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

model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff
eva_giant_patch14_336.clip_ft_in1k,91.054,8.946,98.597,1.403,"1,013.01",336,1.000,bicubic,+1.578,-0.227,+2
eva_giant_patch14_560.m30m_ft_in22k_in1k,90.973,9.027,98.678,1.322,"1,014.45",560,1.000,bicubic,+1.177,-0.314,-1
eva_giant_patch14_224.clip_ft_in1k,90.954,9.046,98.723,1.277,"1,012.56",224,1.000,bicubic,+1.854,+0.007,+2
eva_large_patch14_336.in22k_ft_in1k,90.905,9.095,98.785,1.215,304.53,336,1.000,bicubic,+2.241,+0.065,+2
eva_giant_patch14_336.m30m_ft_in22k_in1k,90.903,9.098,98.663,1.337,"1,013.01",336,1.000,bicubic,+1.335,-0.289,-3
eva_large_patch14_336.in22k_ft_in22k_in1k,90.871,9.130,98.721,1.279,304.53,336,1.000,bicubic,+1.667,-0.129,-2
beit_large_patch16_512.in22k_ft_in22k_in1k,90.687,9.313,98.751,1.249,305.67,512,1.000,bicubic,+2.089,+0.095,0
beit_large_patch16_384.in22k_ft_in22k_in1k,90.610,9.390,98.766,1.234,305.00,384,1.000,bicubic,+2.206,+0.158,+3
volo_d5_512,90.608,9.392,98.698,1.302,296.09,512,1.150,bicubic,+3.564,+0.730,+32
volo_d5_448,90.584,9.416,98.685,1.315,295.91,448,1.150,bicubic,+3.630,+0.747,+35
eva_large_patch14_196.in22k_ft_in22k_in1k,90.567,9.433,98.698,1.302,304.14,196,1.000,bicubic,+1.981,+0.042,-3
tf_efficientnet_l2.ns_jft_in1k,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.211,+0.129,+1
maxvit_base_tf_512.in21k_ft_in1k,90.561,9.439,98.700,1.300,119.88,512,1.000,bicubic,+2.349,+0.168,+6
vit_large_patch14_clip_336.openai_ft_in12k_in1k,90.552,9.448,98.683,1.317,304.53,336,1.000,bicubic,+2.286,+0.151,+1
tf_efficientnet_l2.ns_jft_in1k_475,90.537,9.463,98.710,1.290,480.31,475,0.936,bicubic,+2.303,+0.164,+2
eva_large_patch14_196.in22k_ft_in1k,90.533,9.467,98.779,1.221,304.14,196,1.000,bicubic,+2.595,+0.287,+7
volo_d4_448,90.510,9.490,98.591,1.409,193.41,448,1.150,bicubic,+3.720,+0.709,+34
maxvit_xlarge_tf_512.in21k_ft_in1k,90.503,9.497,98.580,1.420,475.77,512,1.000,bicubic,+1.965,-0.064,-8
vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,90.501,9.499,98.640,1.360,632.46,336,1.000,bicubic,+1.927,-0.020,-10
convnext_xlarge.fb_in22k_ft_in1k_384,90.495,9.505,98.766,1.234,350.20,384,1.000,bicubic,+2.747,+0.212,+8
vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,90.420,9.580,98.638,1.362,304.53,336,1.000,bicubic,+2.238,+0.066,-1
vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,90.414,9.586,98.648,1.351,632.05,224,1.000,bicubic,+2.168,+0.099,-6
swinv2_base_window12to24_192to384_22kft1k,90.403,9.597,98.740,1.260,87.92,384,1.000,bicubic,+3.295,+0.504,+16
maxvit_xlarge_tf_384.in21k_ft_in1k,90.379,9.621,98.587,1.413,475.32,384,1.000,bicubic,+2.073,+0.043,-10
beit_base_patch16_384.in22k_ft_in22k_in1k,90.373,9.627,98.725,1.275,86.74,384,1.000,bicubic,+3.573,+0.587,+24
maxvit_base_tf_384.in21k_ft_in1k,90.367,9.633,98.680,1.319,119.65,384,1.000,bicubic,+2.445,+0.138,-2
vit_large_patch14_clip_224.openai_ft_in12k_in1k,90.367,9.633,98.657,1.343,304.20,224,1.000,bicubic,+2.199,+0.113,-6
maxvit_large_tf_512.in21k_ft_in1k,90.360,9.640,98.642,1.358,212.33,512,1.000,bicubic,+2.142,+0.044,-10
beitv2_large_patch16_224.in1k_ft_in22k_in1k,90.354,9.646,98.582,1.418,304.43,224,0.950,bicubic,+1.968,-0.016,-17
vit_large_patch14_clip_336.laion2b_ft_in1k,90.341,9.659,98.593,1.407,304.53,336,1.000,bicubic,+2.493,+0.223,-3
maxvit_large_tf_384.in21k_ft_in1k,90.317,9.682,98.685,1.315,212.03,384,1.000,bicubic,+2.325,+0.119,-9
vit_large_patch14_clip_224.openai_ft_in1k,90.305,9.695,98.636,1.364,304.20,224,1.000,bicubic,+2.453,+0.208,-6
vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,90.302,9.697,98.661,1.339,304.20,224,1.000,bicubic,+2.412,+0.251,-8
convnext_large.fb_in22k_ft_in1k_384,90.279,9.721,98.655,1.345,197.77,384,1.000,bicubic,+2.807,+0.269,-2
convnext_base.fb_in22k_ft_in1k_384,90.277,9.723,98.800,1.200,88.59,384,1.000,bicubic,+3.483,+0.536,+15
deit3_large_patch16_384_in21ft1k,90.249,9.751,98.625,1.375,304.76,384,1.000,bicubic,+2.533,+0.113,-7
vit_base_patch16_clip_384.laion2b_ft_in1k,90.219,9.781,98.704,1.296,86.86,384,1.000,bicubic,+3.599,+0.694,+17
deit3_huge_patch14_224_in21ft1k,90.215,9.785,98.638,1.362,632.13,224,1.000,bicubic,+3.031,+0.378,-1
vit_base_patch16_clip_384.openai_ft_in12k_in1k,90.211,9.789,98.653,1.347,86.86,384,0.950,bicubic,+3.177,+0.473,+3
tf_efficientnetv2_l.in21k_ft_in1k,90.207,9.793,98.717,1.283,118.52,480,1.000,bicubic,+3.401,+0.583,+8
vit_large_patch16_384.augreg_in21k_ft_in1k,90.196,9.804,98.661,1.339,304.72,384,1.000,bicubic,+3.116,+0.361,-2
cait_m48_448,90.196,9.804,98.484,1.516,356.46,448,1.000,bicubic,+3.712,+0.730,+17
vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,90.187,9.813,98.585,1.415,86.86,384,1.000,bicubic,+2.969,+0.550,-7
vit_huge_patch14_clip_224.laion2b_ft_in1k,90.172,9.828,98.542,1.458,632.05,224,1.000,bicubic,+2.578,+0.322,-14
volo_d3_448,90.168,9.832,98.550,1.450,86.63,448,1.000,bicubic,+3.674,+0.840,+12
swinv2_large_window12to24_192to384_22kft1k,90.157,9.843,98.608,1.392,196.74,384,1.000,bicubic,+2.699,+0.356,-13
beit_large_patch16_224.in22k_ft_in22k_in1k,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.419,-16
vit_large_patch14_clip_224.laion2b_ft_in1k,90.106,9.894,98.561,1.439,304.20,224,1.000,bicubic,+2.814,+0.315,-13
tf_efficientnet_b7.ns_jft_in1k,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.260,+0.520,-2
convnext_xlarge.fb_in22k_ft_in1k,90.066,9.934,98.619,1.381,350.20,288,1.000,bicubic,+2.728,+0.291,-16
dm_nfnet_f6,90.046,9.954,98.546,1.454,438.36,576,0.956,bicubic,+3.902,+0.816,+19
cait_m36_384,90.046,9.954,98.493,1.507,271.22,384,1.000,bicubic,+3.992,+0.763,+24
swin_large_patch4_window12_384,90.027,9.973,98.657,1.343,196.74,384,1.000,bicubic,+2.879,+0.423,-15
tf_efficientnetv2_m.in21k_ft_in1k,90.023,9.977,98.663,1.337,54.14,480,1.000,bicubic,+4.019,+0.721,+24
deit3_large_patch16_224_in21ft1k,89.999,10.001,98.661,1.339,304.37,224,1.000,bicubic,+3.021,+0.423,-11
swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.637,+5
vit_base_patch16_384.augreg_in21k_ft_in1k,89.989,10.011,98.678,1.322,86.86,384,1.000,bicubic,+3.983,+0.678,+20
maxvit_base_tf_512.in1k,89.980,10.020,98.435,1.565,119.88,512,1.000,bicubic,+3.382,+0.515,-3
swinv2_large_window12to16_192to256_22kft1k,89.920,10.080,98.508,1.492,196.74,256,0.900,bicubic,+2.984,+0.400,-13
convnext_small.fb_in22k_ft_in1k_384,89.916,10.084,98.680,1.319,50.22,384,1.000,bicubic,+4.138,+0.788,+29
efficientnet_b5.in12k_ft_in1k,89.903,10.097,98.570,1.431,30.39,448,1.000,bicubic,+4.015,+0.838,+20
xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.886,+0.698,+17
deit3_base_patch16_384_in21ft1k,89.884,10.116,98.602,1.399,86.88,384,1.000,bicubic,+3.140,+0.490,-10
volo_d5_224,89.882,10.118,98.493,1.507,295.46,224,0.960,bicubic,+3.814,+0.915,+10
swinv2_base_window12to16_192to256_22kft1k,89.876,10.124,98.657,1.343,87.92,256,0.900,bicubic,+3.602,+0.761,0
convnext_large.fb_in22k_ft_in1k,89.871,10.129,98.597,1.403,197.77,288,1.000,bicubic,+2.855,+0.391,-23
convnext_base.fb_in22k_ft_in1k,89.856,10.144,98.689,1.311,88.59,288,1.000,bicubic,+3.576,+0.599,-3
cait_s36_384,89.844,10.156,98.427,1.573,68.37,384,1.000,bicubic,+4.384,+0.947,+34
xcit_medium_24_p8_384_dist,89.811,10.188,98.362,1.638,84.32,384,1.000,bicubic,+3.995,+0.770,+15
volo_d4_224,89.809,10.191,98.424,1.576,192.96,224,0.960,bicubic,+3.937,+0.956,+12
swin_large_patch4_window7_224,89.796,10.204,98.640,1.360,196.53,224,0.900,bicubic,+3.477,+0.744,-9
vit_large_r50_s32_384.augreg_in21k_ft_in1k,89.794,10.206,98.514,1.486,329.09,384,1.000,bicubic,+3.610,+0.596,-4
maxvit_large_tf_512.in1k,89.794,10.206,98.328,1.672,212.33,512,1.000,bicubic,+3.276,+0.444,-16
volo_d2_384,89.784,10.216,98.399,1.601,58.87,384,1.000,bicubic,+3.748,+0.827,+2
tf_efficientnet_b6.ns_jft_in1k,89.782,10.218,98.510,1.490,43.04,528,0.942,bicubic,+3.330,+0.628,-15
tf_efficientnetv2_xl.in21k_ft_in1k,89.773,10.227,98.294,1.706,208.12,512,1.000,bicubic,+3.025,+0.276,-24
beitv2_base_patch16_224.in1k_ft_in22k_in1k,89.747,10.253,98.580,1.420,86.53,224,0.900,bicubic,+3.267,+0.532,-18
xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.183,+0.850,+18
vit_base_patch8_224.augreg2_in21k_ft_in1k,89.728,10.272,98.510,1.490,86.58,224,0.900,bicubic,+3.516,+0.678,-12
vit_base_patch16_clip_384.openai_ft_in1k,89.709,10.291,98.510,1.490,86.86,384,1.000,bicubic,+3.503,+0.636,-12
volo_d1_384,89.698,10.302,98.292,1.708,26.78,384,1.000,bicubic,+4.448,+1.096,+34
deit3_large_patch16_384,89.679,10.321,98.392,1.608,304.76,384,1.000,bicubic,+3.869,+0.796,+4
xcit_large_24_p16_384_dist,89.662,10.338,98.401,1.599,189.10,384,1.000,bicubic,+3.908,+0.863,+7
tf_efficientnet_b5.ns_jft_in1k,89.651,10.349,98.482,1.518,30.39,456,0.934,bicubic,+3.563,+0.730,-11
tf_efficientnet_b8.ap_in1k,89.581,10.419,98.305,1.695,87.41,672,0.954,bicubic,+4.211,+0.915,+25
maxvit_base_tf_384.in1k,89.579,10.421,98.324,1.676,119.65,384,1.000,bicubic,+3.285,+0.520,-23
