.284,15.716,96.099,3.901,30.67,224,0.875,bicubic,+6.310,+2.267,+1
regnetx_032,84.239,15.761,96.249,3.751,15.30,224,0.875,bicubic,+6.067,+2.161,-9
res2next50,84.235,15.765,96.001,3.999,24.67,224,0.875,bilinear,+5.985,+2.115,-15
gluon_resnet50_v1c,84.211,15.789,96.161,3.839,25.58,224,0.875,bicubic,+6.201,+2.173,-4
dla102,84.188,15.812,96.208,3.792,33.27,224,0.875,bilinear,+6.160,+2.258,-6
gcresnext26ts,84.175,15.825,96.084,3.916,10.48,256,0.900,bicubic,+6.355,+2.252,+6
rexnet_100,84.164,15.836,96.255,3.745,4.80,224,0.875,bicubic,+6.306,+2.385,+2
seresnext26ts,84.145,15.855,96.072,3.929,10.39,256,0.900,bicubic,+6.293,+2.281,+3
tf_inception_v3,84.134,15.866,95.916,4.084,23.83,299,0.875,bicubic,+6.280,+2.278,+1
res2net50_48w_2s,84.126,15.874,95.967,4.033,25.29,224,0.875,bilinear,+6.604,+2.415,+13
resnet34d,84.094,15.906,95.975,4.025,21.82,224,0.875,bicubic,+6.980,+2.595,+26
tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.313,+13
xcit_tiny_12_p16_224,84.090,15.911,96.236,3.764,6.72,224,1.000,bicubic,+6.963,+2.522,+23
efficientnet_b0,84.032,15.968,95.956,4.044,5.29,224,0.875,bicubic,+6.338,+2.422,+1
crossvit_9_dagger_240,84.019,15.981,96.084,3.916,8.78,240,0.875,bicubic,+7.041,+2.472,+27
gmixer_24_224,83.968,16.032,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-18
hardcorenas_e,83.966,16.034,95.901,4.099,8.07,224,0.875,bilinear,+6.174,+2.203,-3
tf_efficientnet_cc_b0_8e,83.963,16.037,96.069,3.931,24.01,224,0.875,bicubic,+6.055,+2.413,-12
regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.097,+2.283,-11
tv_resnext50_32x4d,83.957,16.043,95.963,4.037,25.03,224,0.875,bilinear,+6.339,+2.267,-2
gluon_resnet50_v1b,83.940,16.060,96.016,3.984,25.56,224,0.875,bicubic,+6.360,+2.294,+1
densenet161,83.904,16.096,96.016,3.984,28.68,224,0.875,bicubic,+6.552,+2.378,+8
mobilenetv2_120d,83.893,16.107,95.907,4.093,5.83,224,0.875,bicubic,+6.597,+2.411,+9
adv_inception_v3,83.891,16.109,95.933,4.067,23.83,299,0.875,bicubic,+6.309,+2.195,-3
seresnext26t_32x4d,83.878,16.122,95.933,4.067,16.81,224,0.875,bicubic,+5.902,+2.189,-24
tv_resnet101,83.850,16.150,95.890,4.110,44.55,224,0.875,bilinear,+6.472,+2.348,+3
tinynet_a,83.827,16.173,95.820,4.181,6.19,192,0.875,bicubic,+6.175,+2.282,-11
inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.323,+2.403,-1
hardcorenas_d,83.756,16.244,95.734,4.266,7.50,224,0.875,bilinear,+6.324,+2.250,-1
seresnext26d_32x4d,83.754,16.246,95.852,4.148,16.81,224,0.875,bicubic,+6.152,+2.244,-11
dla60,83.727,16.273,95.937,4.063,22.04,224,0.875,bilinear,+6.691,+2.619,+10
