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_512,90.689,9.311,98.751,1.249,305.67,512,1.000,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
volo_d5_512,90.608,9.392,98.698,1.302,296.09,512,1.150,bicubic,+3.566,+0.730,+7
volo_d5_448,90.582,9.418,98.685,1.315,295.91,448,1.150,bicubic,+3.630,+0.745,+8
tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.215,+0.131,-2
tf_efficientnet_l2_ns_475,90.540,9.460,98.710,1.290,480.31,475,0.936,bicubic,+2.308,+0.164,-2
volo_d4_448,90.507,9.492,98.591,1.409,193.41,448,1.150,bicubic,+3.717,+0.709,+8
convnext_xlarge_384_in22ft1k,90.452,9.548,98.672,1.328,350.20,384,1.000,bicubic,+2.906,+0.186,-3
beit_base_patch16_384,90.373,9.627,98.725,1.275,86.74,384,1.000,bicubic,+3.575,+0.589,+5
convnext_large_384_in22ft1k,90.258,9.742,98.663,1.337,197.77,384,1.000,bicubic,+2.862,+0.295,-3
vit_large_patch16_384,90.200,9.800,98.661,1.339,304.72,384,1.000,bicubic,+3.120,+0.361,-2
cait_m48_448,90.192,9.809,98.484,1.516,356.46,448,1.000,bicubic,+3.706,+0.732,+7
volo_d3_448,90.168,9.832,98.550,1.450,86.63,448,1.000,bicubic,+3.672,+0.840,+5
beit_large_patch16_224,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.677,+0.419,-8
convnext_base_384_in22ft1k,90.151,9.849,98.728,1.272,88.59,384,1.000,bicubic,+3.607,+0.538,+2
tf_efficientnet_b7_ns,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.262,+0.518,-3
cait_m36_384,90.046,9.954,98.493,1.507,271.22,384,1.000,bicubic,+3.994,+0.763,+12
dm_nfnet_f6,90.044,9.956,98.546,1.454,438.36,576,0.956,bicubic,+3.902,+0.816,+8
swin_large_patch4_window12_384,90.027,9.973,98.663,1.337,196.74,384,1.000,bicubic,+2.877,+0.423,-11
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,+3.974,+0.678,+9
convnext_xlarge_in22ft1k,89.933,10.067,98.570,1.431,350.20,224,0.875,bicubic,+2.931,+0.358,-12
xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.888,+0.700,+8
volo_d5_224,89.882,10.118,98.493,1.507,295.46,224,0.960,bicubic,+3.810,+0.915,+3
cait_s36_384,89.846,10.154,98.427,1.573,68.37,384,1.000,bicubic,+4.384,+0.947,+19
xcit_medium_24_p8_384_dist,89.814,10.186,98.362,1.638,84.32,384,1.000,bicubic,+4.000,+0.770,+10
volo_d4_224,89.811,10.188,98.424,1.576,192.96,224,0.960,bicubic,+3.938,+0.956,+4
convnext_large_in22ft1k,89.811,10.188,98.495,1.505,197.77,224,0.875,bicubic,+3.175,+0.467,-12
vit_large_r50_s32_384,89.796,10.204,98.516,1.484,329.09,384,1.000,bicubic,+3.614,+0.596,-5
swin_large_patch4_window7_224,89.792,10.208,98.640,1.360,196.53,224,0.900,bicubic,+3.478,+0.748,-8
volo_d2_384,89.788,10.212,98.403,1.597,58.87,384,1.000,bicubic,+3.748,+0.831,-2
tf_efficientnetv2_m_in21ft1k,89.779,10.221,98.501,1.499,54.14,480,1.000,bicubic,+4.189,+0.757,+8
tf_efficientnet_b6_ns,89.777,10.223,98.512,1.488,43.04,528,0.942,bicubic,+3.323,+0.630,-14
xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.183,+0.850,+7
volo_d1_384,89.694,10.306,98.294,1.706,26.78,384,1.000,bicubic,+4.446,+1.080,+18
xcit_large_24_p16_384_dist,89.662,10.338,98.401,1.599,189.10,384,1.000,bicubic,+3.908,+0.863,+2
tf_efficientnet_b5_ns,89.653,10.347,98.480,1.520,30.39,456,0.934,bicubic,+3.563,+0.730,-11
convnext_base_in22ft1k,89.628,10.372,98.537,1.462,88.59,224,0.875,bicubic,+3.804,+0.671,-4
tf_efficientnetv2_xl_in21ft1k,89.587,10.413,98.174,1.825,208.12,512,1.000,bicubic,+3.169,+0.308,-18
tf_efficientnet_b8_ap,89.581,10.419,98.303,1.697,87.41,672,0.954,bicubic,+4.209,+1.011,+10
dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.781,-2
volo_d3_224,89.557,10.443,98.375,1.625,86.33,224,0.960,bicubic,+4.145,+1.095,+6
xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.814,+6
xcit_small_12_p8_384_dist,89.515,10.485,98.303,1.697,26.21,384,1.000,bicubic,+4.435,+1.023,+16
cait_s24_384,89.502,10.498,98.360,1.640,47.06,384,1.000,bicubic,+4.456,+1.014,+18
dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.963,+0.937,-4
xcit_medium_24_p16_384_dist,89.474,10.526,98.296,1.704,84.40,384,1.000,bicubic,+4.052,+0.964,-1
dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.838,-13
deit_base_distilled_patch16_384,89.429,10.571,98.441,1.559,87.63,384,1.000,bicubic,+4.007,+1.035,-2
tf_efficientnet_b7_ap,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.309,+1.093,+7
vit_base_patch8_224,89.427,10.573,98.486,1.514,86.58,224,0.900,bicubic,+3.633,+0.692,-14
beit_base_patch16_224,89.410,10.590,98.525,1.475,86.53,224,0.900,bicubic,+4.182,+0.867,+2
regnetz_e8,89.380,10.620,98.459,1.542,57.70,320,1.000,bicubic,+4.350,+1.195,+12
tf_efficientnetv2_l,89.367,10.633,98.273,1.727,118.52,480,1.000,bicubic,+3.877,+0.901,-11
tf_efficientnet_b8,89.355,10.645,98.303,1.697,87.41,672,0.954,bicubic,+3.987,+0.913,-4
tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.556,+1.143,+18
volo_d2_224,89.327,10.673,98.207,1.794,58.68,224,0.960,bicubic,+4.133,+1.019,-2
vit_large_patch16_224,89.312,10.688,98.394,1.606,304.33,224,0.900,bicubic,+3.474,+0.574,-25
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,89.299,10.701,98.330,1.670,47.67,384,1.000,bicubic,+4.205,+1.020,-1
xcit_medium_24_p8_224_dist,89.293,10.707,98.192,1.808,84.32,224,1.000,bicubic,+4.221,+0.912,0
tf_efficientnetv2_m,89.284,10.716,98.236,1.764,54.14,480,1.000,bicubic,+4.246,+0.958,+2
xcit_small_24_p8_224_dist,89.203,10.797,98.245,1.755,47.63,224,1.000,bicubic,+4.327,+1.057,+9
xcit_small_12_p16_384_dist,89.199,10.801,98.219,1.781,26.25,384,1.000,bicubic,+4.489,+1.101,+12
swin_base_patch4_window7_224,89.145,10.855,98.424,1.576,87.77,224,0.900,bicubic,+3.897,+0.862,-13
cait_xs24_384,89.141,10.859,98.292,1.708,26.67,384,1.000,bicubic,+5.079,+1.402,+38
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,-23
ig_resnext101_32x32d,89.109,10.891,98.185,1.815,468.53,224,0.875,bilinear,+4.009,+0.751,-11
tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.147,+0.981,-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,89.041,10.959,98.064,1.937,189.10,224,1.000,bicubic,+4.119,+0.931,-2
resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.617,+1.095,+14
dm_nfnet_f2,89.007,10.993,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.950,-12
xcit_small_12_p8_224_dist,89.002,10.998,98.078,1.922,26.21,224,1.000,bicubic,+4.766,+1.204,+21
efficientnetv2_rw_m,88.990,11.011,98.213,1.787,53.24,416,1.000,bicubic,+4.178,+1.067,-3
regnetz_040h,88.953,11.047,98.202,1.798,28.94,320,1.000,bicubic,+4.457,+1.196,+5
tf_efficientnet_b5_ap,88.942,11.057,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.188,+17
dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.301,+1.015,-1
volo_d1_224,88.908,11.092,98.034,1.966,26.63,224,0.960,bicubic,+4.746,+1.258,+21
tf_efficientnetv2_s_in21ft1k,88.902,11.098,98.279,1.721,21.46,384,1.000,bicubic,+4.604,+1.025,+9
vit_base_patch16_224,88.864,11.136,98.230,1.770,86.57,224,0.900,bicubic,+4.335,+0.936,-3
regnetz_d8,88.857,11.143,98.189,1.810,23.37,320,1.000,bicubic,+4.805,+1.195,+23
resnetrs420,88.842,11.158,98.034,1.966,191.89,416,1.000,bicubic,+3.832,+0.910,-18
regnetz_d8_evos,88.840,11.160,98.132,1.868,23.46,320,0.950,bicubic,+4.786,+1.136,+20
resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.398,+1.166,-1
ig_resnext101_32x16d,88.825,11.175,98.049,1.951,194.03,224,0.875,bilinear,+4.655,+0.851,+13
vit_small_r26_s32_384,88.819,11.181,98.339,1.661,36.47,384,1.000,bicubic,+4.777,+1.011,+20
vit_base_r50_s16_384,88.806,11.194,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.942,-21
xcit_medium_24_p16_224_dist,88.799,11.200,98.038,1.962,84.40,224,1.000,bicubic,+4.525,+1.098,+3
seresnet152d,88.793,11.207,98.172,1.828,66.84,320,1.000,bicubic,+4.433,+1.132,-2
swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.969,0
xcit_tiny_24_p8_384_dist,88.776,11.224,98.162,1.838,12.11,384,1.000,bicubic,+5.034,+1.452,+33
resnetrs200,88.763,11.237,98.113,1.887,93.21,320,1.000,bicubic,+4.325,+1.033,-10
tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.175,+8
resnetrs350,88.757,11.243,98.031,1.968,163.96,384,1.000,bicubic,+4.039,+1.043,-21
vit_base_patch16_224_miil,88.742,11.258,98.029,1.971,86.54,224,0.875,bilinear,+4.470,+1.227,-3
regnetz_040,88.731,11.269,98.091,1.909,27.12,320,1.000,bicubic,+4.497,+1.159,-1
resnetv2_152x2_bitm,88.729,11.271,98.309,1.691,236.34,448,1.000,bilinear,+4.223,+0.875,-18
regnety_160,88.699,11.301,98.068,1.932,83.59,288,1.000,bicubic,+5.009,+1.292,+31
pit_b_distilled_224,88.674,11.326,98.089,1.911,74.79,224,0.900,bicubic,+4.534,+1.233,+1
vit_small_patch16_384,88.656,11.344,98.232,1.768,22.20,384,1.000,bicubic,+4.852,+1.130,+22
regnetz_d32,88.652,11.348,98.083,1.917,27.58,320,0.950,bicubic,+4.630,+1.217,+6
regnety_080,88.635,11.365,97.970,2.030,39.18,288,1.000,bicubic,+4.709,+1.082,+10
eca_nfnet_l1,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.612,+1.104,+6
convnext_large,88.573,11.427,97.854,2.146,197.77,224,0.875,bicubic,+4.281,+0.960,-15
resnetv2_152x4_bitm,88.554,11.446,98.194,1.806,936.53,480,1.000,bilinear,+3.638,+0.752,-36
resnet200d,88.543,11.457,97.959,2.041,64.69,320,1.000,bicubic,+4.579,+1.135,+4
xcit_small_24_p16_224_dist,88.541,11.459,97.999,2.001,47.67,224,1.000,bicubic,+4.673,+1.275,+7
resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.002,+1.041,-30
seresnext101_32x8d,88.505,11.495,97.888,2.112,93.57,288,1.000,bicubic,+4.301,+1.012,-13
efficientnetv2_rw_s,88.473,11.527,97.972,2.028,23.94,384,1.000,bicubic,+4.663,+1.250,+11
crossvit_18_dagger_408,88.471,11.529,97.893,2.107,44.61,408,1.000,bicubic,+4.277,+1.075,-14
resnetv2_101x3_bitm,88.464,11.536,98.157,1.843,387.93,448,1.000,bilinear,+4.022,+0.775,-31
cait_s24_224,88.451,11.549,97.957,2.043,46.92,224,1.000,bicubic,+4.993,+1.393,+21
resnetv2_50x3_bitm,88.447,11.553,98.198,1.802,217.32,448,1.000,bilinear,+4.433,+1.074,-6
resmlp_big_24_distilled_224,88.443,11.557,97.940,2.060,129.14,224,0.875,bicubic,+4.855,+1.292,+17
regnetv_064,88.434,11.566,98.066,1.934,30.58,288,1.000,bicubic,+4.720,+1.452,+12
resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.604,+1.150,+2
tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.121,-13
vit_large_r50_s32_224,88.417,11.583,98.087,1.913,328.99,224,0.900,bicubic,+3.993,+0.921,-35
tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.510,+1.231,-7
regnetz_c16_evos,88.379,11.621,98.042,1.958,13.49,320,0.950,bicubic,+5.747,+1.566,+49
efficientnet_b4,88.368,11.632,97.959,2.041,19.34,384,1.000,bicubic,+4.944,+1.363,+13
resnet152d,88.355,11.645,97.938,2.062,60.21,320,1.000,bicubic,+4.677,+1.200,+8
tf_efficientnet_b4_ap,88.349,11.651,97.891,2.109,19.34,380,0.922,bicubic,+5.097,+1.497,+18
convnext_base,88.345,11.655,97.784,2.216,88.59,224,0.875,bicubic,+4.507,+1.034,-9
tf_efficientnet_b5,88.321,11.679,97.914,2.086,30.39,456,0.934,bicubic,+4.509,+1.166,-6
regnety_064,88.319,11.681,97.865,2.135,30.58,288,1.000,bicubic,+4.599,+1.143,-1
crossvit_15_dagger_408,88.311,11.690,97.874,2.127,28.50,408,1.000,bicubic,+4.475,+1.090,-10
resnetrs152,88.253,11.747,97.735,2.265,86.62,320,1.000,bicubic,+4.539,+0.989,-2
xcit_small_12_p16_224_dist,88.251,11.749,97.848,2.152,26.25,224,1.000,bicubic,+4.901,+1.434,+9
regnetv_040,88.219,11.781,97.974,2.026,20.64,288,1.000,bicubic,+5.019,+1.312,+14
deit_base_distilled_patch16_224,88.214,11.786,97.918,2.082,87.34,224,0.900,bicubic,+4.822,+1.432,+4
xception65p,88.185,11.815,97.790,2.210,39.82,299,0.940,bicubic,+5.059,+1.312,+18
xcit_large_24_p8_224,88.159,11.841,97.387,2.613,188.93,224,1.000,bicubic,+3.765,+0.731,-48
xcit_tiny_24_p16_384_dist,88.159,11.841,97.946,2.054,12.12,384,1.000,bicubic,+5.587,+1.658,+40
resnetv2_152x2_bit_teacher_384,88.155,11.845,98.051,1.949,236.34,384,1.000,bicubic,+4.311,+0.933,-22
ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.455,+1.226,+32
cait_xxs36_384,88.142,11.858,97.906,2.095,17.37,384,1.000,bicubic,+5.948,+1.761,+61
dm_nfnet_f0,88.125,11.875,97.854,2.146,71.49,256,0.900,bicubic,+4.739,+1.280,-2