maxvit_tiny_tf_512.in1k,89.564,10.436,98.335,1.665,31.05,512,1.000,bicubic,+3.902,+0.755,+7
vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,89.559,10.441,98.414,1.586,86.57,224,0.950,bicubic,+3.389,+0.660,-18
dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.783,+3
volo_d3_224,89.555,10.445,98.375,1.625,86.33,224,0.960,bicubic,+4.147,+1.095,+15
maxvit_large_tf_384.in1k,89.555,10.445,98.187,1.813,212.03,384,1.000,bicubic,+3.319,+0.497,-24
tf_efficientnetv2_l.in1k,89.549,10.451,98.339,1.661,118.52,480,1.000,bicubic,+3.879,+0.865,+1
flexivit_large.1200ep_in1k,89.540,10.460,98.418,1.582,304.36,240,0.950,bicubic,+3.896,+0.876,+2
xcit_small_12_p8_384_dist,89.517,10.483,98.305,1.695,26.21,384,1.000,bicubic,+4.429,+1.023,+33
xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.121,+0.814,+13
flexivit_large.600ep_in1k,89.510,10.490,98.394,1.606,304.36,240,0.950,bicubic,+3.972,+0.902,+1
cait_s24_384,89.502,10.498,98.362,1.638,47.06,384,1.000,bicubic,+4.456,+1.016,+35
dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.963,+0.937,+2
xcit_medium_24_p16_384_dist,89.468,10.532,98.296,1.704,84.40,384,1.000,bicubic,+4.056,+0.890,+6
dm_nfnet_f5,89.461,10.539,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.836,-15
deit3_base_patch16_224_in21ft1k,89.457,10.543,98.557,1.443,86.59,224,1.000,bicubic,+3.743,+0.813,-10
maxvit_small_tf_512.in1k,89.451,10.549,98.350,1.650,69.13,512,1.000,bicubic,+3.363,+0.592,-30
vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,89.448,10.552,98.401,1.599,88.34,448,1.000,bicubic,+3.664,+0.767,-15
vit_base_patch16_224.augreg2_in21k_ft_in1k,89.446,10.554,98.439,1.561,86.57,224,0.900,bicubic,+4.340,+1.059,+20
deit_base_distilled_patch16_384,89.429,10.571,98.441,1.559,87.63,384,1.000,bicubic,+4.007,+1.109,-1
tf_efficientnet_b7.ap_in1k,89.429,10.571,98.347,1.653,66.35,600,0.949,bicubic,+4.309,+1.096,+17
vit_base_patch8_224.augreg_in21k_ft_in1k,89.427,10.573,98.486,1.514,86.58,224,0.900,bicubic,+3.631,+0.696,-20
vit_base_patch16_clip_224.laion2b_ft_in1k,89.427,10.573,98.473,1.527,86.57,224,1.000,bicubic,+3.959,+0.897,-7
vit_base_patch16_clip_224.openai_ft_in12k_in1k,89.410,10.590,98.401,1.599,86.57,224,0.950,bicubic,+3.480,+0.677,-29
beit_base_patch16_224.in22k_ft_in22k_in1k,89.401,10.598,98.525,1.475,86.53,224,0.900,bicubic,+4.165,+0.869,+7
regnetz_e8,89.382,10.618,98.459,1.542,57.70,320,1.000,bicubic,+4.352,+1.195,+22
deit3_small_patch16_384_in21ft1k,89.367,10.633,98.384,1.616,22.21,384,1.000,bicubic,+4.543,+0.898,+32
tf_efficientnetv2_m.in1k,89.355,10.645,98.330,1.670,54.14,480,1.000,bicubic,+4.147,+0.962,+5
tf_efficientnet_b8.ra_in1k,89.355,10.645,98.303,1.697,87.41,672,0.954,bicubic,+3.985,+1.009,-4
vit_medium_patch16_gap_384.in12k_ft_in1k,89.342,10.658,98.493,1.507,39.03,384,0.950,bicubic,+3.806,+0.859,-18
tf_efficientnet_b6.ap_in1k,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+31
volo_d2_224,89.327,10.673,98.209,1.791,58.68,224,0.960,bicubic,+4.131,+1.021,+4
vit_large_patch16_224.augreg_in21k_ft_in1k,89.314,10.686,98.392,1.608,304.33,224,0.900,bicubic,+3.472,+0.568,-35
convnext_small.fb_in22k_ft_in1k,89.305,10.694,98.360,1.640,50.22,288,1.000,bicubic,+4.043,+0.676,-6
tf_efficientnet_b4.ns_jft_in1k,89.305,10.694,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,+2
flexivit_large.300ep_in1k,89.303,10.697,98.324,1.676,304.36,240,0.950,bicubic,+4.023,+0.884,-9
xcit_small_24_p16_384_dist,89.299,10.701,98.330,1.670,47.67,384,1.000,bicubic,+4.201,+1.020,+4
xcit_medium_24_p8_224_dist,89.293,10.707,98.187,1.813,84.32,224,1.000,bicubic,+4.221,+0.933,+6
deit3_huge_patch14_224,89.214,10.786,98.166,1.834,632.13,224,0.900,bicubic,+4.010,+0.808,-4
vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,89.201,10.799,98.356,1.644,88.30,384,1.000,bicubic,+3.829,+0.692,-17
xcit_small_24_p8_224_dist,89.201,10.799,98.243,1.757,47.63,224,1.000,bicubic,+4.325,+1.055,+15
xcit_small_12_p16_384_dist,89.197,10.803,98.219,1.781,26.25,384,1.000,bicubic,+4.491,+1.101,+22
vit_base_patch16_clip_224.openai_ft_in1k,89.154,10.846,98.273,1.727,86.57,224,0.900,bicubic,+3.874,+0.867,-17
swin_base_patch4_window7_224,89.145,10.855,98.429,1.571,87.77,224,0.900,bicubic,+3.893,+0.867,-15
eca_nfnet_l2,89.141,10.859,98.315,1.685,56.72,384,1.000,bicubic,+4.443,+1.051,+20
cait_xs24_384,89.139,10.861,98.290,1.710,26.67,384,1.000,bicubic,+5.077,+1.402,+65
maxvit_tiny_tf_384.in1k,89.120,10.880,98.211,1.789,30.98,384,1.000,bicubic,+4.014,+0.677,-8
ig_resnext101_32x48d,89.120,10.880,98.130,1.870,828.41,224,0.875,bilinear,+3.692,+0.558,-29
ig_resnext101_32x32d,89.111,10.889,98.181,1.819,468.53,224,0.875,bilinear,+4.017,+0.743,-7
maxvit_small_tf_384.in1k,89.103,10.897,98.164,1.836,69.02,384,1.000,bicubic,+3.569,+0.700,-36
tf_efficientnet_b7.ra_in1k,89.086,10.914,98.183,1.817,66.35,600,0.949,bicubic,+4.150,+0.979,+1
ecaresnet269d,89.069,10.931,98.234,1.766,102.09,352,1.000,bicubic,+4.093,+1.008,-2
vit_base_patch32_clip_384.openai_ft_in12k_in1k,89.051,10.949,98.285,1.714,88.30,384,0.950,bicubic,+3.839,+0.883,-20
xcit_large_24_p16_224_dist,89.041,10.959,98.064,1.937,189.10,224,1.000,bicubic,+4.123,+0.931,0
resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.617,+1.333,+33
dm_nfnet_f2,89.009,10.991,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.950,-10
xcit_small_12_p8_224_dist,89.002,10.998,98.078,1.922,26.21,224,1.000,bicubic,+4.770,+1.300,+43
efficientnetv2_rw_m.agc_in1k,88.987,11.013,98.213,1.787,53.24,416,1.000,bicubic,+4.179,+1.065,+2
convnext_large.fb_in1k,88.985,11.015,98.040,1.960,197.77,288,1.000,bicubic,+4.139,+0.828,-1
regnetz_040h,88.951,11.049,98.202,1.798,28.94,320,1.000,bicubic,+4.457,+1.196,+17
mvitv2_large,88.945,11.055,97.967,2.033,217.99,224,0.900,bicubic,+3.695,+0.753,-30
tf_efficientnet_b5.ap_in1k,88.938,11.062,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.190,+36
dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.299,+1.015,+5
deit3_medium_patch16_224_in21ft1k,88.921,11.079,98.300,1.700,38.85,224,1.000,bicubic,+4.361,+1.112,+7
deit3_base_patch16_384,88.921,11.079,98.046,1.954,86.88,384,1.000,bicubic,+3.849,+0.768,-19
volo_d1_224,88.908,11.092,98.031,1.968,26.63,224,0.960,bicubic,+4.744,+1.255,+41
tf_efficientnetv2_s.in21k_ft_in1k,88.904,11.096,98.277,1.723,21.46,384,1.000,bicubic,+4.602,+1.025,+26
vit_base_patch16_224.augreg_in21k_ft_in1k,88.866,11.134,98.230,1.770,86.57,224,0.900,bicubic,+4.334,+0.936,+5
regnetz_d8,88.855,11.145,98.189,1.810,23.37,320,1.000,bicubic,+4.805,+1.191,+43
convnext_tiny.fb_in22k_ft_in1k_384,88.846,11.154,98.298,1.702,28.59,384,1.000,bicubic,+4.766,+1.156,+40
regnetz_d8_evos,88.842,11.158,98.132,1.868,23.46,320,0.950,bicubic,+4.792,+1.138,+42
resnetrs420,88.840,11.160,98.034,1.966,191.89,416,1.000,bicubic,+3.832,+0.910,-23
resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.400,+1.166,+10
ig_resnext101_32x16d,88.834,11.166,98.049,1.951,194.03,224,0.875,bilinear,+4.664,+0.853,+33
vit_small_r26_s32_384.augreg_in21k_ft_in1k,88.819,11.181,98.337,1.663,36.47,384,1.000,bicubic,+4.773,+1.009,+40
vit_base_r50_s16_384.orig_in21k_ft_in1k,88.808,11.192,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.944,-25
xcit_medium_24_p16_224_dist,88.797,11.203,98.036,1.964,84.40,224,1.000,bicubic,+4.523,+1.096,+18
seresnet152d,88.795,11.205,98.172,1.828,66.84,320,1.000,bicubic,+4.433,+1.132,+14
maxxvit_rmlp_small_rw_256,88.791,11.209,98.061,1.939,66.01,256,0.950,bicubic,+4.163,+0.999,-12
xcit_tiny_24_p8_384_dist,88.774,11.226,98.160,1.840,12.11,384,1.000,bicubic,+5.034,+1.526,+58
swsl_resnext101_32x8d,88.770,11.230,98.147,1.853,88.79,224,0.875,bilinear,+4.486,+0.971,+13
resnetrs200,88.763,11.237,98.113,1.887,93.21,320,1.000,bicubic,+4.315,+1.269,-3
tf_efficientnet_b6.aa_in1k,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.178,+25
convnext_base.fb_in1k,88.761,11.239,97.931,2.069,88.59,288,1.000,bicubic,+4.327,+1.111,0
resnetrs350,88.759,11.241,98.029,1.971,163.96,384,1.000,bicubic,+4.039,+1.041,-22
deit3_large_patch16_224,88.755,11.245,97.914,2.086,304.37,224,0.900,bicubic,+3.991,+0.876,-24
edgenext_base,88.744,11.256,98.145,1.855,18.51,320,1.000,bicubic,+4.784,+1.377,+33
vit_base_patch16_224_miil.in21k_ft_in1k,88.737,11.262,98.027,1.973,86.54,224,0.875,bilinear,+4.469,+1.225,+8
regnetz_040,88.731,11.269,98.091,1.909,27.12,320,1.000,bicubic,+4.495,+1.159,+10
resnetv2_152x2_bitm,88.725,11.275,98.307,1.693,236.34,448,1.000,bilinear,+4.215,+0.875,-14
regnety_160,88.697,11.303,98.068,1.932,83.59,288,1.000,bicubic,+5.011,+1.292,+55
pit_b_distilled_224,88.676,11.324,98.093,1.907,74.79,224,0.900,bicubic,+4.532,+1.237,+16
vit_small_patch16_384.augreg_in21k_ft_in1k,88.652,11.348,98.232,1.768,22.20,384,1.000,bicubic,+4.850,+1.130,+41
regnetz_d32,88.650,11.350,98.081,1.919,27.58,320,0.950,bicubic,+4.628,+1.215,+22
flexivit_base.1200ep_in1k,88.646,11.354,97.935,2.065,86.59,240,0.950,bicubic,+3.982,+0.943,-29