xcit_nano_12_p8_224_dist,83.724,16.276,95.952,4.048,3.05,224,1.000,bicubic,+7.404,+2.866,+30
eca_resnext26ts,83.703,16.297,95.943,4.057,10.30,256,0.900,bicubic,+6.251,+2.377,-7
repvgg_b1g4,83.701,16.299,96.025,3.975,39.97,224,0.875,bilinear,+6.115,+2.195,-14
convmixer_1024_20_ks9_p14,83.682,16.318,95.890,4.110,24.38,224,0.960,bicubic,+6.740,+2.534,+9
legacy_seresnet50,83.667,16.333,95.980,4.020,28.09,224,0.875,bilinear,+6.035,+2.228,-19
tf_efficientnet_b0_ap,83.652,16.348,95.781,4.219,5.29,224,0.875,bicubic,+6.562,+2.523,+2
skresnet34,83.635,16.365,95.928,4.072,22.28,224,0.875,bicubic,+6.731,+2.608,+9
tf_efficientnet_cc_b0_4e,83.635,16.365,95.740,4.260,13.31,224,0.875,bicubic,+6.331,+2.406,-8
resmlp_12_224,83.569,16.431,95.762,4.238,15.35,224,0.875,bicubic,+6.912,+2.582,+13
densenet201,83.554,16.446,95.811,4.189,20.01,224,0.875,bicubic,+6.264,+2.333,-8
mobilenetv3_large_100_miil,83.554,16.446,95.450,4.550,5.48,224,0.875,bilinear,+5.636,+2.544,-37
gernet_s,83.519,16.481,95.796,4.204,8.17,224,0.875,bilinear,+6.607,+2.662,+3
mixnet_m,83.519,16.481,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-10
legacy_seresnext26_32x4d,83.517,16.483,95.715,4.285,16.79,224,0.875,bicubic,+6.415,+2.399,-7
tf_efficientnet_b0,83.517,16.483,95.719,4.281,5.29,224,0.875,bicubic,+6.671,+2.493,+2
hrnet_w18,83.498,16.502,95.909,4.091,21.30,224,0.875,bilinear,+6.746,+2.467,+4
densenetblur121d,83.470,16.530,95.822,4.178,8.00,224,0.875,bicubic,+6.888,+2.634,+9
resnext26ts,83.466,16.534,95.724,4.277,10.30,256,0.900,bicubic,+6.686,+2.596,+1
selecsls42b,83.455,16.545,95.749,4.251,32.46,224,0.875,bicubic,+6.281,+2.355,-15
tf_efficientnet_lite1,83.344,16.656,95.640,4.360,5.42,240,0.882,bicubic,+6.708,+2.418,+3
hardcorenas_c,83.334,16.666,95.711,4.289,5.52,224,0.875,bilinear,+6.286,+2.555,-12
regnetx_016,83.197,16.803,95.740,4.260,9.19,224,0.875,bicubic,+6.247,+2.319,-10
dpn68,83.180,16.820,95.595,4.405,12.61,224,0.875,bicubic,+6.874,+2.621,+10
tf_mixnet_m,83.176,16.824,95.463,4.537,5.01,224,0.875,bicubic,+6.234,+2.311,-10
tf_efficientnet_es,83.174,16.826,95.587,4.413,5.44,224,0.875,bicubic,+6.576,+2.383,0
mobilenetv2_140,83.169,16.831,95.689,4.311,6.11,224,0.875,bicubic,+6.661,+2.691,+3
xcit_nano_12_p16_384_dist,83.165,16.835,95.755,4.245,3.05,384,1.000,bicubic,+7.715,+3.064,+22
ese_vovnet19b_dw,83.107,16.893,95.779,4.221,6.54,224,0.875,bicubic,+6.307,+2.507,-10
levit_128s,83.062,16.938,95.529,4.471,7.78,224,0.900,bicubic,+6.543,+2.663,-1