xcit_tiny_12_p8_384_dist,88.106,11.894,97.920,2.080,6.71,384,1.000,bicubic,+5.712,+1.700,+44
swsl_resnext101_32x4d,88.095,11.905,97.972,2.028,44.18,224,0.875,bilinear,+4.859,+1.208,+2
xception65,88.073,11.927,97.752,2.248,39.92,299,0.940,bicubic,+4.893,+1.160,+4
convnext_small,88.052,11.948,97.788,2.212,50.22,224,0.875,bicubic,+4.902,+1.356,+4
swin_s3_base_224,88.050,11.950,97.656,2.344,71.13,224,0.900,bicubic,+4.118,+0.996,-33
xcit_tiny_24_p8_224_dist,88.044,11.956,97.812,2.188,12.11,224,1.000,bicubic,+5.480,+1.642,+31
eca_nfnet_l0,87.975,12.025,97.874,2.127,24.14,288,1.000,bicubic,+5.399,+1.384,+28
nfnet_l0,87.971,12.029,97.867,2.133,35.07,288,1.000,bicubic,+5.219,+1.349,+18
xcit_small_24_p8_224,87.967,12.033,97.581,2.419,47.63,224,1.000,bicubic,+4.129,+0.945,-31
tf_efficientnet_b4,87.965,12.035,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+8
resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.460,+8
regnety_032,87.933,12.067,97.891,2.109,19.44,288,1.000,bicubic,+5.207,+1.467,+15
regnety_040,87.915,12.085,97.884,2.116,20.65,288,1.000,bicubic,+4.879,+1.378,+4
vit_base_patch32_384,87.909,12.091,98.010,1.990,88.30,384,1.000,bicubic,+4.561,+1.176,-13
twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-24
twins_pcpvt_large,87.877,12.123,97.859,2.142,60.99,224,0.900,bicubic,+4.743,+1.255,-5
regnetz_c16,87.858,12.142,97.818,2.182,13.46,320,0.940,bicubic,+5.342,+1.458,+23
swin_s3_small_224,87.856,12.144,97.434,2.566,49.74,224,0.900,bicubic,+4.088,+0.982,-34
deit_base_patch16_384,87.841,12.159,97.508,2.492,86.86,384,1.000,bicubic,+4.735,+1.140,-5
xcit_small_12_p8_224,87.826,12.174,97.566,2.434,26.21,224,1.000,bicubic,+4.482,+1.086,-18
tresnet_xl_448,87.796,12.204,97.457,2.543,78.44,448,0.875,bilinear,+4.742,+1.285,-5
resnetv2_50x1_bit_distilled,87.792,12.208,97.903,2.097,25.55,224,0.875,bicubic,+4.970,+1.375,+1
tresnet_m,87.738,12.262,97.521,2.479,31.39,224,0.875,bilinear,+4.668,+1.401,-8
twins_pcpvt_base,87.734,12.266,97.730,2.270,43.83,224,0.900,bicubic,+5.026,+1.380,+4
gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.511,+16
resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.347,+1.421,+24
swin_small_patch4_window7_224,87.668,12.332,97.566,2.434,49.61,224,0.900,bicubic,+4.452,+1.242,-22
efficientnetv2_rw_t,87.644,12.356,97.688,2.312,13.65,288,1.000,bicubic,+5.300,+1.492,+21
twins_svt_base,87.642,12.358,97.523,2.477,56.07,224,0.900,bicubic,+4.504,+1.103,-19
pnasnet5large,87.640,12.360,97.487,2.513,86.06,331,0.911,bicubic,+4.850,+1.447,-5
jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.052,+1.153,-37
swsl_resnext101_32x16d,87.608,12.392,97.816,2.184,194.03,224,0.875,bilinear,+4.258,+0.972,-33
xcit_medium_24_p8_224,87.604,12.396,97.201,2.799,84.32,224,1.000,bicubic,+3.868,+0.807,-47
swsl_resnext50_32x4d,87.595,12.405,97.654,2.346,25.03,224,0.875,bilinear,+5.419,+1.422,+27
levit_384,87.557,12.443,97.549,2.451,39.13,224,0.900,bicubic,+4.969,+1.527,-2
tf_efficientnet_b2_ns,87.555,12.445,97.628,2.372,9.11,260,0.890,bicubic,+5.175,+1.380,+10
ecaresnet50t,87.542,12.458,97.645,2.355,25.57,320,0.950,bicubic,+5.194,+1.507,+11
jx_nest_small,87.493,12.507,97.519,2.481,38.35,224,0.875,bicubic,+4.375,+1.189,-25
resnetv2_152x2_bit_teacher,87.493,12.507,97.814,2.186,236.34,224,0.875,bicubic,+4.621,+1.244,-17
resnet152,87.454,12.546,97.402,2.598,60.19,224,0.950,bicubic,+4.634,+1.272,-16
fbnetv3_g,87.452,12.548,97.549,2.451,16.62,288,0.950,bilinear,+5.406,+1.485,+28
resnext101_64x4d,87.439,12.561,97.442,2.558,83.46,288,1.000,bicubic,+4.299,+1.072,-34
resnet61q,87.439,12.561,97.600,2.400,36.85,288,1.000,bicubic,+4.913,+1.466,-4
efficientnet_b3,87.433,12.567,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+13
cait_xxs24_384,87.414,12.586,97.617,2.383,12.03,384,1.000,bicubic,+6.448,+1.971,+81
resnet51q,87.401,12.599,97.585,2.415,35.70,288,1.000,bilinear,+5.039,+1.405,+1
coat_lite_small,87.380,12.620,97.370,2.630,19.84,224,0.900,bicubic,+5.076,+1.522,+6
xcit_tiny_24_p8_224,87.377,12.623,97.626,2.374,12.11,224,1.000,bicubic,+5.486,+1.650,+30
tresnet_l_448,87.375,12.625,97.487,2.513,55.99,448,0.875,bilinear,+5.107,+1.505,+7
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,+1.385,-12
resnetv2_101,87.318,12.682,97.325,2.675,44.54,224,0.950,bicubic,+5.276,+1.461,+18
crossvit_18_240,87.313,12.687,97.485,2.515,43.27,240,0.875,bicubic,+4.915,+1.427,-10
convnext_tiny,87.313,12.687,97.447,2.554,28.59,224,0.875,bicubic,+5.249,+1.594,+13
ecaresnet101d,87.290,12.710,97.555,2.445,44.57,224,0.875,bicubic,+5.118,+1.509,+7
resnest101e,87.286,12.714,97.560,2.440,48.28,256,0.875,bilinear,+4.396,+1.242,-35
pit_s_distilled_224,87.273,12.727,97.500,2.500,24.04,224,0.900,bicubic,+5.279,+1.702,+15
resnetv2_50d_gn,87.262,12.738,97.513,2.487,25.57,288,0.950,bicubic,+5.444,+1.591,+24
resnetrs101,87.249,12.751,97.455,2.545,63.62,288,0.940,bicubic,+4.961,+1.445,-5
poolformer_m48,87.239,12.761,97.308,2.692,73.47,224,0.950,bicubic,+4.777,+1.350,-18
tresnet_xl,87.228,12.772,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+6
mixer_b16_224_miil,87.228,12.772,97.410,2.590,59.88,224,0.875,bilinear,+4.920,+1.692,-9
xcit_tiny_12_p8_224_dist,87.222,12.778,97.447,2.554,6.71,224,1.000,bicubic,+6.014,+1.847,+48
xcit_tiny_12_p16_384_dist,87.205,12.795,97.466,2.534,6.72,384,1.000,bicubic,+6.261,+2.054,+64
convit_base,87.200,12.800,97.288,2.712,86.54,224,0.875,bicubic,+4.914,+1.350,-10
resnetv2_50d_evos,87.196,12.804,97.359,2.641,25.59,288,0.950,bicubic,+5.216,+1.449,+7
tf_efficientnet_b3_ap,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.366,+1.758,+14
visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.079,+1.447,-3
crossvit_15_dagger_240,87.172,12.828,97.438,2.562,28.21,240,0.875,bicubic,+4.843,+1.480,-18
xcit_small_24_p16_224,87.132,12.868,97.261,2.739,47.67,224,1.000,bicubic,+4.552,+1.255,-37
swin_s3_tiny_224,87.132,12.868,97.303,2.697,28.33,224,0.900,bicubic,+5.006,+1.353,-7