regnety_080,88.635,11.365,97.970,2.030,39.18,288,1.000,bicubic,+4.703,+1.082,+25
vit_medium_patch16_gap_256.in12k_ft_in1k,88.631,11.369,98.189,1.810,38.86,256,0.950,bicubic,+4.201,+0.977,-11
eca_nfnet_l1,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.614,+1.104,+20
mvitv2_base,88.620,11.380,97.820,2.180,51.47,224,0.900,bicubic,+4.198,+0.956,-12
maxvit_base_tf_224.in1k,88.586,11.414,97.848,2.152,119.47,224,0.950,bicubic,+3.726,+0.858,-43
swinv2_base_window16_256,88.584,11.416,97.893,2.107,87.92,256,0.900,bicubic,+3.990,+0.819,-31
flexivit_base.600ep_in1k,88.550,11.450,97.935,2.065,86.59,240,0.950,bicubic,+4.032,+0.949,-27
resnetv2_152x4_bitm,88.545,11.455,98.189,1.810,936.53,480,1.000,bilinear,+3.629,+0.749,-48
seresnextaa101d_32x8d,88.545,11.455,98.002,1.998,93.59,288,1.000,bicubic,+3.977,+0.932,-33
resnet200d,88.543,11.457,97.959,2.041,64.69,320,1.000,bicubic,+4.581,+1.135,+14
xcit_small_24_p16_224_dist,88.530,11.470,97.999,2.001,47.67,224,1.000,bicubic,+4.668,+1.271,+20
resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.091,-33
maxvit_rmlp_small_rw_224,88.520,11.480,97.775,2.225,64.90,224,0.900,bicubic,+4.036,+1.013,-30
swinv2_base_window8_256,88.513,11.487,97.893,2.107,87.92,256,0.900,bicubic,+4.251,+0.971,-12
coatnet_rmlp_2_rw_224,88.509,11.491,97.572,2.428,73.88,224,0.950,bicubic,+3.909,+0.836,-41
seresnext101_32x8d,88.501,11.499,97.888,2.112,93.57,288,1.000,bicubic,+4.309,+1.014,-6
gcvit_base,88.498,11.502,97.775,2.225,90.32,224,0.875,bicubic,+4.050,+0.693,-32
crossvit_18_dagger_408,88.477,11.523,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-9
efficientnetv2_rw_s.ra2_in1k,88.473,11.527,97.974,2.026,23.94,384,1.000,bicubic,+4.665,+1.250,+19
flexivit_base.300ep_in1k,88.471,11.529,97.841,2.159,86.59,240,0.950,bicubic,+4.077,+0.721,-26
resnetv2_101x3_bitm,88.464,11.536,98.157,1.843,387.93,448,1.000,bilinear,+4.024,+0.775,-35
maxvit_small_tf_224.in1k,88.458,11.542,97.880,2.120,68.93,224,0.950,bicubic,+4.024,+0.716,-32
maxvit_large_tf_224.in1k,88.456,11.544,97.805,2.195,211.79,224,0.950,bicubic,+3.530,+0.833,-65
cait_s24_224,88.447,11.553,97.957,2.043,46.92,224,1.000,bicubic,+4.995,+1.393,+36
resnetv2_50x3_bitm,88.443,11.557,98.200,1.800,217.32,448,1.000,bilinear,+4.429,+1.076,-4
resmlp_big_24_distilled_224,88.443,11.557,97.940,2.060,129.14,224,0.875,bicubic,+4.855,+1.292,+30
regnetv_064,88.432,11.568,98.061,1.939,30.58,288,1.000,bicubic,+4.720,+1.313,+21
resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.600,+1.148,+8
seresnext101d_32x8d,88.428,11.572,97.957,2.043,93.59,288,1.000,bicubic,+4.058,+1.041,-33
vit_large_r50_s32_224.augreg_in21k_ft_in1k,88.426,11.574,98.085,1.915,328.99,224,0.900,bicubic,+3.992,+1.113,-44
tf_efficientnet_b3.ns_jft_in1k,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.119,-11
convnext_small.fb_in1k,88.413,11.587,98.008,1.992,50.22,288,1.000,bicubic,+4.707,+1.198,+18
tf_efficientnetv2_s.in1k,88.402,11.598,97.927,2.073,21.46,384,1.000,bicubic,+4.508,+1.229,-4
vit_base_patch16_384.orig_in21k_ft_in1k,88.389,11.611,98.155,1.845,86.86,384,1.000,bicubic,+4.180,+0.937,-27
tresnet_v2_l,88.381,11.619,97.925,2.075,46.17,224,0.875,bilinear,+4.479,+1.433,-7
regnetz_c16_evos,88.377,11.623,98.040,1.960,13.49,320,0.950,bicubic,+5.747,+1.566,+83
efficientnet_b4.ra2_in1k,88.372,11.628,97.961,2.039,19.34,384,1.000,bicubic,+4.944,+1.365,+24
resnet152d,88.355,11.645,97.935,2.065,60.21,320,1.000,bicubic,+4.675,+1.197,+14
swinv2_small_window16_256,88.355,11.645,97.848,2.152,49.73,256,0.900,bicubic,+4.149,+0.978,-31
tf_efficientnet_b4.ap_in1k,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.101,+1.501,+36
maxvit_rmlp_tiny_rw_256,88.345,11.655,97.824,2.176,29.15,256,0.950,bicubic,+4.113,+0.948,-35
deit3_small_patch16_224_in21ft1k,88.328,11.672,98.130,1.870,22.06,224,1.000,bicubic,+5.258,+1.350,+49
tf_efficientnet_b5.ra_in1k,88.321,11.679,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-6
regnety_064,88.317,11.683,97.859,2.142,30.58,288,1.000,bicubic,+4.601,+1.184,+2
crossvit_15_dagger_408,88.308,11.692,97.871,2.129,28.50,408,1.000,bicubic,+4.470,+1.089,-11
deit3_small_patch16_384,88.300,11.700,97.888,2.112,22.21,384,1.000,bicubic,+4.874,+1.212,+16
cs3se_edgenet_x,88.291,11.709,97.935,2.065,50.72,320,1.000,bicubic,+4.743,+1.265,+10
pvt_v2_b4,88.285,11.715,97.814,2.186,62.56,224,0.900,bicubic,+4.569,+1.094,-1
efficientformer_l7,88.278,11.722,97.882,2.118,82.23,224,0.950,bicubic,+4.892,+1.342,+20
mvitv2_small,88.261,11.739,97.688,2.312,34.87,224,0.900,bicubic,+4.493,+1.118,-8
xcit_small_12_p16_224_dist,88.251,11.749,97.844,2.156,26.25,224,1.000,bicubic,+4.901,+1.430,+20
resnetrs152,88.251,11.749,97.737,2.263,86.62,320,1.000,bicubic,+4.539,+1.123,-2
deit3_base_patch16_224,88.249,11.751,97.809,2.191,86.59,224,0.900,bicubic,+4.457,+1.225,-13
gcvit_small,88.219,11.781,97.786,2.214,51.09,224,0.875,bicubic,+4.335,+1.128,-24
regnetv_040,88.214,11.786,97.972,2.028,20.64,288,1.000,bicubic,+5.020,+1.312,+23
deit_base_distilled_patch16_224,88.214,11.786,97.914,2.086,87.34,224,0.900,bicubic,+4.826,+1.426,+12
xception65p,88.180,11.820,97.790,2.210,39.82,299,0.940,bicubic,+5.050,+1.310,+27
swinv2_small_window8_256,88.180,11.820,97.775,2.225,49.73,256,0.900,bicubic,+4.324,+1.135,-25
xcit_tiny_24_p16_384_dist,88.161,11.839,97.946,2.054,12.12,384,1.000,bicubic,+5.591,+1.660,+68
xcit_large_24_p8_224,88.157,11.843,97.387,2.613,188.93,224,1.000,bicubic,+3.765,+0.731,-65
resnetv2_152x2_bit_teacher_384,88.150,11.850,98.051,1.949,236.34,384,1.000,bicubic,+4.306,+0.933,-28
ig_resnext101_32x8d,88.146,11.854,97.856,2.144,88.79,224,0.875,bilinear,+5.458,+1.220,+53
cait_xxs36_384,88.140,11.860,97.908,2.092,17.37,384,1.000,bicubic,+5.946,+1.760,+103
dm_nfnet_f0,88.125,11.875,97.854,2.146,71.49,256,0.900,bicubic,+4.739,+1.282,+4
pvt_v2_b3,88.112,11.888,97.779,2.220,45.24,224,0.900,bicubic,+4.986,+1.224,+21
pvt_v2_b5,88.108,11.892,97.701,2.300,81.96,224,0.900,bicubic,+4.368,+0.989,-22
xcit_tiny_12_p8_384_dist,88.103,11.897,97.918,2.082,6.71,384,1.000,bicubic,+5.715,+1.694,+77
swsl_resnext101_32x4d,88.099,11.901,97.967,2.033,44.18,224,0.875,bilinear,+4.869,+1.207,+9
xception65,88.076,11.924,97.752,2.248,39.92,299,0.940,bicubic,+4.896,+1.160,+11
swin_s3_base_224,88.048,11.952,97.656,2.344,71.13,224,0.900,bicubic,+4.118,+0.994,-43
xcit_tiny_24_p8_224_dist,88.041,11.959,97.814,2.186,12.11,224,1.000,bicubic,+5.480,+1.748,+57
maxvit_tiny_tf_224.in1k,88.020,11.980,97.814,2.186,30.92,224,0.950,bicubic,+4.622,+1.226,-7
gcvit_tiny,88.003,11.997,97.728,2.272,28.22,224,0.875,bicubic,+4.603,+1.330,-9
cs3sedarknet_x,87.984,12.016,97.799,2.201,35.40,288,1.000,bicubic,+5.330,+1.445,+43
eca_nfnet_l0,87.980,12.020,97.871,2.129,24.14,288,1.000,bicubic,+5.400,+1.381,+50
efficientformer_l3,87.971,12.029,97.709,2.291,31.41,224,0.950,bicubic,+5.421,+1.461,+54
nfnet_l0,87.967,12.033,97.867,2.133,35.07,288,1.000,bicubic,+5.217,+1.351,+33
xcit_small_24_p8_224,87.965,12.035,97.581,2.419,47.63,224,1.000,bicubic,+4.127,+0.945,-43
tf_efficientnet_b4.aa_in1k,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+17
coatnet_1_rw_224,87.948,12.052,97.455,2.545,41.72,224,0.950,bicubic,+4.340,+1.067,-26
resnet101d,87.941,12.059,97.908,2.092,44.57,320,1.000,bicubic,+4.919,+1.462,+14
regnety_032,87.937,12.063,97.891,2.109,19.44,288,1.000,bicubic,+5.213,+1.467,+29
mobilevitv2_200_384_in22ft1k,87.926,12.074,97.820,2.180,18.45,384,1.000,bicubic,+4.532,+1.240,-17
swinv2_cr_small_ns_224,87.920,12.080,97.668,2.332,49.70,224,0.900,bicubic,+4.432,+1.182,-25
regnety_040,87.915,12.085,97.884,2.116,20.65,288,1.000,bicubic,+4.877,+1.374,+8
sequencer2d_l,87.915,12.085,97.696,2.304,54.30,224,0.875,bicubic,+4.509,+1.190,-23
vit_base_patch32_384.augreg_in21k_ft_in1k,87.909,12.091,98.012,1.988,88.30,384,1.000,bicubic,+4.559,+1.176,-16
twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.223,+0.987,-35
coatnet_rmlp_1_rw_224,87.892,12.108,97.628,2.372,41.69,224,0.950,bicubic,+4.534,+1.172,-19
twins_pcpvt_large,87.877,12.123,97.856,2.144,60.99,224,0.900,bicubic,+4.737,+1.258,-7
regnetz_c16,87.860,12.140,97.818,2.182,13.46,320,0.940,bicubic,+5.342,+1.746,+42
swin_s3_small_224,87.854,12.146,97.431,2.568,49.74,224,0.900,bicubic,+4.084,+0.981,-51
maxvit_tiny_rw_224,87.852,12.149,97.643,2.357,29.06,224,0.950,bicubic,+4.347,+1.141,-35
deit_base_patch16_384,87.845,12.155,97.510,2.490,86.86,384,1.000,bicubic,+4.739,+1.138,-6
mobilevitv2_175_384_in22ft1k,87.841,12.159,97.726,2.274,14.25,384,1.000,bicubic,+4.899,+1.300,+3
convnext_nano.in12k_ft_in1k,87.834,12.166,97.888,2.112,15.59,288,1.000,bicubic,+4.976,+1.332,+7
xcit_small_12_p8_224,87.828,12.172,97.568,2.432,26.21,224,1.000,bicubic,+4.484,+1.088,-23
flexivit_small.1200ep_in1k,87.815,12.185,97.615,2.385,22.06,240,0.950,bicubic,+5.289,+1.479,+33
tf_efficientnetv2_b3.in21k_ft_in1k,87.813,12.187,97.893,2.107,14.36,300,0.900,bicubic,+5.141,+1.269,+17
vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,87.813,12.187,97.754,2.246,88.22,224,0.900,bicubic,+4.507,+1.224,-25
flexivit_small.600ep_in1k,87.811,12.189,97.581,2.419,22.06,240,0.950,bicubic,+5.457,+1.495,+46
maxxvit_rmlp_nano_rw_256,87.802,12.198,97.756,2.244,16.78,256,0.950,bicubic,+4.772,+1.412,-9
deit3_medium_patch16_224,87.802,12.198,97.649,2.351,38.85,224,0.900,bicubic,+4.722,+1.357,-13
tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.746,+1.285,-12
resnetv2_50x1_bit_distilled,87.787,12.213,97.899,2.101,25.55,224,0.875,bicubic,+4.969,+1.377,0
convnext_tiny.fb_in1k,87.762,12.238,97.585,2.415,28.59,288,1.000,bicubic,+5.062,+1.449,+8
twins_pcpvt_base,87.736,12.264,97.726,2.274,43.83,224,0.900,bicubic,+5.028,+1.380,+4
tresnet_m,87.736,12.264,97.523,2.477,31.39,224,0.875,bilinear,+4.656,+1.405,-17
mvitv2_tiny,87.721,12.279,97.555,2.445,24.17,224,0.900,bicubic,+5.317,+1.399,+31
maxvit_rmlp_nano_rw_256,87.719,12.281,97.579,2.421,15.50,256,0.950,bicubic,+4.757,+1.309,-13
gc_efficientnetv2_rw_t.agc_in1k,87.715,12.285,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.509,+26
resnetv2_101x1_bitm,87.681,12.319,97.940,2.060,44.54,448,1.000,bilinear,+5.349,+1.984,+39
swin_small_patch4_window7_224,87.664,12.336,97.566,2.434,49.61,224,0.900,bicubic,+4.452,+1.244,-35
mobilevitv2_150_384_in22ft1k,87.657,12.343,97.649,2.351,10.59,384,1.000,bicubic,+5.063,+1.331,+7
efficientnetv2_rw_t.ra2_in1k,87.644,12.356,97.688,2.312,13.65,288,1.000,bicubic,+5.296,+1.492,+33
twins_svt_base,87.638,12.362,97.523,2.477,56.07,224,0.900,bicubic,+4.502,+1.105,-32
pnasnet5large,87.636,12.364,97.485,2.515,86.06,331,0.911,bicubic,+4.854,+1.445,-9
cs3edgenet_x,87.619,12.381,97.654,2.346,47.82,288,1.000,bicubic,+4.917,+1.284,-5
swsl_resnext101_32x16d,87.615,12.386,97.820,2.180,194.03,224,0.875,bilinear,+4.269,+0.974,-48
flexivit_small.300ep_in1k,87.615,12.386,97.613,2.387,22.06,240,0.950,bicubic,+5.443,+1.589,+50
swinv2_tiny_window16_256,87.615,12.386,97.562,2.438,28.35,256,0.900,bicubic,+4.805,+1.330,-14
maxvit_nano_rw_256,87.610,12.390,97.523,2.477,15.45,256,0.950,bicubic,+4.678,+1.301,-23
jx_nest_base,87.606,12.394,97.521,2.479,67.72,224,0.875,bicubic,+4.054,+1.151,-67
swsl_resnext50_32x4d,87.600,12.400,97.651,2.349,25.03,224,0.875,bilinear,+5.418,+1.421,+43
xcit_medium_24_p8_224,87.600,12.400,97.199,2.801,84.32,224,1.000,bicubic,+3.866,+0.805,-80
sequencer2d_m,87.565,12.435,97.581,2.419,38.31,224,0.875,bicubic,+4.759,+1.313,-19
tf_efficientnet_b2.ns_jft_in1k,87.557,12.443,97.628,2.372,9.11,260,0.890,bicubic,+5.177,+1.380,+18
levit_384,87.553,12.447,97.545,2.455,39.13,224,0.900,bicubic,+4.967,+1.529,-5
ecaresnet50t,87.538,12.462,97.643,2.357,25.57,320,0.950,bicubic,+5.192,+1.505,+20
vit_base_patch32_clip_224.laion2b_ft_in1k,87.535,12.464,97.553,2.447,88.22,224,0.900,bicubic,+4.954,+1.351,-6
vit_base_patch16_rpn_224.in1k,87.508,12.492,97.489,2.511,86.54,224,0.900,bicubic,+5.306,+1.493,+33
pvt_v2_b2_li,87.504,12.496,97.478,2.522,22.55,224,0.900,bicubic,+5.308,+1.374,+33
edgenext_small,87.501,12.499,97.583,2.417,5.59,320,1.000,bicubic,+5.933,+1.877,+75
coatnet_bn_0_rw_224,87.499,12.501,97.547,2.453,27.44,224,0.950,bicubic,+5.101,+1.365,+8
resnetv2_152x2_bit_teacher,87.493,12.507,97.812,2.188,236.34,224,0.875,bicubic,+4.631,+1.244,-33
jx_nest_small,87.489,12.511,97.517,2.483,38.35,224,0.875,bicubic,+4.368,+1.189,-49
vit_relpos_base_patch16_clsgap_224.sw_in1k,87.469,12.531,97.525,2.474,86.43,224,0.900,bicubic,+4.707,+1.351,-28
vit_relpos_base_patch16_224.sw_in1k,87.463,12.537,97.558,2.442,86.43,224,0.900,bicubic,+4.979,+1.416,-3
resnet152,87.461,12.539,97.402,2.598,60.19,224,0.950,bicubic,+4.639,+1.276,-35
fbnetv3_g.ra2_in1k,87.452,12.548,97.547,2.453,16.62,288,0.950,bilinear,+5.404,+1.483,+37
resnext101_64x4d,87.444,12.556,97.442,2.558,83.46,288,1.000,bicubic,+4.296,+1.070,-60
efficientnet_b3.ra2_in1k,87.435,12.565,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+18
resnet61q,87.435,12.565,97.598,2.402,36.85,288,1.000,bicubic,+4.911,+1.468,-11
cait_xxs24_384,87.416,12.584,97.619,2.381,12.03,384,1.000,bicubic,+6.450,+1.973,+110
cs3darknet_x,87.401,12.599,97.607,2.393,35.05,288,1.000,bicubic,+5.173,+1.373,+17
cs3sedarknet_l,87.397,12.603,97.570,2.430,21.91,288,0.950,bicubic,+5.623,+1.602,+52
resnet51q,87.395,12.605,97.587,2.413,35.70,288,1.000,bilinear,+5.035,+1.407,-1
xcit_tiny_24_p8_224,87.380,12.620,97.628,2.372,12.11,224,1.000,bicubic,+5.480,+1.652,+41
coat_lite_small,87.380,12.620,97.365,2.635,19.84,224,0.900,bicubic,+5.072,+1.515,+6
tresnet_l_448,87.377,12.623,97.485,2.515,55.99,448,0.875,bilinear,+5.109,+1.509,+9
sequencer2d_s,87.375,12.625,97.389,2.611,27.65,224,0.875,bicubic,+5.033,+1.359,-1
pvt_v2_b2,87.373,12.627,97.517,2.483,25.36,224,0.900,bicubic,+5.297,+1.555,+21
swinv2_cr_small_224,87.371,12.629,97.344,2.656,49.70,224,0.900,bicubic,+4.225,+1.250,-71
vit_relpos_medium_patch16_cls_224.sw_in1k,87.369,12.631,97.453,2.547,38.76,224,0.900,bicubic,+4.807,+1.283,-25
nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.371,-35
crossvit_18_dagger_240,87.346,12.655,97.457,2.543,44.27,240,0.875,bicubic,+4.828,+1.097,-22
crossvit_18_240,87.316,12.684,97.483,2.517,43.27,240,0.875,bicubic,+4.916,+1.429,-16
resnetv2_101,87.307,12.693,97.323,2.677,44.54,224,0.950,bicubic,+5.277,+1.463,+20
ecaresnet101d,87.288,12.712,97.562,2.438,44.57,224,0.875,bicubic,+5.116,+1.516,+9
resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.394,+1.240,-59
gcvit_xtiny,87.281,12.719,97.481,2.519,19.98,224,0.875,bicubic,+5.329,+1.515,+24
pit_s_distilled_224,87.277,12.723,97.500,2.500,24.04,224,0.900,bicubic,+5.281,+1.702,+18
coatnet_rmlp_nano_rw_224,87.275,12.725,97.440,2.560,15.15,224,0.900,bicubic,+5.211,+1.570,+11
resnetv2_50d_gn,87.260,12.740,97.513,2.487,25.57,288,0.950,bicubic,+5.444,+1.589,+30
vit_relpos_medium_patch16_rpn_224.sw_in1k,87.258,12.742,97.442,2.558,38.73,224,0.900,bicubic,+4.960,+1.468,-9
resnetrs101,87.247,12.753,97.457,2.543,63.62,288,0.940,bicubic,+4.959,+1.519,-9
coatnext_nano_rw_224,87.239,12.761,97.549,2.451,14.70,224,0.900,bicubic,+5.291,+1.631,+19
poolformer_m48,87.239,12.761,97.308,2.692,73.47,224,0.950,bicubic,+4.777,+1.350,-30
mixer_b16_224_miil,87.226,12.774,97.410,2.590,59.88,224,0.875,bilinear,+4.918,+1.694,-14
xcit_tiny_12_p8_224_dist,87.224,12.776,97.444,2.556,6.71,224,1.000,bicubic,+6.012,+1.844,+63
tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+6
xcit_tiny_12_p16_384_dist,87.202,12.798,97.466,2.534,6.72,384,1.000,bicubic,+6.262,+2.056,+85
convit_base,87.200,12.800,97.286,2.714,86.54,224,0.875,bicubic,+4.912,+1.278,-15
resnetv2_50d_evos,87.194,12.806,97.361,2.639,25.59,288,0.950,bicubic,+5.218,+1.445,+7
tf_efficientnet_b3.ap_in1k,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.370,+1.756,+18
visformer_small,87.181,12.819,97.323,2.677,40.22,224,0.900,bicubic,+5.075,+1.451,-4
vit_base_patch32_clip_224.openai_ft_in1k,87.177,12.823,97.463,2.537,88.22,224,0.900,bicubic,+5.247,+1.495,+12
crossvit_15_dagger_240,87.172,12.828,97.438,2.562,28.21,240,0.875,bicubic,+4.841,+0.920,-26
vit_srelpos_medium_patch16_224.sw_in1k,87.168,12.832,97.314,2.686,38.74,224,0.900,bicubic,+4.932,+1.380,-18
convnext_tiny_hnf.a2h_in1k,87.143,12.857,97.293,2.707,28.59,288,1.000,bicubic,+4.553,+1.277,-58
vit_relpos_medium_patch16_224.sw_in1k,87.141,12.860,97.504,2.496,38.75,224,0.900,bicubic,+4.675,+1.416,-45
xcit_small_24_p16_224,87.132,12.868,97.259,2.741,47.67,224,1.000,bicubic,+4.552,+1.255,-56
swin_s3_tiny_224,87.128,12.872,97.303,2.697,28.33,224,0.900,bicubic,+5.006,+1.355,-13
coatnet_0_rw_224,87.119,12.881,97.224,2.776,27.44,224,0.950,bicubic,+4.729,+1.388,-41
swinv2_tiny_window8_256,87.076,12.924,97.515,2.485,28.35,256,0.900,bicubic,+5.270,+1.521,+10
resnet101,87.068,12.932,97.263,2.737,44.55,224,0.950,bicubic,+5.130,+1.509,+2
mobilevitv2_200_in22ft1k,87.053,12.947,97.429,2.571,18.45,256,0.888,bicubic,+4.729,+1.489,-35
convit_small,87.053,12.947,97.350,2.650,27.78,224,0.875,bicubic,+5.627,+1.606,+33
crossvit_15_240,87.051,12.949,97.423,2.577,27.53,240,0.875,bicubic,+5.515,+1.731,+21
xception41p,87.049,12.951,97.205,2.795,26.91,299,0.940,bicubic,+5.091,+1.411,-6
tf_efficientnetv2_b3.in1k,87.032,12.968,97.303,2.697,14.36,300,0.904,bicubic,+5.062,+1.521,-8
regnetz_b16,87.017,12.983,97.429,2.571,9.72,288,0.940,bicubic,+6.301,+1.951,+78
xcit_small_12_p16_224,87.010,12.990,97.248,2.752,26.25,224,1.000,bicubic,+5.036,+1.432,-12
deit3_small_patch16_224,87.010,12.990,97.169,2.831,22.06,224,0.900,bicubic,+5.624,+1.719,+32
jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.594,+1.762,+27
swinv2_cr_tiny_ns_224,87.000,13.000,97.284,2.716,28.33,224,0.900,bicubic,+5.210,+1.460,0
deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.793,+1.938,+38
resmlp_36_distilled_224,86.993,13.007,97.278,2.722,44.69,224,0.875,bicubic,+5.833,+1.790,+40
coatnet_nano_rw_224,86.989,13.011,97.242,2.759,15.14,224,0.900,bicubic,+5.289,+1.603,+1