resnet26d,83.056,16.944,95.608,4.392,16.01,224,0.875,bicubic,+6.356,+2.462,-9
repvgg_a2,83.001,16.999,95.591,4.409,28.21,224,0.875,bilinear,+6.541,+2.585,-1
tv_resnet50,82.958,17.042,95.472,4.529,25.56,224,0.875,bilinear,+6.820,+2.610,+2
hardcorenas_b,82.864,17.136,95.390,4.610,5.18,224,0.875,bilinear,+6.332,+2.636,-6
densenet121,82.819,17.181,95.583,4.417,7.98,224,0.875,bicubic,+7.237,+2.931,+9
vit_tiny_r_s16_p8_384,82.689,17.311,95.845,4.155,6.36,384,1.000,bicubic,+6.733,+2.583,+2
densenet169,82.680,17.320,95.600,4.400,14.15,224,0.875,bicubic,+6.780,+2.570,+3
vit_small_patch32_224,82.527,17.473,95.670,4.330,22.88,224,0.900,bicubic,+6.529,+2.398,-2
mixnet_s,82.522,17.478,95.356,4.644,4.13,224,0.875,bicubic,+6.530,+2.558,-2
regnety_008,82.488,17.512,95.491,4.509,6.26,224,0.875,bicubic,+6.176,+2.421,-7
efficientnet_lite0,82.382,17.619,95.284,4.716,4.65,224,0.875,bicubic,+6.906,+2.772,+6
resnest14d,82.352,17.648,95.343,4.657,10.61,224,0.875,bilinear,+6.846,+2.823,+4
hardcorenas_a,82.313,17.687,95.299,4.701,5.26,224,0.875,bilinear,+6.391,+2.783,-4
efficientnet_es_pruned,82.285,17.715,95.301,4.699,5.44,224,0.875,bicubic,+7.287,+2.863,+15
mobilenetv3_rw,82.275,17.725,95.234,4.766,5.48,224,0.875,bicubic,+6.645,+2.526,-2
semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.801,+2.630,+3
mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.415,+2.656,-6
resnet34,82.144,17.855,95.128,4.872,21.80,224,0.875,bilinear,+7.030,+2.844,+8
mobilenetv2_110d,82.072,17.928,95.076,4.923,4.52,224,0.875,bicubic,+7.032,+2.892,+8
vit_tiny_patch16_224,82.063,17.937,95.484,4.516,5.72,224,0.900,bicubic,+6.607,+2.638,-2
tf_mixnet_s,82.038,17.962,95.124,4.877,4.13,224,0.875,bicubic,+6.388,+2.496,-9
repvgg_b0,82.012,17.988,95.098,4.902,15.82,224,0.875,bilinear,+6.856,+2.680,+1
deit_tiny_distilled_patch16_224,81.999,18.001,95.141,4.859,5.91,224,0.900,bicubic,+7.487,+3.253,+15
mixer_b16_224,81.987,18.014,94.449,5.551,59.88,224,0.875,bicubic,+5.377,+2.219,-29
pit_ti_distilled_224,81.967,18.033,95.145,4.855,5.10,224,0.900,bicubic,+7.435,+3.047,+12
hrnet_w18_small_v2,81.965,18.035,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,-1
tf_efficientnet_lite0,81.957,18.043,95.162,4.838,4.65,224,0.875,bicubic,+7.125,+2.986,+4
resnet26,81.954,18.046,95.245,4.755,16.00,224,0.875,bicubic,+6.652,+2.669,-7
tinynet_b,81.873,18.127,94.878,5.122,3.73,188,0.875,bicubic,+6.893,+2.692,+1
tf_mobilenetv3_large_100,81.848,18.152,95.068,4.932,5.48,224,0.875,bilinear,+6.330,+2.464,-15