resnet101,87.083,12.917,97.265,2.735,44.55,224,0.950,bicubic,+5.151,+1.495,+5
crossvit_15_240,87.053,12.947,97.425,2.575,27.53,240,0.875,bicubic,+5.511,+1.735,+17
xception41p,87.051,12.949,97.203,2.797,26.91,299,0.940,bicubic,+5.091,+1.409,+2
convit_small,87.049,12.951,97.346,2.654,27.78,224,0.875,bicubic,+5.629,+1.606,+22
tf_efficientnetv2_b3,87.027,12.973,97.303,2.697,14.36,300,0.904,bicubic,+5.061,+1.523,-1
regnetz_b16,87.014,12.986,97.427,2.573,9.72,288,0.940,bicubic,+6.300,+1.949,+62
xcit_small_12_p16_224,87.012,12.988,97.248,2.752,26.25,224,1.000,bicubic,+5.036,+1.430,-4
jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.588,+1.760,+19
deit_small_distilled_patch16_224,87.002,12.998,97.314,2.686,22.44,224,0.900,bicubic,+5.794,+1.940,+30
resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.835,+1.788,+33
xcit_large_24_p16_224,86.957,13.043,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.037,-62
poolformer_m36,86.948,13.052,97.148,2.852,56.17,224,0.950,bicubic,+4.836,+1.458,-19
xcit_medium_24_p16_224,86.938,13.062,97.098,2.902,84.40,224,1.000,bicubic,+4.300,+1.124,-54
convnext_tiny_hnf,86.921,13.079,97.280,2.720,28.59,224,0.950,bicubic,+4.699,+1.414,-27
tnt_s_patch16_224,86.906,13.094,97.365,2.635,23.76,224,0.900,bicubic,+5.386,+1.621,+6
ssl_resnext101_32x16d,86.867,13.133,97.519,2.481,194.03,224,0.875,bilinear,+5.013,+1.423,-7
vit_small_patch16_224,86.865,13.135,97.609,2.391,22.05,224,0.900,bicubic,+5.469,+1.477,+12
vit_small_r26_s32_224,86.854,13.146,97.530,2.470,36.43,224,0.900,bicubic,+4.998,+1.510,-10
convmixer_1536_20,86.850,13.150,97.348,2.652,51.63,224,0.960,bicubic,+5.484,+1.734,+13
rexnet_200,86.844,13.156,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+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_224,86.829,13.171,97.049,2.951,86.57,224,0.900,bicubic,+4.833,+1.317,-22
swsl_resnet50,86.825,13.175,97.496,2.504,25.56,224,0.875,bilinear,+5.650,+1.518,+18
tresnet_m_448,86.814,13.186,97.218,2.782,31.39,448,0.875,bilinear,+5.110,+1.646,-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,86.790,13.210,97.160,2.840,10.34,224,0.900,bicubic,+5.524,+1.766,+9
tresnet_l,86.765,13.235,97.269,2.731,55.99,224,0.875,bilinear,+5.273,+1.645,-4
twins_svt_small,86.758,13.242,97.177,2.823,24.06,224,0.900,bicubic,+5.078,+1.507,-16
crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.288,-42
levit_256,86.728,13.272,97.256,2.744,18.89,224,0.900,bicubic,+5.222,+1.764,-9
seresnext50_32x4d,86.696,13.304,97.218,2.782,27.56,224,0.875,bicubic,+5.438,+1.588,+5
crossvit_small_240,86.692,13.308,97.273,2.727,26.86,240,0.875,bicubic,+5.674,+1.817,+18
halo2botnet50ts_256,86.688,13.312,97.096,2.904,22.64,256,0.950,bicubic,+4.628,+1.454,-38
pit_b_224,86.688,13.312,96.898,3.102,73.76,224,0.900,bicubic,+4.242,+1.188,-63
tf_efficientnet_b1_ns,86.666,13.334,97.378,2.622,7.79,240,0.882,bicubic,+5.278,+1.642,-6
swin_tiny_patch4_window7_224,86.662,13.338,97.199,2.801,28.29,224,0.900,bicubic,+5.288,+1.655,-6
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,+5.297,+1.658,-6
poolformer_s36,86.639,13.361,97.160,2.840,30.86,224,0.900,bicubic,+5.221,+1.710,-12
efficientnet_el,86.632,13.368,97.180,2.820,10.59,300,0.904,bicubic,+5.322,+1.650,-7
twins_pcpvt_small,86.624,13.376,97.340,2.660,24.11,224,0.900,bicubic,+5.534,+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,86.588,13.412,97.269,2.731,30.42,224,0.875,bicubic,+5.478,+1.705,0
efficientnet_b3_pruned,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.946,+16
sebotnet33ts_256,86.566,13.434,96.791,3.209,13.70,256,0.940,bicubic,+5.410,+1.621,-5
sehalonet33ts,86.564,13.436,97.007,2.993,13.69,256,0.940,bicubic,+5.600,+1.735,+8
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,86.534,13.466,97.220,2.780,12.12,224,1.000,bicubic,+6.088,+2.004,+31
halonet50ts,86.500,13.500,97.152,2.848,22.73,256,0.940,bicubic,+4.840,+1.540,-37
ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.742,+7
gcresnet50t,86.472,13.528,97.141,2.859,25.90,256,0.900,bicubic,+5.530,+1.687,+5
ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.870,+1.866,+18
gluon_resnet152_v1s,86.470,13.530,97.109,2.891,60.32,224,0.875,bicubic,+5.454,+1.697,-3
haloregnetz_b,86.464,13.536,96.943,3.057,11.68,224,0.940,bicubic,+5.414,+1.747,-7
resnest50d_1s4x24d,86.445,13.556,97.150,2.850,25.68,224,0.875,bicubic,+5.455,+1.826,-4
resnetv2_50x1_bitm,86.442,13.558,97.600,2.400,25.55,448,1.000,bilinear,+6.100,+1.920,+30
repvgg_b3g4,86.361,13.639,97.054,2.946,83.83,224,0.875,bilinear,+6.149,+1.948,+41
lamhalobotnet50ts_256,86.355,13.645,97.058,2.942,22.57,256,0.950,bicubic,+4.809,+1.556,-42
legacy_senet154,86.340,13.660,96.923,3.077,115.09,224,0.875,bilinear,+5.030,+1.427,-26
cait_xxs36_224,86.338,13.662,97.111,2.889,17.30,224,1.000,bicubic,+6.590,+2.245,+64
resnext50_32x4d,86.334,13.666,96.966,3.034,25.03,224,0.950,bicubic,+5.225,+1.640,-17
gernet_m,86.331,13.669,97.096,2.904,21.14,224,0.875,bilinear,+5.587,+1.912,+2
pit_s_224,86.325,13.675,97.047,2.953,23.46,224,0.900,bicubic,+5.225,+1.717,-18
efficientnet_b2,86.308,13.692,96.990,3.010,9.11,288,1.000,bicubic,+5.694,+1.674,+4
vit_small_patch32_384,86.308,13.692,97.419,2.581,22.92,384,1.000,bicubic,+5.824,+1.819,+9
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,+5.258,+1.686,-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,86.210,13.790,97.333,2.667,24.88,224,0.875,bicubic,+5.396,+1.703,-8
efficientnet_el_pruned,86.192,13.807,97.024,2.976,10.59,300,0.904,bicubic,+5.890,+1.996,+21
cspdarknet53,86.186,13.814,97.013,2.987,27.64,256,0.887,bilinear,+6.124,+1.929,+36
inception_v4,86.171,13.829,96.921,3.079,42.68,299,0.875,bicubic,+6.009,+1.955,+30
rexnet_150,86.156,13.844,97.062,2.938,9.73,224,0.875,bicubic,+5.846,+1.896,+16
inception_resnet_v2,86.135,13.865,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.735,+3
xcit_tiny_12_p8_224,86.105,13.895,97.081,2.919,6.71,224,1.000,bicubic,+6.415,+2.027,+52