xcit_large_24_p16_224,86.955,13.045,96.921,3.079,189.10,224,1.000,bicubic,+4.059,+1.039,-100
poolformer_m36,86.948,13.052,97.148,2.852,56.17,224,0.950,bicubic,+4.838,+1.460,-30
mobilevitv2_175_in22ft1k,86.944,13.056,97.333,2.667,14.25,256,0.888,bicubic,+5.000,+1.541,-15
xcit_medium_24_p16_224,86.936,13.065,97.101,2.899,84.40,224,1.000,bicubic,+4.300,+1.125,-85
tnt_s_patch16_224,86.903,13.097,97.368,2.632,23.76,224,0.900,bicubic,+5.385,+1.620,+8
vit_relpos_small_patch16_224.sw_in1k,86.899,13.101,97.489,2.511,21.98,224,0.900,bicubic,+5.437,+1.661,+13
vit_small_patch16_224.augreg_in21k_ft_in1k,86.869,13.131,97.613,2.387,22.05,224,0.900,bicubic,+5.467,+1.479,+17
vit_small_r26_s32_224.augreg_in21k_ft_in1k,86.863,13.137,97.528,2.472,36.43,224,0.900,bicubic,+5.005,+1.506,-16
ssl_resnext101_32x16d,86.856,13.143,97.517,2.483,194.03,224,0.875,bilinear,+5.013,+1.421,-16
convmixer_1536_20,86.852,13.148,97.346,2.654,51.63,224,0.960,bicubic,+5.476,+1.732,+18
rexnet_200,86.846,13.154,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,-6
tf_efficientnet_b3.aa_in1k,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,-8
deit_base_patch16_224,86.829,13.171,97.049,2.951,86.57,224,0.900,bicubic,+4.831,+1.315,-33
tresnet_m_448,86.820,13.180,97.212,2.788,31.39,448,0.875,bilinear,+5.106,+1.640,-14
swsl_resnet50,86.807,13.193,97.498,2.502,25.56,224,0.875,bilinear,+5.641,+2.402,+21
ssl_resnext101_32x8d,86.807,13.193,97.466,2.534,88.79,224,0.875,bilinear,+5.191,+1.428,-8
tf_efficientnet_lite4.in1k,86.803,13.197,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.595,-5
coat_mini,86.793,13.207,97.162,2.837,10.34,224,0.900,bicubic,+5.525,+1.770,+14
vit_base_patch16_224.orig_in21k_ft_in1k,86.778,13.223,97.438,2.562,86.57,224,0.900,bicubic,+4.992,+1.316,-22
resnetaa50,86.778,13.223,97.395,2.605,25.56,288,1.000,bicubic,+5.156,+1.587,-13
tresnet_l,86.767,13.233,97.271,2.729,55.99,224,0.875,bilinear,+5.279,+1.647,-5
cs3darknet_l,86.756,13.244,97.466,2.534,21.16,288,0.950,bicubic,+5.860,+1.796,+39
twins_svt_small,86.756,13.244,97.175,2.825,24.06,224,0.900,bicubic,+5.074,+1.505,-21
cs3darknet_focus_l,86.743,13.257,97.376,2.624,21.15,288,0.950,bicubic,+5.859,+1.694,+39
mobilevitv2_150_in22ft1k,86.739,13.261,97.222,2.778,10.59,256,0.888,bicubic,+5.261,+1.548,-8
crossvit_base_240,86.733,13.267,97.120,2.880,105.03,240,0.875,bicubic,+4.517,+1.290,-62
levit_256,86.728,13.272,97.259,2.741,18.89,224,0.900,bicubic,+5.218,+1.769,-13
convnext_nano_ols.d1h_in1k,86.722,13.278,97.049,2.951,15.65,288,1.000,bicubic,+5.112,+1.409,-20
vit_srelpos_small_patch16_224.sw_in1k,86.699,13.301,97.250,2.750,21.97,224,0.900,bicubic,+5.605,+1.918,+16
seresnext50_32x4d,86.699,13.301,97.214,2.786,27.56,224,0.875,bicubic,+5.433,+1.594,+4
crossvit_small_240,86.686,13.314,97.273,2.727,26.86,240,0.875,bicubic,+5.666,+1.814,+20
pit_b_224,86.686,13.314,96.898,3.102,73.76,224,0.900,bicubic,+4.240,+1.188,-92
halo2botnet50ts_256,86.681,13.319,97.090,2.910,22.64,256,0.950,bicubic,+4.621,+1.454,-57
tf_efficientnet_b1.ns_jft_in1k,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.640,-9
swin_tiny_patch4_window7_224,86.664,13.336,97.197,2.803,28.29,224,0.900,bicubic,+5.286,+1.657,-8
gernet_l,86.654,13.346,97.186,2.814,31.08,256,0.875,bilinear,+5.300,+1.650,-7
wide_resnet50_2,86.647,13.353,97.214,2.786,68.88,224,0.875,bicubic,+5.191,+1.682,-17
poolformer_s36,86.639,13.361,97.158,2.842,30.86,224,0.900,bicubic,+5.223,+1.712,-16
efficientnet_el.ra_in1k,86.635,13.366,97.175,2.825,10.59,300,0.904,bicubic,+5.319,+1.649,-9
resmlp_24_distilled_224,86.622,13.378,97.135,2.865,30.02,224,0.875,bicubic,+5.856,+1.917,+28
twins_pcpvt_small,86.620,13.380,97.340,2.660,24.11,224,0.900,bicubic,+5.532,+1.698,+7
nf_resnet50,86.609,13.391,97.293,2.707,25.56,288,0.940,bicubic,+5.947,+1.957,+30
resnest50d_4s2x40d,86.592,13.408,97.269,2.731,30.42,224,0.875,bicubic,+5.484,+1.711,+1
efficientnet_b3_pruned.in1k,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.948,+21
repvgg_b3,86.566,13.434,97.139,2.861,123.09,224,0.875,bilinear,+6.074,+1.879,+38
sehalonet33ts,86.564,13.436,97.004,2.995,13.69,256,0.940,bicubic,+5.606,+1.728,+10
sebotnet33ts_256,86.558,13.442,96.785,3.215,13.70,256,0.940,bicubic,+5.408,+1.611,-7
xcit_tiny_24_p16_224_dist,86.536,13.464,97.218,2.782,12.12,224,1.000,bicubic,+6.090,+2.000,+43
convnext_nano.d1h_in1k,86.530,13.470,97.177,2.823,15.59,288,1.000,bicubic,+5.060,+1.519,-31
vit_small_patch16_384.augreg_in1k,86.496,13.504,97.182,2.818,22.20,384,1.000,bicubic,+5.376,+1.608,-8
halonet50ts,86.483,13.517,97.152,2.848,22.73,256,0.940,bicubic,+4.839,+1.544,-48
ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.740,+6
maxvit_rmlp_pico_rw_256,86.479,13.521,97.203,2.797,7.52,256,0.950,bicubic,+5.963,+1.991,+29
ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.878,+1.866,+21
gcresnet50t,86.470,13.530,97.141,2.859,25.90,256,0.900,bicubic,+5.530,+1.687,+2
gluon_resnet152_v1s,86.468,13.532,97.109,2.891,60.32,224,0.875,bicubic,+5.452,+1.697,-4
haloregnetz_b,86.464,13.536,96.943,3.057,11.68,224,0.940,bicubic,+5.414,+1.747,-8
mobilevitv2_200,86.451,13.549,96.972,3.027,18.45,256,0.888,bicubic,+5.315,+1.606,-17
resnest50d_1s4x24d,86.447,13.553,97.148,2.852,25.68,224,0.875,bicubic,+5.459,+1.826,-6
resnetv2_50x1_bitm,86.436,13.564,97.602,2.398,25.55,448,1.000,bilinear,+6.094,+1.918,+39
repvgg_b3g4,86.361,13.639,97.054,2.946,83.83,224,0.875,bilinear,+6.149,+1.944,+51
darknetaa53,86.359,13.641,97.158,2.842,36.02,288,1.000,bilinear,+5.837,+1.836,+18
lamhalobotnet50ts_256,86.357,13.643,97.062,2.938,22.57,256,0.950,bicubic,+4.813,+1.558,-53
darknet53,86.355,13.645,97.115,2.885,41.61,288,1.000,bicubic,+5.821,+1.695,+14
efficientformer_l1,86.344,13.656,97.024,2.976,12.29,224,0.950,bicubic,+5.842,+2.026,+17
legacy_senet154,86.342,13.658,96.928,3.072,115.09,224,0.875,bilinear,+5.032,+1.432,-35
cait_xxs36_224,86.340,13.660,97.111,2.889,17.30,224,1.000,bicubic,+6.590,+2.245,+70
resnext50_32x4d,86.340,13.660,96.972,3.027,25.03,224,0.950,bicubic,+5.222,+1.641,-25
gernet_m,86.319,13.681,97.096,2.904,21.14,224,0.875,bilinear,+5.587,+1.912,0
pit_s_224,86.316,13.684,97.045,2.955,23.46,224,0.900,bicubic,+5.222,+1.475,-24
mobilevitv2_175,86.316,13.684,96.985,3.015,14.25,256,0.888,bicubic,+5.456,+1.731,-6
vit_small_patch32_384.augreg_in21k_ft_in1k,86.312,13.688,97.417,2.583,22.92,384,1.000,bicubic,+5.832,+1.819,+12
efficientnet_b2.ra_in1k,86.304,13.696,96.990,3.010,9.11,288,1.000,bicubic,+5.692,+1.672,0
gluon_senet154,86.278,13.722,96.949,3.051,115.09,224,0.875,bicubic,+5.044,+1.601,-40
gcvit_xxtiny,86.242,13.758,97.109,2.891,12.00,224,0.875,bicubic,+6.528,+2.029,+65
resnest50d,86.240,13.761,97.073,2.927,27.48,224,0.875,bilinear,+5.266,+1.695,-22
convmixer_768_32,86.229,13.771,97.034,2.966,21.11,224,0.960,bicubic,+6.065,+1.962,+38
vit_base_patch16_384.augreg_in1k,86.227,13.773,96.968,3.032,86.86,384,1.000,bicubic,+5.125,+1.636,-33
ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.392,+1.707,-13
efficientnet_el_pruned.in1k,86.192,13.807,97.026,2.974,10.59,300,0.904,bicubic,+5.892,+1.808,+25
cspdarknet53,86.182,13.818,97.013,2.987,27.64,256,0.887,bilinear,+6.124,+1.929,+40
inception_v4,86.169,13.831,96.919,3.081,42.68,299,0.875,bicubic,+6.001,+1.951,+32
rexnet_150,86.154,13.846,97.058,2.942,9.73,224,0.875,bicubic,+5.844,+1.892,+20
inception_resnet_v2,86.133,13.867,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.737,+5
xcit_tiny_12_p8_224,86.105,13.895,97.084,2.917,6.71,224,1.000,bicubic,+6.411,+2.031,+56
ssl_resnext50_32x4d,86.086,13.914,97.212,2.788,25.03,224,0.875,bilinear,+5.768,+1.806,+15
tf_efficientnet_el.in1k,86.084,13.916,96.964,3.036,10.59,300,0.904,bicubic,+5.834,+1.836,+21
mobilevitv2_150,86.075,13.925,96.849,3.151,10.59,256,0.888,bicubic,+5.699,+1.789,+7
cspresnext50,86.073,13.927,97.101,2.899,20.57,256,0.887,bilinear,+5.527,+1.781,-12
convnext_pico_ols.d1_in1k,86.067,13.933,97.017,2.983,9.06,288,1.000,bicubic,+5.603,+1.775,-3
gluon_resnet101_v1s,86.054,13.946,97.022,2.978,44.67,224,0.875,bicubic,+5.752,+1.862,+13
lambda_resnet50ts,86.054,13.946,96.736,3.264,21.54,256,0.950,bicubic,+4.888,+0.764,-54
ecaresnetlight,86.052,13.948,97.069,2.931,30.16,224,0.875,bicubic,+5.590,+1.821,-5
edgenext_small_rw,86.047,13.953,96.925,3.075,7.83,320,1.000,bicubic,+5.591,+1.734,-4
poolformer_s24,86.032,13.968,97.028,2.972,21.39,224,0.900,bicubic,+5.716,+1.990,+6
gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.128,+1.683,-35
resnetv2_50,86.032,13.968,96.902,3.098,25.55,224,0.950,bicubic,+5.600,+1.822,-5
convnext_pico.d1_in1k,86.020,13.980,96.941,3.059,9.05,288,0.950,bicubic,+5.594,+1.882,-5
resnet50d,86.009,13.991,96.979,3.021,25.58,224,0.875,bicubic,+5.479,+1.819,-20
seresnet33ts,86.007,13.993,97.011,2.989,19.78,256,0.900,bicubic,+5.655,+1.905,-3
gcresnext50ts,86.007,13.993,96.966,3.034,15.67,256,0.900,bicubic,+5.427,+1.796,-24