tv_densenet121,81.726,18.274,95.036,4.964,7.98,224,0.875,bicubic,+6.982,+2.886,+2
regnety_006,81.696,18.304,95.121,4.879,6.06,224,0.875,bicubic,+6.450,+2.587,-10
dla34,81.647,18.353,94.878,5.122,15.74,224,0.875,bilinear,+7.027,+2.806,+2
xcit_nano_12_p8_224,81.643,18.357,95.271,4.729,3.05,224,1.000,bicubic,+7.725,+3.101,+10
crossvit_9_240,81.617,18.383,94.978,5.022,8.55,240,0.875,bicubic,+7.647,+3.014,+8
fbnetc_100,81.559,18.441,94.966,5.035,5.57,224,0.875,bilinear,+6.433,+2.584,-12
legacy_seresnet34,81.538,18.462,94.897,5.103,21.96,224,0.875,bilinear,+6.728,+2.771,-5
gluon_resnet34_v1b,81.498,18.503,94.805,5.195,21.80,224,0.875,bicubic,+6.906,+2.817,-2
regnetx_008,81.481,18.520,95.064,4.936,7.26,224,0.875,bicubic,+6.445,+2.724,-11
mnasnet_100,81.455,18.545,94.901,5.098,4.38,224,0.875,bicubic,+6.801,+2.791,-6
vgg19_bn,81.446,18.554,94.765,5.235,143.68,224,0.875,bilinear,+7.232,+2.917,-2
convit_tiny,81.132,18.868,95.047,4.953,5.71,224,0.875,bicubic,+8.012,+3.327,+10
crossvit_tiny_240,81.094,18.906,94.987,5.013,7.01,240,0.875,bicubic,+7.758,+3.071,+6
spnasnet_100,80.872,19.128,94.526,5.474,4.42,224,0.875,bilinear,+6.786,+2.708,-4
ghostnet_100,80.701,19.299,94.291,5.709,5.18,224,0.875,bilinear,+6.723,+2.833,-3
regnety_004,80.650,19.350,94.684,5.316,4.34,224,0.875,bicubic,+6.626,+2.930,-5
skresnet18,80.641,19.359,94.376,5.624,11.96,224,0.875,bicubic,+7.605,+3.208,+6
regnetx_006,80.635,19.365,94.528,5.472,6.20,224,0.875,bicubic,+6.783,+2.854,-3
pit_ti_224,80.609,19.391,94.620,5.380,4.85,224,0.900,bicubic,+7.699,+3.214,+7
swsl_resnet18,80.567,19.433,94.746,5.254,11.69,224,0.875,bilinear,+7.293,+3.008,+1
vgg16_bn,80.556,19.444,94.592,5.408,138.37,224,0.875,bilinear,+7.206,+3.088,-3
semnasnet_075,80.481,19.519,94.321,5.679,2.91,224,0.875,bicubic,+7.507,+3.185,+2
tv_resnet34,80.389,19.611,94.438,5.562,21.80,224,0.875,bilinear,+7.081,+3.014,-3
resnet18d,80.385,19.615,94.246,5.754,11.71,224,0.875,bicubic,+8.135,+3.558,+8
mobilenetv2_100,80.255,19.745,94.197,5.803,3.50,224,0.875,bicubic,+7.289,+3.179,0
xcit_nano_12_p16_224_dist,80.216,19.784,94.357,5.643,3.05,224,1.000,bicubic,+7.914,+3.495,+5
vit_base_patch32_sam_224,80.210,19.790,93.823,6.177,88.22,224,0.900,bicubic,+6.518,+2.811,-11
ssl_resnet18,80.101,19.899,94.590,5.410,11.69,224,0.875,bilinear,+7.495,+3.166,-1
tf_mobilenetv3_large_075,80.088,19.912,94.182,5.818,3.99,224,0.875,bilinear,+6.648,+2.834,-12
deit_tiny_patch16_224,80.011,19.988,94.449,5.551,5.72,224,0.900,bicubic,+7.846,+3.329,+4