ssl_resnext50_32x4d,86.088,13.912,97.212,2.788,25.03,224,0.875,bilinear,+5.772,+1.802,+11
tf_efficientnet_el,86.082,13.918,96.960,3.040,10.59,300,0.904,bicubic,+5.832,+1.838,+17
gluon_resnet101_v1s,86.056,13.944,97.028,2.972,44.67,224,0.875,bicubic,+5.758,+1.864,+14
ecaresnetlight,86.047,13.953,97.064,2.936,30.16,224,0.875,bicubic,+5.595,+1.814,-1
lambda_resnet50ts,86.039,13.961,96.744,3.256,21.54,256,0.950,bicubic,+4.893,+1.642,-38
poolformer_s24,86.034,13.966,97.030,2.970,21.39,224,0.900,bicubic,+5.721,+1.984,+7
gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.126,+1.683,-24
resnetv2_50,86.022,13.978,96.900,3.100,25.55,224,0.950,bicubic,+5.602,+1.884,-3
gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.431,+1.796,-13
seresnet33ts,86.007,13.993,97.011,2.989,19.78,256,0.900,bicubic,+5.657,+1.905,-1
resnet50d,85.998,14.002,96.987,3.013,25.58,224,0.875,bicubic,+5.476,+1.825,-14
ecaresnet26t,85.979,14.021,97.039,2.961,16.01,320,0.950,bicubic,+6.131,+1.953,+32
tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.673,+1.594,+2
gluon_seresnext101_64x4d,85.958,14.042,96.979,3.021,88.23,224,0.875,bicubic,+5.080,+1.681,-30
vit_base_patch32_224,85.958,14.042,97.126,2.874,88.22,224,0.900,bicubic,+5.236,+1.560,-25
fbnetv3_d,85.926,14.074,97.026,2.974,10.31,256,0.950,bilinear,+6.244,+2.078,+37
gluon_resnet152_v1d,85.913,14.087,96.808,3.192,60.21,224,0.875,bicubic,+5.437,+1.604,-17
vit_large_patch32_384,85.911,14.089,97.370,2.630,306.63,384,1.000,bicubic,+4.405,+1.276,-72
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,85.885,14.115,96.849,3.151,25.56,224,0.940,bicubic,+5.831,+1.901,+12
vit_base_patch16_224_sam,85.877,14.123,96.695,3.305,86.57,224,0.900,bicubic,+5.635,+1.941,-2
seresnet50,85.853,14.147,97.007,2.993,28.09,224,0.875,bicubic,+5.589,+1.935,-5
gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.429,+1.589,-18
repvgg_b2g4,85.847,14.153,96.812,3.188,61.76,224,0.875,bilinear,+6.477,+2.124,+43
gcresnet33ts,85.806,14.194,96.902,3.098,19.88,256,0.900,bicubic,+5.726,+1.902,+4
mixnet_xl,85.795,14.205,96.712,3.288,11.90,224,0.875,bicubic,+5.321,+1.778,-26
ens_adv_inception_resnet_v2,85.778,14.222,96.759,3.241,55.84,299,0.897,bicubic,+5.800,+1.821,+8
tf_efficientnet_lite3,85.753,14.247,96.889,3.111,8.20,300,0.904,bilinear,+5.933,+1.977,+18
cspresnext50,85.748,14.252,96.840,3.160,20.57,224,0.875,bilinear,+5.698,+1.894,+4
ese_vovnet39b,85.744,14.256,96.894,3.107,24.57,224,0.875,bicubic,+6.432,+2.180,+40
gluon_resnext101_32x4d,85.744,14.256,96.635,3.365,44.18,224,0.875,bicubic,+5.400,+1.709,-22
legacy_seresnext101_32x4d,85.744,14.256,96.757,3.243,48.96,224,0.875,bilinear,+5.520,+1.747,-11
eca_resnet33ts,85.738,14.262,96.900,3.100,19.68,256,0.900,bicubic,+5.658,+1.930,-5
xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.292,+2.054,+31
regnety_320,85.723,14.277,96.725,3.275,145.05,224,0.875,bicubic,+4.913,+1.481,-49
cspresnet50,85.721,14.279,96.799,3.200,21.62,256,0.887,bilinear,+6.139,+2.096,+22
resnet50,85.719,14.281,96.492,3.508,25.56,224,0.950,bicubic,+5.343,+1.366,-31
resmlp_big_24_224,85.697,14.303,96.424,3.576,129.14,224,0.875,bicubic,+4.665,+1.404,-66
xception71,85.695,14.305,96.776,3.224,42.34,299,0.903,bicubic,+5.819,+1.854,+1
gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-47
efficientnet_em,85.680,14.320,96.938,3.062,6.90,240,0.882,bicubic,+6.430,+2.144,+39
deit_small_patch16_224,85.678,14.322,96.904,3.096,22.05,224,0.900,bicubic,+5.818,+1.858,-1
pit_xs_distilled_224,85.652,14.348,96.665,3.335,11.00,224,0.900,bicubic,+6.346,+2.301,+28
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,+1
ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.872,+2.056,+3
gluon_resnet152_v1c,85.576,14.425,96.648,3.352,60.21,224,0.875,bicubic,+5.668,+1.800,-10
levit_192,85.569,14.431,96.742,3.258,10.95,224,0.900,bicubic,+5.737,+1.956,-5
resnext50d_32x4d,85.561,14.439,96.748,3.252,25.05,224,0.875,bicubic,+5.891,+1.884,+4
tf_efficientnetv2_b1,85.561,14.439,96.729,3.271,8.14,240,0.882,bicubic,+6.097,+2.005,+12
regnety_120,85.546,14.454,96.782,3.217,51.82,224,0.875,bicubic,+5.170,+2.166,-45
fbnetv3_b,85.522,14.478,96.862,3.139,8.60,256,0.950,bilinear,+6.374,+2.116,+33
regnetx_320,85.516,14.484,96.669,3.331,107.81,224,0.875,bicubic,+5.276,+1.647,-34
dpn92,85.503,14.497,96.629,3.371,37.67,224,0.875,bicubic,+5.487,+1.805,-21
nf_regnet_b1,85.503,14.497,96.789,3.211,10.22,288,0.900,bicubic,+6.215,+2.041,+20
rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.000,+3
gluon_resnet152_v1b,85.467,14.533,96.556,3.444,60.19,224,0.875,bicubic,+5.787,+1.818,-5
resnetrs50,85.460,14.540,96.733,3.267,35.69,224,0.910,bicubic,+5.574,+1.767,-20
dpn131,85.394,14.606,96.637,3.363,79.25,224,0.875,bicubic,+5.570,+1.929,-15
regnetx_160,85.388,14.612,96.637,3.363,54.28,224,0.875,bicubic,+5.538,+1.807,-19
dla102x2,85.375,14.625,96.624,3.376,41.28,224,0.875,bilinear,+5.929,+1.992,+2
gmlp_s16_224,85.349,14.651,96.646,3.354,19.42,224,0.875,bicubic,+5.709,+2.022,-7
botnet26t_256,85.336,14.664,96.629,3.371,12.49,256,0.950,bicubic,+6.084,+2.101,+15
gluon_seresnext50_32x4d,85.336,14.664,96.674,3.326,27.56,224,0.875,bicubic,+5.422,+1.842,-28
skresnext50_32x4d,85.317,14.683,96.394,3.606,27.48,224,0.875,bicubic,+5.165,+1.750,-39
dpn98,85.309,14.691,96.471,3.529,61.57,224,0.875,bicubic,+5.663,+1.875,-12
gluon_resnet101_v1c,85.302,14.698,96.407,3.593,44.57,224,0.875,bicubic,+5.768,+1.827,-9
lambda_resnet26t,85.300,14.700,96.727,3.273,10.96,256,0.940,bicubic,+6.202,+2.139,+19
dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.072,+2.046,+12
resnetblur50,85.289,14.711,96.520,3.480,25.56,224,0.875,bicubic,+5.985,+1.886,+2
resmlp_24_224,85.268,14.732,96.494,3.506,30.02,224,0.875,bicubic,+5.886,+1.948,-6
coat_lite_mini,85.253,14.747,96.678,3.322,11.01,224,0.900,bicubic,+6.157,+2.074,+16
cait_xxs24_224,85.228,14.773,96.716,3.284,11.96,224,1.000,bicubic,+6.844,+2.406,+50