ecaresnet26t,85.983,14.017,97.041,2.959,16.01,320,0.950,bicubic,+6.129,+1.957,+30
tf_efficientnet_b2.ap_in1k,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.675,+1.782,+3
gluon_seresnext101_64x4d,85.960,14.040,96.979,3.021,88.23,224,0.875,bicubic,+5.066,+1.671,-42
vit_base_patch32_224.augreg_in21k_ft_in1k,85.956,14.044,97.130,2.869,88.22,224,0.900,bicubic,+5.231,+1.562,-35
fbnetv3_d.ra2_in1k,85.924,14.076,97.026,2.974,10.31,256,0.950,bilinear,+6.243,+2.082,+38
gluon_resnet152_v1d,85.917,14.083,96.812,3.188,60.21,224,0.875,bicubic,+5.443,+1.606,-21
vit_large_patch32_384.orig_in21k_ft_in1k,85.909,14.091,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.276,-93
tf_efficientnet_b2.aa_in1k,85.902,14.098,96.862,3.139,9.11,260,0.890,bicubic,+5.816,+1.954,+9
tf_efficientnetv2_b2.in1k,85.900,14.100,96.889,3.111,10.10,260,0.890,bicubic,+5.692,+1.847,+3
resnet50_gn,85.881,14.119,96.851,3.149,25.56,224,0.940,bicubic,+5.829,+1.905,+11
vit_base_patch16_224.sam,85.877,14.123,96.697,3.303,86.57,224,0.900,bicubic,+5.635,+1.941,-2
seresnet50,85.857,14.143,97.004,2.995,28.09,224,0.875,bicubic,+5.583,+1.934,-6
repvgg_b2g4,85.855,14.145,96.812,3.188,61.76,224,0.875,bilinear,+6.489,+2.124,+45
gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.435,+1.649,-21
gcresnet33ts,85.815,14.185,96.898,3.102,19.88,256,0.900,bicubic,+5.733,+1.900,+3
mixnet_xl.ra_in1k,85.798,14.202,96.712,3.288,11.90,224,0.875,bicubic,+5.322,+1.776,-32
ens_adv_inception_resnet_v2,85.781,14.220,96.761,3.239,55.84,299,0.897,bicubic,+5.799,+1.823,+6
tf_efficientnet_lite3.in1k,85.755,14.245,96.887,3.113,8.20,300,0.904,bilinear,+5.935,+1.973,+16
ese_vovnet39b,85.751,14.249,96.891,3.109,24.57,224,0.875,bicubic,+6.431,+2.179,+41
legacy_seresnext101_32x4d,85.746,14.254,96.757,3.243,48.96,224,0.875,bilinear,+5.518,+1.739,-11
gluon_resnext101_32x4d,85.746,14.254,96.635,3.365,44.18,224,0.875,bicubic,+5.412,+1.709,-21
eca_resnet33ts,85.740,14.260,96.900,3.100,19.68,256,0.900,bicubic,+5.662,+1.930,-3
xcit_tiny_24_p16_224,85.734,14.267,96.938,3.062,12.12,224,1.000,bicubic,+6.290,+2.056,+33
regnety_320,85.725,14.275,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-58
cspresnet50,85.721,14.279,96.795,3.205,21.62,256,0.887,bilinear,+6.147,+2.083,+23
resnet50,85.706,14.294,96.494,3.506,25.56,224,0.950,bicubic,+5.332,+1.880,-31
xception71,85.697,14.303,96.776,3.224,42.34,299,0.903,bicubic,+5.823,+1.854,+1
resmlp_big_24_224,85.695,14.305,96.426,3.574,129.14,224,0.875,bicubic,+4.667,+1.404,-79
gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.656,-56
efficientnet_em.ra2_in1k,85.684,14.316,96.938,3.062,6.90,240,0.882,bicubic,+6.432,+2.144,+41
deit_small_patch16_224,85.678,14.322,96.906,3.094,22.05,224,0.900,bicubic,+5.822,+1.854,-2
pit_xs_distilled_224,85.657,14.343,96.667,3.333,11.00,224,0.900,bicubic,+6.351,+2.303,+32
efficientnet_b2_pruned.in1k,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.890,-8
dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+1.819,-19
resmlp_36_224,85.620,14.380,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.909,0
mobilevitv2_125,85.584,14.416,96.665,3.335,7.48,256,0.888,bicubic,+5.900,+1.815,+6
ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.864,+2.056,0
levit_192,85.580,14.420,96.740,3.260,10.95,224,0.900,bicubic,+5.738,+1.954,-7
gluon_resnet152_v1c,85.580,14.420,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.806,-12
resnext50d_32x4d,85.569,14.431,96.748,3.252,25.05,224,0.875,bicubic,+5.893,+1.882,+4
tf_efficientnetv2_b1.in1k,85.561,14.439,96.727,3.273,8.14,240,0.882,bicubic,+6.099,+2.005,+13
regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.177,+1.659,-46
fbnetv3_b.ra2_in1k,85.524,14.476,96.862,3.139,8.60,256,0.950,bilinear,+6.374,+2.116,+36
regnetx_320,85.524,14.476,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.643,-36
nf_regnet_b1,85.505,14.495,96.791,3.209,10.22,288,0.900,bicubic,+6.213,+2.043,+21
dpn92,85.494,14.506,96.635,3.365,37.67,224,0.875,bicubic,+5.486,+1.799,-24
gluon_resnet152_v1b,85.475,14.525,96.550,3.450,60.19,224,0.875,bicubic,+5.789,+1.814,-6
rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+2
resnetrs50,85.462,14.538,96.736,3.264,35.69,224,0.910,bicubic,+5.570,+1.767,-22
dpn131,85.398,14.602,96.639,3.361,79.25,224,0.875,bicubic,+5.576,+1.929,-17
convnext_tiny.fb_in22k_ft_in1k,85.390,14.610,96.799,3.200,28.59,288,1.000,bicubic,+6.482,+2.125,+41
regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.534,+1.807,-22
dla102x2,85.366,14.634,96.629,3.371,41.28,224,0.875,bilinear,+5.918,+1.989,+2
gmlp_s16_224,85.353,14.646,96.648,3.352,19.42,224,0.875,bicubic,+5.712,+2.050,-9
botnet26t_256,85.343,14.657,96.629,3.371,12.49,256,0.950,bicubic,+6.071,+2.101,+15
gluon_seresnext50_32x4d,85.336,14.664,96.667,3.333,27.56,224,0.875,bicubic,+5.418,+1.845,-32
skresnext50_32x4d,85.313,14.687,96.390,3.610,27.48,224,0.875,bicubic,+5.157,+1.748,-41
dpn98,85.311,14.689,96.469,3.531,61.57,224,0.875,bicubic,+5.669,+1.841,-12
gluon_resnet101_v1c,85.304,14.696,96.405,3.595,44.57,224,0.875,bicubic,+5.770,+1.827,-10
lambda_resnet26t,85.300,14.700,96.718,3.282,10.96,256,0.940,bicubic,+6.204,+2.126,+21
dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.076,+2.050,+12
resnetblur50,85.283,14.717,96.531,3.470,25.56,224,0.875,bicubic,+5.997,+1.892,+5
resmlp_24_224,85.268,14.732,96.492,3.508,30.02,224,0.875,bicubic,+5.894,+1.946,-6
convnext_femto_ols.d1_in1k,85.255,14.745,96.770,3.230,5.23,288,0.950,bicubic,+6.321,+2.238,+26
coat_lite_mini,85.251,14.749,96.680,3.320,11.01,224,0.900,bicubic,+6.163,+2.076,+17
cait_xxs24_224,85.228,14.773,96.712,3.288,11.96,224,1.000,bicubic,+6.842,+2.402,+55
resnet33ts,85.228,14.773,96.627,3.373,19.68,256,0.900,bicubic,+6.014,+2.053,+7
xcit_tiny_12_p16_224_dist,85.208,14.792,96.597,3.403,6.72,224,1.000,bicubic,+6.630,+2.401,+40
pvt_v2_b1,85.198,14.802,96.622,3.378,14.01,224,0.900,bicubic,+6.504,+2.130,+35
halonet26t,85.195,14.805,96.462,3.538,12.48,256,0.950,bicubic,+6.096,+2.150,+10
resnext101_32x8d,85.187,14.813,96.445,3.555,88.79,224,0.875,bilinear,+5.879,+1.927,-10
gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.377,+2.156,+25
resnet32ts,85.155,14.845,96.624,3.376,17.96,256,0.900,bicubic,+6.151,+2.269,+14
convnext_femto.d1_in1k,85.151,14.849,96.708,3.292,5.22,288,0.950,bicubic,+6.447,+2.274,+29
hrnet_w48,85.151,14.849,96.492,3.508,77.47,224,0.875,bilinear,+5.851,+1.980,-10
gluon_xception65,85.148,14.851,96.597,3.403,39.92,299,0.903,bicubic,+5.433,+1.737,-38
gluon_resnet101_v1b,85.142,14.858,96.366,3.634,44.55,224,0.875,bicubic,+5.836,+1.842,-14
eca_halonext26ts,85.131,14.869,96.584,3.416,10.76,256,0.940,bicubic,+5.645,+1.986,-27
regnetx_120,85.131,14.869,96.477,3.523,46.11,224,0.875,bicubic,+5.535,+1.739,-32
xception,85.129,14.871,96.471,3.529,22.86,299,0.897,bicubic,+6.077,+2.079,+6
tf_efficientnet_b1.ap_in1k,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.847,+2.099,-13
eca_botnext26ts_256,85.125,14.875,96.509,3.491,10.59,256,0.950,bicubic,+5.851,+1.895,-13
hrnet_w64,85.119,14.881,96.744,3.256,128.06,224,0.875,bilinear,+5.645,+2.092,-30
ssl_resnet50,85.097,14.903,96.866,3.134,25.56,224,0.875,bilinear,+5.875,+2.034,-12
lambda_resnet26rpt_256,85.095,14.905,96.560,3.440,10.99,256,0.940,bicubic,+6.125,+2.130,+4
res2net101_26w_4s,85.093,14.907,96.381,3.619,45.21,224,0.875,bilinear,+5.895,+1.949,-10
tf_efficientnet_cc_b1_8e.in1k,85.063,14.937,96.422,3.578,39.72,240,0.882,bicubic,+5.755,+2.052,-25
res2net50_26w_8s,85.031,14.969,96.419,3.580,48.40,224,0.875,bilinear,+5.831,+2.052,-13
xcit_nano_12_p8_384_dist,85.029,14.971,96.629,3.371,3.05,384,1.000,bicubic,+7.209,+2.593,+64
resnest26d,85.008,14.992,96.637,3.363,17.07,224,0.875,bilinear,+6.530,+2.339,+24
gluon_resnext50_32x4d,84.995,15.005,96.426,3.574,25.03,224,0.875,bicubic,+5.641,+2.000,-32
tf_efficientnet_b0.ns_jft_in1k,84.984,15.016,96.503,3.497,5.29,224,0.875,bicubic,+6.326,+2.127,+15
coat_tiny,84.976,15.024,96.409,3.591,5.50,224,0.900,bicubic,+6.542,+2.371,+25
dla169,84.920,15.080,96.535,3.465,53.39,224,0.875,bilinear,+6.232,+2.199,+11
tf_efficientnet_b1.aa_in1k,84.918,15.082,96.364,3.636,7.79,240,0.882,bicubic,+6.092,+2.166,+1
mobilevitv2_100,84.905,15.095,96.385,3.615,4.90,256,0.888,bicubic,+6.815,+2.221,+41
legacy_seresnext50_32x4d,84.901,15.099,96.434,3.566,27.56,224,0.875,bilinear,+5.823,+1.998,-14
hrnet_w44,84.884,15.116,96.434,3.566,67.06,224,0.875,bilinear,+5.988,+2.066,-5
gluon_resnet50_v1s,84.862,15.138,96.443,3.557,25.68,224,0.875,bicubic,+6.150,+2.205,+3
regnetx_080,84.862,15.138,96.434,3.566,39.57,224,0.875,bicubic,+5.668,+1.874,-23
levit_128,84.843,15.157,96.360,3.640,9.21,224,0.900,bicubic,+6.357,+2.350,+11
gluon_resnet50_v1d,84.832,15.168,96.398,3.602,25.58,224,0.875,bicubic,+5.758,+1.928,-18
dla60_res2next,84.830,15.170,96.411,3.589,17.03,224,0.875,bilinear,+6.390,+2.259,+14
vit_tiny_patch16_384.augreg_in21k_ft_in1k,84.828,15.172,96.708,3.292,5.79,384,1.000,bicubic,+6.398,+2.166,+15