hrnet_w18_small,79.563,20.437,93.896,6.104,13.19,224,0.875,bilinear,+7.223,+3.218,-1
vgg19,79.478,20.522,93.868,6.132,143.67,224,0.875,bilinear,+7.112,+2.998,-3
regnetx_004,79.424,20.576,93.851,6.149,5.16,224,0.875,bicubic,+7.034,+3.021,-5
tf_mobilenetv3_large_minimal_100,79.226,20.774,93.702,6.298,3.92,224,0.875,bilinear,+6.976,+3.072,-1
legacy_seresnet18,79.157,20.843,93.781,6.219,11.78,224,0.875,bicubic,+7.415,+3.449,+3
vgg16,79.034,20.966,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.264,+4
vgg13_bn,79.008,20.992,93.657,6.343,133.05,224,0.875,bilinear,+7.414,+3.281,+2
vit_tiny_r_s16_p8_224,78.987,21.013,93.898,6.102,6.34,224,0.900,bicubic,+7.199,+3.076,-1
lcnet_100,78.895,21.105,93.558,6.441,2.95,224,0.875,bicubic,+6.787,+3.180,-4
tinynet_c,78.432,21.568,93.140,6.860,2.46,184,0.875,bicubic,+7.204,+3.390,+1
gluon_resnet18_v1b,78.374,21.626,93.136,6.864,11.69,224,0.875,bicubic,+7.536,+3.374,+1
vgg11_bn,77.926,22.074,93.230,6.770,132.87,224,0.875,bilinear,+7.566,+3.428,+1
xcit_nano_12_p16_224,77.906,22.094,93.428,6.572,3.05,224,1.000,bicubic,+7.942,+3.668,+2
regnety_002,77.411,22.589,92.907,7.093,3.16,224,0.875,bicubic,+7.157,+3.367,0
resnet18,77.274,22.726,92.760,7.240,11.69,224,0.875,bilinear,+7.530,+3.678,+2
mixer_l16_224,77.270,22.730,90.580,9.420,208.20,224,0.875,bicubic,+5.222,+2.916,-10
vgg13,77.227,22.773,92.687,7.313,133.05,224,0.875,bilinear,+7.301,+3.441,-1
vgg11,76.393,23.607,92.154,7.846,132.86,224,0.875,bilinear,+7.365,+3.528,0
regnetx_002,76.117,23.883,92.209,7.791,2.68,224,0.875,bicubic,+7.367,+3.653,+1
lcnet_075,76.057,23.943,92.070,7.930,2.36,224,0.875,bicubic,+7.239,+3.696,-1
dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1
tf_mobilenetv3_small_100,74.717,25.283,91.257,8.743,2.54,224,0.875,bilinear,+6.793,+3.593,-1
tinynet_d,74.281,25.719,90.922,9.078,2.34,152,0.875,bicubic,+7.323,+3.858,0
dla46x_c,73.647,26.353,91.095,8.905,1.07,224,0.875,bilinear,+7.677,+4.115,0
mobilenetv2_050,73.463,26.537,90.317,9.682,1.97,224,0.875,bicubic,+7.521,+4.236,0
mnasnet_small,73.371,26.628,90.516,9.484,2.03,224,0.875,bicubic,+7.775,+4.328,+1
tf_mobilenetv3_small_075,72.810,27.190,90.036,9.964,2.04,224,0.875,bilinear,+7.096,+3.902,-1
dla46_c,72.607,27.393,90.499,9.501,1.30,224,0.875,bilinear,+7.741,+4.205,0
lcnet_050,70.393,29.607,88.825,11.175,1.88,224,0.875,bicubic,+7.293,+4.443,0
tf_mobilenetv3_small_minimal_100,70.111,29.889,88.507,11.493,2.04,224,0.875,bilinear,+7.203,+4.273,0
tinynet_e,66.817,33.183,86.269,13.731,2.04,106,0.875,bicubic,+6.961,+4.503,0