resnet33ts,85.225,14.775,96.629,3.371,19.68,256,0.900,bicubic,+6.015,+2.057,+8
xcit_tiny_12_p16_224_dist,85.206,14.794,96.597,3.403,6.72,224,1.000,bicubic,+6.630,+2.401,+34
halonet26t,85.204,14.796,96.462,3.538,12.48,256,0.950,bicubic,+6.088,+2.152,+10
resnext101_32x8d,85.195,14.805,96.451,3.549,88.79,224,0.875,bilinear,+5.879,+1.933,-9
gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.379,+2.156,+23
resnet32ts,85.163,14.837,96.624,3.376,17.96,256,0.900,bicubic,+6.151,+2.266,+14
hrnet_w48,85.153,14.847,96.492,3.508,77.47,224,0.875,bilinear,+5.851,+1.980,-6
gluon_xception65,85.151,14.849,96.597,3.403,39.92,299,0.903,bicubic,+5.435,+1.737,-33
gluon_resnet101_v1b,85.144,14.856,96.368,3.632,44.55,224,0.875,bicubic,+5.842,+1.848,-9
tf_efficientnet_b1_ap,85.131,14.869,96.402,3.598,7.79,240,0.882,bicubic,+5.851,+2.098,-7
eca_halonext26ts,85.129,14.871,96.584,3.416,10.76,256,0.940,bicubic,+5.639,+1.986,-24
regnetx_120,85.127,14.873,96.473,3.527,46.11,224,0.875,bicubic,+5.535,+1.739,-29
eca_botnext26ts_256,85.123,14.877,96.511,3.489,10.59,256,0.950,bicubic,+5.849,+1.895,-9
xception,85.117,14.883,96.471,3.529,22.86,299,0.897,bicubic,+6.067,+2.079,+5
hrnet_w64,85.112,14.888,96.744,3.256,128.06,224,0.875,bilinear,+5.640,+2.092,-27
ssl_resnet50,85.102,14.899,96.864,3.136,25.56,224,0.875,bilinear,+5.876,+2.028,-9
lambda_resnet26rpt_256,85.097,14.903,96.562,3.438,10.99,256,0.940,bicubic,+6.129,+2.135,+6
res2net101_26w_4s,85.093,14.907,96.383,3.617,45.21,224,0.875,bilinear,+5.897,+1.947,-7
tf_efficientnet_cc_b1_8e,85.065,14.935,96.422,3.578,39.72,240,0.882,bicubic,+5.759,+2.050,-21
xcit_nano_12_p8_384_dist,85.020,14.980,96.631,3.369,3.05,384,1.000,bicubic,+7.202,+2.587,+61
gluon_resnext50_32x4d,85.010,14.990,96.428,3.572,25.03,224,0.875,bicubic,+5.646,+2.002,-27
resnest26d,85.010,14.990,96.639,3.361,17.07,224,0.875,bilinear,+6.534,+2.347,+20
tf_efficientnet_b0_ns,84.986,15.014,96.503,3.497,5.29,224,0.875,bicubic,+6.328,+2.125,+11
coat_tiny,84.978,15.022,96.411,3.589,5.50,224,0.900,bicubic,+6.548,+2.371,+23
dla169,84.920,15.080,96.533,3.467,53.39,224,0.875,bilinear,+6.228,+2.193,+8
tf_efficientnet_b1,84.914,15.086,96.364,3.636,7.79,240,0.882,bicubic,+6.086,+2.166,+1
legacy_seresnext50_32x4d,84.897,15.103,96.430,3.570,27.56,224,0.875,bilinear,+5.829,+1.996,-10
hrnet_w44,84.884,15.116,96.437,3.563,67.06,224,0.875,bilinear,+5.984,+2.063,-3
regnetx_080,84.867,15.133,96.432,3.568,39.57,224,0.875,bicubic,+5.665,+1.878,-19
gluon_resnet50_v1s,84.856,15.144,96.445,3.555,25.68,224,0.875,bicubic,+6.144,+2.205,+2
res2net50_26w_8s,84.850,15.150,96.345,3.655,48.40,224,0.875,bilinear,+5.870,+2.051,-10
levit_128,84.843,15.157,96.351,3.649,9.21,224,0.900,bicubic,+6.351,+2.345,+8
vit_tiny_patch16_384,84.835,15.165,96.712,3.288,5.79,384,1.000,bicubic,+6.401,+2.170,+13
gluon_resnet50_v1d,84.830,15.170,96.400,3.600,25.58,224,0.875,bicubic,+5.754,+1.928,-19
dla60_res2next,84.830,15.170,96.413,3.587,17.03,224,0.875,bilinear,+6.390,+2.263,+11
mixnet_l,84.822,15.178,96.326,3.674,7.33,224,0.875,bicubic,+5.846,+2.148,-14
tv_resnet152,84.818,15.182,96.215,3.785,60.19,224,0.875,bilinear,+6.502,+2.180,+16
dla102x,84.813,15.187,96.548,3.452,26.31,224,0.875,bilinear,+6.297,+2.322,0
dla60_res2net,84.809,15.191,96.484,3.517,20.85,224,0.875,bilinear,+6.347,+2.278,+4
pit_xs_224,84.790,15.210,96.494,3.506,10.62,224,0.900,bicubic,+6.604,+2.330,+20
xception41,84.788,15.212,96.415,3.585,26.97,299,0.903,bicubic,+6.278,+2.137,-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,84.732,15.268,96.283,3.717,37.05,224,0.875,bilinear,+6.166,+2.149,-7
repvgg_b2,84.722,15.278,96.469,3.531,89.02,224,0.875,bilinear,+5.930,+2.051,-15
resmlp_12_distilled_224,84.713,15.287,96.223,3.777,15.35,224,0.875,bicubic,+6.771,+2.665,+26
legacy_seresnet152,84.698,15.302,96.415,3.585,66.82,224,0.875,bilinear,+6.046,+2.045,-12
selecsls60b,84.655,15.345,96.300,3.700,32.77,224,0.875,bicubic,+6.243,+2.126,0
hrnet_w32,84.649,15.351,96.409,3.591,41.23,224,0.875,bilinear,+6.201,+2.215,-5
bat_resnext26ts,84.638,15.362,96.274,3.726,10.73,256,0.900,bicubic,+6.388,+2.176,+6
tf_efficientnetv2_b0,84.630,15.370,96.276,3.724,7.14,224,0.875,bicubic,+6.270,+2.256,+1
efficientnet_b1,84.611,15.389,96.332,3.668,7.79,256,1.000,bicubic,+5.814,+1.990,-23
regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-12
efficientnet_es,84.581,15.419,96.313,3.687,5.44,224,0.875,bicubic,+6.525,+2.377,+11
hrnet_w30,84.574,15.426,96.381,3.619,37.71,224,0.875,bilinear,+6.376,+2.157,+4
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,+5.697,+2.063,-31
dla60x,84.523,15.477,96.287,3.713,17.35,224,0.875,bilinear,+6.279,+2.269,-1
legacy_seresnet101,84.502,15.498,96.328,3.672,49.33,224,0.875,bilinear,+6.114,+2.064,-10
resnet26t,84.465,15.535,96.215,3.785,16.01,256,0.940,bicubic,+6.603,+2.371,+15
coat_lite_tiny,84.461,15.539,96.373,3.627,5.72,224,0.900,bicubic,+6.947,+2.457,+31
tf_efficientnet_em,84.450,15.550,96.178,3.822,6.90,240,0.882,bicubic,+6.318,+2.134,+1
repvgg_b1,84.414,15.586,96.215,3.785,57.42,224,0.875,bilinear,+6.046,+2.118,-12
efficientnet_b1_pruned,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.153,+2.306,-6
res2net50_26w_4s,84.363,15.637,96.080,3.920,25.70,224,0.875,bilinear,+6.403,+2.228,+6
hardcorenas_f,84.322,15.678,96.022,3.978,8.20,224,0.875,bilinear,+6.224,+2.220,-2
res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.224,-5
selecsls60,84.284,15.716,96.099,3.901,30.67,224,0.875,bicubic,+6.308,+2.353,+2
mobilevit_s,84.271,15.729,96.264,3.736,5.58,256,0.900,bicubic,+5.959,+2.112,-15
regnetx_032,84.239,15.761,96.249,3.751,15.30,224,0.875,bicubic,+6.067,+2.161,-9
res2next50,84.237,15.763,96.001,3.999,24.67,224,0.875,bilinear,+5.985,+2.115,-16
gluon_resnet50_v1c,84.211,15.789,96.159,3.841,25.58,224,0.875,bicubic,+6.199,+2.169,-4
dla102,84.192,15.808,96.210,3.790,33.27,224,0.875,bilinear,+6.162,+2.262,-6