mixnet_l.ft_in1k,84.822,15.178,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.146,-17
tv_resnet152,84.815,15.185,96.225,3.775,60.19,224,0.875,bilinear,+6.503,+2.187,+20
dla102x,84.813,15.187,96.552,3.448,26.31,224,0.875,bilinear,+6.303,+2.324,+3
dla60_res2net,84.813,15.187,96.481,3.519,20.85,224,0.875,bilinear,+6.349,+2.275,+8
pit_xs_224,84.792,15.208,96.492,3.508,10.62,224,0.900,bicubic,+6.610,+2.324,+23
xception41,84.792,15.208,96.413,3.587,26.97,299,0.903,bicubic,+6.276,+2.135,0
regnetx_064,84.781,15.219,96.490,3.510,26.21,224,0.875,bicubic,+5.709,+2.032,-26
hrnet_w40,84.743,15.257,96.554,3.446,57.56,224,0.875,bilinear,+5.823,+2.084,-21
res2net50_26w_6s,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.156,+2.157,-4
repvgg_b2,84.724,15.276,96.469,3.531,89.02,224,0.875,bilinear,+5.932,+2.055,-15
vit_base_patch32_384.augreg_in1k,84.722,15.278,96.319,3.681,88.30,384,1.000,bicubic,+5.962,+2.091,-14
resmlp_12_distilled_224,84.713,15.287,96.225,3.775,15.35,224,0.875,bicubic,+6.769,+2.667,+29
cs3darknet_m,84.704,15.296,96.488,3.512,9.31,288,0.950,bicubic,+7.068,+2.474,+41
legacy_seresnet152,84.704,15.296,96.417,3.583,66.82,224,0.875,bilinear,+6.044,+2.047,-12
selecsls60b,84.657,15.343,96.300,3.700,32.77,224,0.875,bicubic,+6.245,+2.126,+1
hrnet_w32,84.651,15.349,96.407,3.593,41.23,224,0.875,bilinear,+6.201,+2.221,-4
bat_resnext26ts,84.638,15.362,96.272,3.728,10.73,256,0.900,bicubic,+6.396,+2.172,+8
tf_efficientnetv2_b0.in1k,84.625,15.375,96.274,3.726,7.14,224,0.875,bicubic,+6.269,+2.250,+2
efficientnet_b1.ft_in1k,84.608,15.392,96.332,3.668,7.79,256,1.000,bicubic,+5.814,+1.990,-25
regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-11
efficientnet_es.ra_in1k,84.591,15.409,96.311,3.689,5.44,224,0.875,bicubic,+6.525,+2.385,+13
vit_relpos_base_patch32_plus_rpn_256.sw_in1k,84.591,15.409,96.005,3.995,119.42,256,0.900,bicubic,+5.111,+1.867,-74
hrnet_w30,84.572,15.428,96.388,3.612,37.71,224,0.875,bilinear,+6.366,+2.166,+4
tf_mixnet_l.in1k,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.246,-28
wide_resnet101_2,84.557,15.443,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-35
vit_small_patch16_224.augreg_in1k,84.538,15.462,96.276,3.724,22.05,224,0.900,bicubic,+5.692,+1.992,-35
dla60x,84.523,15.477,96.285,3.715,17.35,224,0.875,bilinear,+6.277,+2.267,-4
legacy_seresnet101,84.504,15.496,96.330,3.670,49.33,224,0.875,bilinear,+6.122,+2.066,-10
cs3darknet_focus_m,84.478,15.522,96.419,3.580,9.30,288,0.950,bicubic,+7.200,+2.450,+43
resnet26t,84.476,15.524,96.217,3.783,16.01,256,0.940,bicubic,+6.594,+2.377,+14
coat_lite_tiny,84.450,15.550,96.368,3.632,5.72,224,0.900,bicubic,+6.938,+2.452,+31
tf_efficientnet_em.in1k,84.450,15.550,96.180,3.820,6.90,240,0.882,bicubic,+6.320,+2.136,-1
repvgg_b1,84.416,15.584,96.221,3.779,57.42,224,0.875,bilinear,+6.050,+2.123,-14
efficientnet_b1_pruned.in1k,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.157,+2.306,-8
vit_base_patch16_224.augreg_in1k,84.391,15.610,96.046,3.954,86.57,224,0.900,bicubic,+5.237,+1.946,-61
res2net50_26w_4s,84.365,15.635,96.082,3.918,25.70,224,0.875,bilinear,+6.401,+2.228,+4
hardcorenas_f,84.326,15.674,96.025,3.975,8.20,224,0.875,bilinear,+6.222,+2.222,-5
res2net50_14w_8s,84.309,15.691,96.072,3.929,25.06,224,0.875,bilinear,+6.159,+2.224,-8
selecsls60,84.288,15.712,96.095,3.905,30.67,224,0.875,bicubic,+6.306,+2.267,0
mobilevit_s,84.271,15.729,96.264,3.736,5.58,256,0.900,bicubic,+5.959,+2.118,-19
regnetx_032,84.237,15.763,96.247,3.753,15.30,224,0.875,bicubic,+6.065,+2.159,-12
res2next50,84.226,15.774,95.997,4.003,24.67,224,0.875,bilinear,+5.980,+2.105,-18
convnext_atto_ols.a2_in1k,84.220,15.780,96.223,3.777,3.70,288,0.950,bicubic,+7.004,+2.543,+32
gluon_resnet50_v1c,84.207,15.793,96.161,3.839,25.58,224,0.875,bicubic,+6.195,+2.173,-7
dla102,84.190,15.810,96.206,3.794,33.27,224,0.875,bilinear,+6.158,+2.260,-9
gcresnext26ts,84.164,15.836,96.086,3.914,10.48,256,0.900,bicubic,+6.350,+2.252,+4
rexnet_100,84.162,15.838,96.255,3.745,4.80,224,0.875,bicubic,+6.304,+2.385,+1
seresnext26ts,84.149,15.851,96.074,3.926,10.39,256,0.900,bicubic,+6.283,+2.284,-3
convnext_atto.d2_in1k,84.147,15.853,96.200,3.800,3.70,288,0.950,bicubic,+7.133,+2.500,+34
tf_inception_v3,84.136,15.864,95.920,4.080,23.83,299,0.875,bicubic,+6.276,+2.280,-3
res2net50_48w_2s,84.126,15.874,95.965,4.035,25.29,224,0.875,bilinear,+6.604,+2.411,+10
resnet34d,84.098,15.902,95.978,4.022,21.82,224,0.875,bicubic,+6.982,+2.596,+26
tf_efficientnet_lite2.in1k,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.315,+10
xcit_tiny_12_p16_224,84.090,15.911,96.234,3.766,6.72,224,1.000,bicubic,+6.969,+2.522,+23
efficientnet_b0.ra_in1k,84.038,15.962,95.956,4.044,5.29,224,0.875,bicubic,+6.340,+2.424,-3
poolformer_s12,84.032,15.968,96.161,3.839,11.92,224,0.900,bicubic,+6.802,+2.657,+18
crossvit_9_dagger_240,84.015,15.985,96.084,3.916,8.78,240,0.875,bicubic,+7.035,+2.474,+27
hardcorenas_e,83.968,16.032,95.898,4.101,8.07,224,0.875,bilinear,+6.174,+2.204,-8
gmixer_24_224,83.968,16.032,95.849,4.151,24.72,224,0.875,bicubic,+5.932,+2.185,-23
tf_efficientnet_cc_b0_8e.in1k,83.966,16.034,96.065,3.935,24.01,224,0.875,bicubic,+6.058,+2.411,-17
tv_resnext50_32x4d,83.959,16.041,95.960,4.040,25.03,224,0.875,bilinear,+6.339,+2.264,-5
regnety_016,83.955,16.045,96.005,3.995,11.20,224,0.875,bicubic,+6.093,+2.285,-16
gluon_resnet50_v1b,83.940,16.060,96.012,3.988,25.56,224,0.875,bicubic,+6.360,+2.296,-3
densenet161,83.906,16.094,96.010,3.990,28.68,224,0.875,bicubic,+6.548,+2.372,+4
adv_inception_v3,83.902,16.098,95.935,4.065,23.83,299,0.875,bicubic,+6.320,+2.199,-6
mobilenetv2_120d.ra_in1k,83.893,16.107,95.909,4.091,5.83,224,0.875,bicubic,+6.609,+2.417,+5
seresnext26t_32x4d,83.878,16.122,95.931,4.069,16.81,224,0.875,bicubic,+5.892,+2.185,-29
tv_resnet101,83.848,16.152,95.892,4.108,44.55,224,0.875,bilinear,+6.474,+2.352,-1
tinynet_a.in1k,83.827,16.173,95.820,4.181,6.19,192,0.875,bicubic,+6.175,+2.284,-16
inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.321,+2.403,-5
hardcorenas_d,83.759,16.241,95.734,4.266,7.50,224,0.875,bilinear,+6.327,+2.250,-5
seresnext26d_32x4d,83.754,16.246,95.849,4.151,16.81,224,0.875,bicubic,+6.152,+2.241,-15
xcit_nano_12_p8_224_dist,83.731,16.269,95.960,4.040,3.05,224,1.000,bicubic,+7.407,+2.870,+31
dla60,83.729,16.271,95.933,4.067,22.04,224,0.875,bilinear,+6.697,+2.615,+8
eca_resnext26ts,83.701,16.299,95.948,4.052,10.30,256,0.900,bicubic,+6.249,+2.382,-11
repvgg_b1g4,83.699,16.301,96.020,3.980,39.97,224,0.875,bilinear,+6.105,+2.194,-18
convmixer_1024_20_ks9_p14,83.682,16.318,95.896,4.104,24.38,224,0.960,bicubic,+6.736,+2.538,+9
legacy_seresnet50,83.662,16.337,95.973,4.027,28.09,224,0.875,bilinear,+6.032,+2.225,-23
tf_efficientnet_b0.ap_in1k,83.650,16.350,95.779,4.221,5.29,224,0.875,bicubic,+6.564,+2.523,+1
skresnet34,83.641,16.359,95.933,4.067,22.28,224,0.875,bicubic,+6.729,+2.611,+9
tf_efficientnet_cc_b0_4e.in1k,83.639,16.361,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-12
resmlp_12_224,83.571,16.429,95.760,4.240,15.35,224,0.875,bicubic,+6.917,+2.580,+13
densenet201,83.556,16.444,95.811,4.189,20.01,224,0.875,bicubic,+6.270,+2.333,-13
mobilenetv3_large_100.miil_in21k_ft_in1k,83.556,16.444,95.452,4.548,5.48,224,0.875,bilinear,+5.640,+2.542,-42
gernet_s,83.522,16.478,95.794,4.206,8.17,224,0.875,bilinear,+6.606,+2.662,+3
legacy_seresnext26_32x4d,83.517,16.483,95.719,4.281,16.79,224,0.875,bicubic,+6.413,+2.403,-7
tf_efficientnet_b0.aa_in1k,83.515,16.485,95.719,4.281,5.29,224,0.875,bicubic,+6.667,+2.491,+2
mixnet_m.ft_in1k,83.515,16.485,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-14
hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.463,+4
densenetblur121d,83.472,16.527,95.822,4.178,8.00,224,0.875,bicubic,+6.885,+2.630,+9
resnext26ts,83.464,16.536,95.728,4.272,10.30,256,0.900,bicubic,+6.684,+2.598,+1
selecsls42b,83.457,16.543,95.745,4.255,32.46,224,0.875,bicubic,+6.283,+2.355,-16
tf_efficientnet_lite1.in1k,83.344,16.656,95.642,4.358,5.42,240,0.882,bicubic,+6.702,+2.416,+3
hardcorenas_c,83.342,16.658,95.706,4.294,5.52,224,0.875,bilinear,+6.288,+2.548,-13
regnetx_016,83.195,16.805,95.740,4.260,9.19,224,0.875,bicubic,+6.245,+2.320,-10
mobilenetv2_140.ra_in1k,83.182,16.818,95.689,4.311,6.11,224,0.875,bicubic,+6.666,+2.693,+6
dpn68,83.178,16.822,95.597,4.402,12.61,224,0.875,bicubic,+6.860,+2.620,+8
tf_efficientnet_es.in1k,83.178,16.822,95.585,4.415,5.44,224,0.875,bicubic,+6.584,+2.383,0
xcit_nano_12_p16_384_dist,83.176,16.824,95.753,4.247,3.05,384,1.000,bicubic,+7.718,+3.059,+22
tf_mixnet_m.in1k,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.309,-12
ese_vovnet19b_dw,83.109,16.890,95.779,4.221,6.54,224,0.875,bicubic,+6.311,+2.511,-10
levit_128s,83.069,16.931,95.531,4.469,7.78,224,0.900,bicubic,+6.539,+2.665,-1
resnet26d,83.050,16.950,95.604,4.396,16.01,224,0.875,bicubic,+6.354,+2.454,-9
repvgg_a2,83.001,16.999,95.589,4.411,28.21,224,0.875,bilinear,+6.541,+2.585,-1
tv_resnet50,82.958,17.042,95.467,4.533,25.56,224,0.875,bilinear,+6.820,+2.603,+2
hardcorenas_b,82.873,17.128,95.392,4.607,5.18,224,0.875,bilinear,+6.335,+2.638,-6
densenet121,82.823,17.177,95.585,4.415,7.98,224,0.875,bicubic,+7.245,+2.933,+11
mobilevitv2_075,82.813,17.187,95.576,4.424,2.87,256,0.888,bicubic,+7.191,+2.808,+9
vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,82.691,17.309,95.845,4.155,6.36,384,1.000,bicubic,+6.739,+2.585,+1
densenet169,82.683,17.317,95.600,4.400,14.15,224,0.875,bicubic,+6.776,+2.574,+2
edgenext_x_small,82.572,17.428,95.461,4.539,2.34,288,1.000,bicubic,+6.883,+2.695,+3
mixnet_s.ft_in1k,82.525,17.476,95.356,4.644,4.13,224,0.875,bicubic,+6.532,+2.560,-4
vit_small_patch32_224.augreg_in21k_ft_in1k,82.514,17.486,95.670,4.330,22.88,224,0.900,bicubic,+6.524,+2.398,-4
regnety_008,82.493,17.508,95.487,4.513,6.26,224,0.875,bicubic,+6.177,+2.421,-8
efficientnet_lite0.ra_in1k,82.382,17.619,95.279,4.721,4.65,224,0.875,bicubic,+6.898,+2.769,+6
resnest14d,82.352,17.648,95.339,4.661,10.61,224,0.875,bilinear,+6.846,+2.821,+4
hardcorenas_a,82.313,17.687,95.294,4.706,5.26,224,0.875,bilinear,+6.397,+2.780,-6
efficientnet_es_pruned.in1k,82.296,17.704,95.303,4.697,5.44,224,0.875,bicubic,+7.296,+2.855,+15
mobilenetv3_rw.rmsp_in1k,82.275,17.725,95.234,4.766,5.48,224,0.875,bicubic,+6.641,+2.526,-3
semnasnet_100.rmsp_in1k,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.803,+2.626,+4
mobilenetv3_large_100.ra_in1k,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.410,+2.654,-8
resnet34,82.138,17.862,95.130,4.870,21.80,224,0.875,bilinear,+7.028,+2.846,+8
mobilenetv2_110d.ra_in1k,82.070,17.930,95.076,4.923,4.52,224,0.875,bicubic,+7.034,+2.890,+9
vit_tiny_patch16_224.augreg_in21k_ft_in1k,82.066,17.934,95.489,4.511,5.72,224,0.900,bicubic,+6.612,+2.641,-1
tf_mixnet_s.in1k,82.038,17.962,95.121,4.879,4.13,224,0.875,bicubic,+6.388,+2.493,-10
repvgg_b0,82.001,17.999,95.100,4.900,15.82,224,0.875,bilinear,+6.849,+2.682,+1
deit_tiny_distilled_patch16_224,81.997,18.003,95.141,4.859,5.91,224,0.900,bicubic,+7.487,+3.251,+17
mixer_b16_224,81.976,18.024,94.449,5.551,59.88,224,0.875,bicubic,+5.376,+2.221,-31
pit_ti_distilled_224,81.967,18.033,95.145,4.855,5.10,224,0.900,bicubic,+7.437,+3.049,+14
hrnet_w18_small_v2,81.961,18.039,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,-1
tf_efficientnet_lite0.in1k,81.952,18.048,95.168,4.832,4.65,224,0.875,bicubic,+7.122,+2.992,+5
resnet26,81.944,18.056,95.241,4.759,16.00,224,0.875,bicubic,+6.652,+2.671,-7
tinynet_b.in1k,81.871,18.129,94.878,5.122,3.73,188,0.875,bicubic,+6.897,+2.690,+1
tf_mobilenetv3_large_100.in1k,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.464,-15
tv_densenet121,81.726,18.274,95.034,4.966,7.98,224,0.875,bicubic,+6.988,+2.884,+3
regnety_006,81.700,18.300,95.115,4.885,6.06,224,0.875,bicubic,+6.454,+2.583,-10
dla34,81.658,18.342,94.878,5.122,15.74,224,0.875,bilinear,+7.028,+2.800,+4
xcit_nano_12_p8_224,81.643,18.357,95.273,4.727,3.05,224,1.000,bicubic,+7.729,+3.101,+12
crossvit_9_240,81.615,18.385,94.978,5.022,8.55,240,0.875,bicubic,+7.651,+3.010,+10
mobilevit_xs,81.566,18.434,95.034,4.966,2.32,256,0.900,bicubic,+6.922,+2.682,0
fbnetc_100.rmsp_in1k,81.559,18.441,94.970,5.030,5.57,224,0.875,bilinear,+6.436,+2.584,-13
legacy_seresnet34,81.534,18.466,94.899,5.101,21.96,224,0.875,bilinear,+6.726,+2.775,-5
gluon_resnet34_v1b,81.500,18.500,94.810,5.190,21.80,224,0.875,bicubic,+6.912,+2.820,-1
regnetx_008,81.485,18.515,95.059,4.941,7.26,224,0.875,bicubic,+6.447,+2.724,-13
mnasnet_100.rmsp_in1k,81.459,18.541,94.899,5.101,4.38,224,0.875,bicubic,+6.801,+2.785,-6
vgg19_bn,81.446,18.554,94.763,5.237,143.68,224,0.875,bilinear,+7.232,+2.921,-1
vit_base_patch32_224.augreg_in1k,81.143,18.857,94.427,5.572,88.22,224,0.900,bicubic,+6.239,+2.649,-12
convit_tiny,81.126,18.874,95.044,4.955,5.71,224,0.875,bicubic,+8.010,+3.331,+10
crossvit_tiny_240,81.088,18.912,94.987,5.013,7.01,240,0.875,bicubic,+7.764,+3.071,+6
spnasnet_100.rmsp_in1k,80.878,19.122,94.526,5.474,4.42,224,0.875,bilinear,+6.794,+2.708,-4
ghostnet_100,80.699,19.301,94.291,5.709,5.18,224,0.875,bilinear,+6.721,+2.835,-3
regnety_004,80.659,19.341,94.686,5.314,4.34,224,0.875,bicubic,+6.624,+2.934,-5
skresnet18,80.637,19.363,94.378,5.622,11.96,224,0.875,bicubic,+7.599,+3.210,+6
regnetx_006,80.629,19.371,94.524,5.476,6.20,224,0.875,bicubic,+6.777,+2.852,-3
pit_ti_224,80.605,19.395,94.618,5.383,4.85,224,0.900,bicubic,+7.693,+3.216,+7
swsl_resnet18,80.575,19.425,94.743,5.256,11.69,224,0.875,bilinear,+7.299,+3.010,+1
vgg16_bn,80.556,19.444,94.592,5.408,138.37,224,0.875,bilinear,+7.206,+3.086,-3
semnasnet_075.rmsp_in1k,80.477,19.523,94.321,5.679,2.91,224,0.875,bicubic,+7.503,+3.185,+2
tv_resnet34,80.389,19.611,94.436,5.564,21.80,224,0.875,bilinear,+7.077,+3.010,-3
resnet18d,80.387,19.613,94.252,5.748,11.71,224,0.875,bicubic,+8.127,+3.556,+9
mobilenetv2_100.ra_in1k,80.257,19.743,94.195,5.805,3.50,224,0.875,bicubic,+7.287,+3.179,0
xcit_nano_12_p16_224_dist,80.212,19.788,94.361,5.639,3.05,224,1.000,bicubic,+7.910,+3.499,+6
vit_base_patch32_224.sam,80.208,19.792,93.825,6.175,88.22,224,0.900,bicubic,+6.518,+2.811,-11
ssl_resnet18,80.101,19.899,94.590,5.410,11.69,224,0.875,bilinear,+7.491,+3.174,-1
tf_mobilenetv3_large_075.in1k,80.093,19.907,94.184,5.816,3.99,224,0.875,bilinear,+6.655,+2.834,-12
deit_tiny_patch16_224,80.018,19.982,94.449,5.551,5.72,224,0.900,bicubic,+7.850,+3.331,+5
hrnet_w18_small,79.555,20.445,93.898,6.102,13.19,224,0.875,bilinear,+7.213,+3.220,0
vgg19,79.480,20.520,93.870,6.130,143.67,224,0.875,bilinear,+7.112,+2.998,-3
regnetx_004,79.435,20.565,93.853,6.147,5.16,224,0.875,bicubic,+7.039,+3.023,-5
resnet14t,79.239,20.761,93.606,6.394,10.08,224,0.950,bilinear,+6.889,+3.266,-4
tf_mobilenetv3_large_minimal_100.in1k,79.222,20.778,93.706,6.294,3.92,224,0.875,bilinear,+6.974,+3.076,-1
edgenext_xx_small,79.175,20.825,93.821,6.179,1.33,288,1.000,bicubic,+7.309,+3.277,+2
legacy_seresnet18,79.153,20.847,93.783,6.217,11.78,224,0.875,bicubic,+7.409,+3.449,+3
vgg16,79.038,20.962,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.270,+3
vgg13_bn,79.006,20.994,93.655,6.345,133.05,224,0.875,bilinear,+7.412,+3.273,+3
vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,78.991,21.009,93.902,6.098,6.34,224,0.900,bicubic,+7.203,+3.074,-1
lcnet_100.ra2_in1k,78.914,21.086,93.550,6.450,2.95,224,0.875,bicubic,+6.800,+3.172,-5
pvt_v2_b0,78.752,21.248,93.849,6.151,3.67,224,0.900,bicubic,+8.096,+3.641,+3
tinynet_c.in1k,78.438,21.562,93.140,6.860,2.46,184,0.875,bicubic,+7.206,+3.392,0
gluon_resnet18_v1b,78.372,21.628,93.136,6.864,11.69,224,0.875,bicubic,+7.536,+3.376,0
mobilevitv2_050,78.118,21.882,93.573,6.426,1.37,256,0.888,bicubic,+7.978,+3.647,+3
vgg11_bn,77.926,22.074,93.230,6.770,132.87,224,0.875,bilinear,+7.566,+3.428,0
xcit_nano_12_p16_224,77.900,22.100,93.430,6.570,3.05,224,1.000,bicubic,+7.946,+3.676,+2
regnety_002,77.405,22.595,92.914,7.086,3.16,224,0.875,bicubic,+7.153,+3.374,-1
mixer_l16_224,77.285,22.715,90.582,9.418,208.20,224,0.875,bicubic,+5.227,+2.914,-12
resnet18,77.276,22.724,92.756,7.244,11.69,224,0.875,bilinear,+7.528,+3.678,+1
vgg13,77.230,22.770,92.689,7.311,133.05,224,0.875,bilinear,+7.303,+3.444,-1
mobilevit_xxs,76.595,23.405,92.685,7.315,1.27,256,0.900,bicubic,+7.683,+3.747,+1
vgg11,76.384,23.616,92.154,7.846,132.86,224,0.875,bilinear,+7.360,+3.526,-1
resnet10t,76.215,23.785,92.224,7.776,5.44,224,0.950,bilinear,+7.921,+4.146,+2
regnetx_002,76.124,23.876,92.211,7.789,2.68,224,0.875,bicubic,+7.362,+3.655,0
lcnet_075.ra2_in1k,76.053,23.947,92.066,7.934,2.36,224,0.875,bicubic,+7.235,+3.696,-2
dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1
mobilenetv3_small_100.lamb_in1k,74.911,25.089,91.498,8.502,2.54,224,0.875,bicubic,+7.259,+3.862,+1
tf_mobilenetv3_small_100.in1k,74.717,25.283,91.257,8.743,2.54,224,0.875,bilinear,+6.795,+3.593,-2
tinynet_d.in1k,74.285,25.715,90.924,9.076,2.34,152,0.875,bicubic,+7.323,+3.858,0
mnasnet_small.lamb_in1k,73.816,26.184,90.732,9.268,2.03,224,0.875,bicubic,+7.610,+4.224,0
dla46x_c,73.647,26.353,91.095,8.905,1.07,224,0.875,bilinear,+7.677,+4.115,0
mobilenetv2_050.lamb_in1k,73.465,26.535,90.320,9.680,1.97,224,0.875,bicubic,+7.523,+4.238,0
tf_mobilenetv3_small_075.in1k,72.812,27.188,90.036,9.964,2.04,224,0.875,bilinear,+7.096,+3.906,0
dla46_c,72.603,27.397,90.499,9.501,1.30,224,0.875,bilinear,+7.737,+4.207,+1
mobilenetv3_small_075.lamb_in1k,72.330,27.670,89.666,10.334,2.04,224,0.875,bicubic,+7.084,+4.230,-1
lcnet_050.ra2_in1k,70.400,29.601,88.823,11.177,1.88,224,0.875,bicubic,+7.300,+4.443,0
tf_mobilenetv3_small_minimal_100.in1k,70.111,29.889,88.505,11.495,2.04,224,0.875,bilinear,+7.205,+4.275,0
tinynet_e.in1k,66.810,33.190,86.274,13.726,2.04,106,0.875,bicubic,+6.954,+4.512,0
mobilenetv3_small_050.lamb_in1k,64.669,35.331,84.865,15.136,1.59,224,0.875,bicubic,+6.779,+4.671,0