gcresnext26ts,84.177,15.823,96.084,3.916,10.48,256,0.900,bicubic,+6.357,+2.254,+6
rexnet_100,84.164,15.836,96.255,3.745,4.80,224,0.875,bicubic,+6.306,+2.385,+2
seresnext26ts,84.147,15.853,96.072,3.929,10.39,256,0.900,bicubic,+6.295,+2.281,+3
tf_inception_v3,84.139,15.861,95.918,4.082,23.83,299,0.875,bicubic,+6.283,+2.278,+1
res2net50_48w_2s,84.126,15.874,95.967,4.033,25.29,224,0.875,bilinear,+6.606,+2.415,+13
xcit_tiny_12_p16_224,84.094,15.906,96.238,3.762,6.72,224,1.000,bicubic,+6.968,+2.522,+24
resnet34d,84.094,15.906,95.975,4.025,21.82,224,0.875,bicubic,+6.980,+2.595,+27
tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.313,+13
poolformer_s12,84.034,15.966,96.163,3.837,11.92,224,0.900,bicubic,+6.798,+2.659,+21
efficientnet_b0,84.025,15.975,95.952,4.048,5.29,224,0.875,bicubic,+6.335,+2.422,0
crossvit_9_dagger_240,84.019,15.981,96.082,3.918,8.78,240,0.875,bicubic,+7.037,+2.472,+27
hardcorenas_e,83.968,16.032,95.901,4.099,8.07,224,0.875,bilinear,+6.174,+2.205,-3
gmixer_24_224,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-20
tf_efficientnet_cc_b0_8e,83.963,16.037,96.069,3.931,24.01,224,0.875,bicubic,+6.057,+2.413,-13
regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.097,+2.283,-12
tv_resnext50_32x4d,83.957,16.043,95.963,4.037,25.03,224,0.875,bilinear,+6.341,+2.263,-3
gluon_resnet50_v1b,83.942,16.058,96.016,3.984,25.56,224,0.875,bicubic,+6.362,+2.294,0
densenet161,83.908,16.092,96.012,3.988,28.68,224,0.875,bicubic,+6.554,+2.376,+7
adv_inception_v3,83.900,16.101,95.933,4.067,23.83,299,0.875,bicubic,+6.318,+2.197,-3
mobilenetv2_120d,83.891,16.109,95.905,4.095,5.83,224,0.875,bicubic,+6.597,+2.409,+7
seresnext26t_32x4d,83.874,16.126,95.931,4.069,16.81,224,0.875,bicubic,+5.898,+2.101,-25
tv_resnet101,83.850,16.150,95.890,4.110,44.55,224,0.875,bilinear,+6.472,+2.348,+2
tinynet_a,83.827,16.173,95.820,4.181,6.19,192,0.875,bicubic,+6.177,+2.284,-12
hardcorenas_d,83.759,16.241,95.734,4.266,7.50,224,0.875,bilinear,+6.329,+2.252,-1
inception_v3,83.759,16.241,95.882,4.119,23.83,299,0.875,bicubic,+6.321,+2.407,-3
seresnext26d_32x4d,83.754,16.246,95.852,4.148,16.81,224,0.875,bicubic,+6.150,+2.244,-12
dla60,83.731,16.269,95.935,4.065,22.04,224,0.875,bilinear,+6.701,+2.615,+10
xcit_nano_12_p8_224_dist,83.729,16.271,95.952,4.048,3.05,224,1.000,bicubic,+7.409,+2.864,+30
eca_resnext26ts,83.699,16.301,95.943,4.057,10.30,256,0.900,bicubic,+6.245,+2.377,-8
repvgg_b1g4,83.695,16.305,96.025,3.975,39.97,224,0.875,bilinear,+6.109,+2.195,-15
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_seresnet50,83.662,16.337,95.978,4.022,28.09,224,0.875,bilinear,+6.032,+2.228,-20
tf_efficientnet_b0_ap,83.652,16.348,95.781,4.219,5.29,224,0.875,bicubic,+6.558,+2.525,+2
tf_efficientnet_cc_b0_4e,83.635,16.365,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-9
skresnet34,83.635,16.365,95.928,4.072,22.28,224,0.875,bicubic,+6.731,+2.608,+9
resmlp_12_224,83.569,16.431,95.762,4.238,15.35,224,0.875,bicubic,+6.912,+2.582,+13
mobilenetv3_large_100_miil,83.556,16.444,95.450,4.550,5.48,224,0.875,bilinear,+5.640,+2.544,-37
densenet201,83.554,16.446,95.811,4.189,20.01,224,0.875,bicubic,+6.264,+2.333,-10
gernet_s,83.519,16.481,95.794,4.206,8.17,224,0.875,bilinear,+6.611,+2.662,+3
legacy_seresnext26_32x4d,83.519,16.481,95.717,4.283,16.79,224,0.875,bicubic,+6.413,+2.399,-6
mixnet_m,83.519,16.481,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-12
tf_efficientnet_b0,83.515,16.485,95.719,4.281,5.29,224,0.875,bicubic,+6.671,+2.491,+2
hrnet_w18,83.498,16.502,95.911,4.089,21.30,224,0.875,bilinear,+6.744,+2.471,+4
resnext26ts,83.470,16.530,95.726,4.274,10.30,256,0.900,bicubic,+6.690,+2.598,+2
densenetblur121d,83.466,16.534,95.822,4.178,8.00,224,0.875,bicubic,+6.882,+2.630,+8
selecsls42b,83.455,16.545,95.749,4.251,32.46,224,0.875,bicubic,+6.281,+2.357,-15
hardcorenas_c,83.340,16.660,95.706,4.294,5.52,224,0.875,bilinear,+6.290,+2.548,-11
tf_efficientnet_lite1,83.340,16.660,95.640,4.360,5.42,240,0.882,bicubic,+6.700,+2.420,+2
regnetx_016,83.197,16.803,95.740,4.260,9.19,224,0.875,bicubic,+6.247,+2.319,-10
dpn68,83.180,16.820,95.597,4.402,12.61,224,0.875,bicubic,+6.874,+2.623,+10
mobilenetv2_140,83.180,16.820,95.687,4.313,6.11,224,0.875,bicubic,+6.658,+2.691,+4
tf_efficientnet_es,83.178,16.822,95.587,4.413,5.44,224,0.875,bicubic,+6.582,+2.383,0
tf_mixnet_m,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.307,-12
xcit_nano_12_p16_384_dist,83.171,16.829,95.751,4.249,3.05,384,1.000,bicubic,+7.715,+3.061,+21
ese_vovnet19b_dw,83.114,16.886,95.779,4.221,6.54,224,0.875,bicubic,+6.312,+2.507,-10
levit_128s,83.062,16.938,95.529,4.471,7.78,224,0.900,bicubic,+6.543,+2.657,0
resnet26d,83.062,16.938,95.610,4.390,16.01,224,0.875,bicubic,+6.359,+2.460,-9
repvgg_a2,83.001,16.999,95.591,4.409,28.21,224,0.875,bilinear,+6.543,+2.581,-1
tv_resnet50,82.954,17.046,95.472,4.529,25.56,224,0.875,bilinear,+6.820,+2.604,+2
hardcorenas_b,82.868,17.132,95.390,4.610,5.18,224,0.875,bilinear,+6.332,+2.636,-6
densenet121,82.821,17.179,95.583,4.417,7.98,224,0.875,bicubic,+7.237,+2.931,+9
vit_tiny_r_s16_p8_384,82.691,17.309,95.845,4.155,6.36,384,1.000,bicubic,+6.737,+2.581,+2
densenet169,82.678,17.322,95.600,4.400,14.15,224,0.875,bicubic,+6.780,+2.570,+3
mixnet_s,82.522,17.478,95.356,4.644,4.13,224,0.875,bicubic,+6.530,+2.558,-2
vit_small_patch32_224,82.507,17.493,95.668,4.332,22.88,224,0.900,bicubic,+6.521,+2.398,-2
regnety_008,82.488,17.512,95.491,4.509,6.26,224,0.875,bicubic,+6.178,+2.421,-7
efficientnet_lite0,82.386,17.614,95.281,4.718,4.65,224,0.875,bicubic,+6.910,+2.769,+6
resnest14d,82.349,17.651,95.341,4.659,10.61,224,0.875,bilinear,+6.845,+2.821,+4
hardcorenas_a,82.311,17.689,95.296,4.704,5.26,224,0.875,bilinear,+6.391,+2.776,-4
efficientnet_es_pruned,82.287,17.712,95.301,4.699,5.44,224,0.875,bicubic,+7.291,+2.861,+15
mobilenetv3_rw,82.273,17.727,95.234,4.766,5.48,224,0.875,bicubic,+6.641,+2.526,-2
semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.801,+2.630,+4
mobilenetv3_large_100,82.179,17.821,95.198,4.802,5.48,224,0.875,bicubic,+6.413,+2.654,-6
resnet34,82.144,17.855,95.128,4.872,21.80,224,0.875,bilinear,+7.030,+2.844,+8
vit_tiny_patch16_224,82.076,17.924,95.482,4.518,5.72,224,0.900,bicubic,+6.614,+2.638,-1
mobilenetv2_110d,82.074,17.926,95.076,4.923,4.52,224,0.875,bicubic,+7.036,+2.892,+7
tf_mixnet_s,82.038,17.962,95.124,4.877,4.13,224,0.875,bicubic,+6.388,+2.496,-9
repvgg_b0,82.006,17.994,95.098,4.902,15.82,224,0.875,bilinear,+6.846,+2.680,+1
deit_tiny_distilled_patch16_224,81.997,18.003,95.134,4.866,5.91,224,0.900,bicubic,+7.485,+3.248,+16
mixer_b16_224,81.987,18.014,94.453,5.547,59.88,224,0.875,bicubic,+5.375,+2.225,-29
pit_ti_distilled_224,81.972,18.029,95.145,4.855,5.10,224,0.900,bicubic,+7.440,+3.049,+13
hrnet_w18_small_v2,81.963,18.037,95.164,4.836,15.60,224,0.875,bilinear,+6.845,+2.748,-1
resnet26,81.954,18.046,95.247,4.753,16.00,224,0.875,bicubic,+6.654,+2.669,-6
tf_efficientnet_lite0,81.952,18.048,95.162,4.838,4.65,224,0.875,bicubic,+7.120,+2.988,+3
tinynet_b,81.873,18.127,94.880,5.120,3.73,188,0.875,bicubic,+6.897,+2.696,+1
tf_mobilenetv3_large_100,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.466,-15
tv_densenet121,81.724,18.276,95.036,4.964,7.98,224,0.875,bicubic,+6.980,+2.884,+2
regnety_006,81.698,18.302,95.121,4.879,6.06,224,0.875,bicubic,+6.448,+2.587,-10
dla34,81.645,18.355,94.882,5.118,15.74,224,0.875,bilinear,+7.025,+2.810,+3
xcit_nano_12_p8_224,81.638,18.362,95.271,4.729,3.05,224,1.000,bicubic,+7.728,+3.103,+11
crossvit_9_240,81.615,18.385,94.981,5.019,8.55,240,0.875,bicubic,+7.655,+3.013,+9
mobilevit_xs,81.570,18.430,95.036,4.964,2.32,256,0.900,bicubic,+6.926,+2.680,-1
fbnetc_100,81.559,18.441,94.966,5.035,5.57,224,0.875,bilinear,+6.430,+2.580,-13
legacy_seresnet34,81.536,18.464,94.897,5.103,21.96,224,0.875,bilinear,+6.728,+2.771,-6
gluon_resnet34_v1b,81.498,18.503,94.805,5.195,21.80,224,0.875,bicubic,+6.910,+2.817,-2
regnetx_008,81.481,18.520,95.064,4.936,7.26,224,0.875,bicubic,+6.447,+2.724,-12
mnasnet_100,81.453,18.547,94.901,5.098,4.38,224,0.875,bicubic,+6.795,+2.790,-7
vgg19_bn,81.446,18.554,94.765,5.235,143.68,224,0.875,bilinear,+7.232,+2.917,-2
convit_tiny,81.132,18.868,95.040,4.960,5.71,224,0.875,bicubic,+8.018,+3.326,+10
crossvit_tiny_240,81.090,18.910,94.985,5.015,7.01,240,0.875,bicubic,+7.758,+3.071,+6
spnasnet_100,80.872,19.128,94.526,5.474,4.42,224,0.875,bilinear,+6.788,+2.706,-4
ghostnet_100,80.701,19.299,94.291,5.709,5.18,224,0.875,bilinear,+6.727,+2.831,-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_006,80.635,19.365,94.526,5.474,6.20,224,0.875,bicubic,+6.775,+2.854,-3
pit_ti_224,80.614,19.386,94.615,5.385,4.85,224,0.900,bicubic,+7.702,+3.209,+7
swsl_resnet18,80.573,19.427,94.746,5.254,11.69,224,0.875,bilinear,+7.297,+3.010,+1
vgg16_bn,80.556,19.444,94.592,5.408,138.37,224,0.875,bilinear,+7.206,+3.088,-3
semnasnet_075,80.473,19.527,94.323,5.677,2.91,224,0.875,bicubic,+7.501,+3.187,+2
tv_resnet34,80.389,19.611,94.438,5.562,21.80,224,0.875,bilinear,+7.083,+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,+7.285,+3.177,0
xcit_nano_12_p16_224_dist,80.216,19.784,94.359,5.641,3.05,224,1.000,bicubic,+7.914,+3.501,+5
vit_base_patch32_224_sam,80.210,19.790,93.823,6.177,88.22,224,0.900,bicubic,+6.516,+2.813,-11
ssl_resnet18,80.097,19.903,94.590,5.410,11.69,224,0.875,bilinear,+7.489,+3.166,-1
tf_mobilenetv3_large_075,80.091,19.910,94.184,5.816,3.99,224,0.875,bilinear,+6.654,+2.840,-12
deit_tiny_patch16_224,80.016,19.984,94.449,5.551,5.72,224,0.900,bicubic,+7.844,+3.335,+4
hrnet_w18_small,79.565,20.435,93.896,6.104,13.19,224,0.875,bilinear,+7.227,+3.216,-1
vgg19,79.478,20.522,93.868,6.132,143.67,224,0.875,bilinear,+7.112,+2.998,-3
regnetx_004,79.422,20.578,93.851,6.149,5.16,224,0.875,bicubic,+7.030,+3.019,-5
tf_mobilenetv3_large_minimal_100,79.224,20.776,93.702,6.298,3.92,224,0.875,bilinear,+6.974,+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_224,78.991,21.009,93.900,6.100,6.34,224,0.900,bicubic,+7.199,+3.078,-1
lcnet_100,78.895,21.105,93.558,6.441,2.95,224,0.875,bicubic,+6.791,+3.182,-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,+7.540,+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_224,77.891,22.109,93.433,6.567,3.05,224,1.000,bicubic,+7.937,+3.678,+2
regnety_002,77.411,22.589,92.907,7.093,3.16,224,0.875,bicubic,+7.157,+3.375,0
mixer_l16_224,77.283,22.717,90.578,9.422,208.20,224,0.875,bicubic,+5.229,+2.916,-9
resnet18,77.274,22.726,92.760,7.240,11.69,224,0.875,bilinear,+7.530,+3.678,+1
vgg13,77.227,22.773,92.687,7.313,133.05,224,0.875,bilinear,+7.301,+3.441,-1
mobilevit_xxs,76.602,23.398,92.692,7.308,1.27,256,0.900,bicubic,+7.682,+3.748,+1
vgg11,76.393,23.607,92.154,7.846,132.86,224,0.875,bilinear,+7.365,+3.528,-1
regnetx_002,76.117,23.883,92.209,7.791,2.68,224,0.875,bicubic,+7.361,+3.653,+1
lcnet_075,76.057,23.943,92.064,7.936,2.36,224,0.875,bicubic,+7.241,+3.694,-1
dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1
mobilenetv3_small_100,74.913,25.087,91.494,8.506,2.54,224,0.875,bicubic,+7.257,+3.860,+1
tf_mobilenetv3_small_100,74.719,25.281,91.257,8.743,2.54,224,0.875,bilinear,+6.795,+3.593,-2
tinynet_d,74.281,25.719,90.922,9.078,2.34,152,0.875,bicubic,+7.323,+3.858,0
mnasnet_small,73.816,26.184,90.730,9.270,2.03,224,0.875,bicubic,+7.610,+4.222,0
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
tf_mobilenetv3_small_075,72.806,27.194,90.038,9.962,2.04,224,0.875,bilinear,+7.092,+3.904,0
dla46_c,72.607,27.393,90.499,9.501,1.30,224,0.875,bilinear,+7.741,+4.205,+1
mobilenetv3_small_075,72.325,27.675,89.671,10.329,2.04,224,0.875,bicubic,+7.083,+4.233,-1
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,66.813,33.187,86.274,13.726,2.04,106,0.875,bicubic,+6.957,+4.510,0
mobilenetv3_small_050,64.671,35.329,84.867,15.133,1.59,224,0.875,bicubic,+6.781,+4.673,0