pytorch-image-models/results/results-imagenet-r.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,90.553,9.447,97.230,2.770,"1,013.01",336,1.000,bicubic,-7.307,-2.650,+3
eva_giant_patch14_224.clip_ft_in1k,90.227,9.773,97.173,2.827,"1,012.56",224,1.000,bicubic,-7.453,-2.577,+12
eva_giant_patch14_336.m30m_ft_in22k_in1k,88.583,11.417,95.930,4.070,"1,013.01",336,1.000,bicubic,-9.417,-3.970,-2
eva_giant_patch14_560.m30m_ft_in22k_in1k,88.410,11.590,95.613,4.387,"1,014.45",560,1.000,bicubic,-9.580,-4.247,-2
vit_large_patch14_clip_336.openai_ft_in12k_in1k,83.910,16.090,93.880,6.120,304.53,336,1.000,bicubic,-13.700,-5.850,+14
vit_large_patch14_clip_336.laion2b_ft_in1k,83.587,16.413,93.507,6.493,304.53,336,1.000,bicubic,-13.643,-6.213,+39
eva_large_patch14_336.in22k_ft_in1k,83.523,16.477,93.100,6.900,304.53,336,1.000,bicubic,-14.287,-6.690,-2
vit_huge_patch14_clip_224.laion2b_ft_in1k,83.280,16.720,93.103,6.897,632.05,224,1.000,bicubic,-13.820,-6.537,+48
vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,83.063,16.937,92.850,7.150,632.46,336,1.000,bicubic,-14.537,-6.930,+11
vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,82.810,17.190,92.620,7.380,632.05,224,1.000,bicubic,-14.550,-7.180,+21
vit_large_patch14_clip_224.openai_ft_in1k,82.317,17.683,92.913,7.087,304.20,224,1.000,bicubic,-15.143,-6.767,+15
vit_large_patch14_clip_224.laion2b_ft_in1k,81.703,18.297,92.270,7.730,304.20,224,1.000,bicubic,-15.317,-7.410,+53
eva_large_patch14_196.in22k_ft_in1k,81.290,18.710,91.550,8.450,304.14,196,1.000,bicubic,-16.230,-8.240,+11
eva_large_patch14_336.in22k_ft_in22k_in1k,80.077,19.923,89.363,10.637,304.53,336,1.000,bicubic,-17.783,-10.427,-11
ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+52
ig_resnext101_32x32d,79.457,20.543,89.183,10.817,468.53,224,0.875,bilinear,-17.323,-10.427,+76
ig_resnext101_32x16d,78.837,21.163,88.480,11.520,194.03,224,0.875,bilinear,-17.603,-11.060,+118
vit_large_patch14_clip_224.openai_ft_in12k_in1k,78.687,21.313,88.920,11.080,304.20,224,1.000,bicubic,-18.923,-10.810,0
eva_large_patch14_196.in22k_ft_in22k_in1k,78.503,21.497,88.320,11.680,304.14,196,1.000,bicubic,-19.107,-11.490,-2
vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,78.427,21.573,88.503,11.497,304.53,336,1.000,bicubic,-19.023,-11.277,+8
vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,78.263,21.737,88.673,11.327,304.20,224,1.000,bicubic,-19.127,-11.067,+9
tf_efficientnet_l2.ns_jft_in1k_475,76.480,23.520,88.653,11.347,480.31,475,0.936,bicubic,-21.270,-11.137,-11
beitv2_large_patch16_224.in1k_ft_in22k_in1k,76.370,23.630,87.093,12.907,304.43,224,0.950,bicubic,-21.380,-12.727,-11
swsl_resnext101_32x16d,76.303,23.697,87.733,12.267,194.03,224,0.875,bilinear,-19.967,-11.767,+138
ig_resnext101_32x8d,75.813,24.187,86.200,13.800,88.79,224,0.875,bilinear,-20.117,-13.080,+191
swsl_resnext101_32x8d,75.590,24.410,86.937,13.063,88.79,224,0.875,bilinear,-20.650,-12.533,+139
tf_efficientnet_l2.ns_jft_in1k,74.650,25.350,87.543,12.457,480.31,800,0.960,bicubic,-23.130,-12.277,-20
beit_large_patch16_384.in22k_ft_in22k_in1k,73.277,26.723,85.017,14.983,305.00,384,1.000,bicubic,-24.533,-14.823,-22
beit_large_patch16_512.in22k_ft_in22k_in1k,73.163,26.837,85.080,14.920,305.67,512,1.000,bicubic,-24.617,-14.810,-21
swsl_resnext101_32x4d,72.660,27.340,85.157,14.843,44.18,224,0.875,bilinear,-23.390,-14.373,+166
maxvit_xlarge_tf_512.in21k_ft_in1k,71.893,28.107,82.920,17.080,475.77,512,1.000,bicubic,-25.867,-16.900,-21
maxvit_xlarge_tf_384.in21k_ft_in1k,71.697,28.303,82.727,17.273,475.32,384,1.000,bicubic,-26.043,-17.123,-19
beit_large_patch16_224.in22k_ft_in22k_in1k,71.043,28.957,83.420,16.580,304.43,224,0.900,bicubic,-26.437,-16.270,-8
deit3_huge_patch14_224_in21ft1k,70.810,29.190,82.197,17.803,632.13,224,1.000,bicubic,-26.440,-17.513,+6
vit_base_patch16_clip_384.laion2b_ft_in1k,70.793,29.207,83.810,16.190,86.86,384,1.000,bicubic,-26.117,-15.860,+41
deit3_large_patch16_384_in21ft1k,70.570,29.430,82.437,17.563,304.76,384,1.000,bicubic,-26.990,-17.323,-13
maxvit_base_tf_512.in21k_ft_in1k,70.397,29.603,81.597,18.403,119.88,512,1.000,bicubic,-27.363,-18.263,-28
maxvit_large_tf_512.in21k_ft_in1k,70.390,29.610,81.647,18.353,212.33,512,1.000,bicubic,-27.280,-18.083,-22
maxvit_large_tf_384.in21k_ft_in1k,70.030,29.970,81.033,18.967,212.03,384,1.000,bicubic,-27.640,-18.787,-24
deit3_large_patch16_224_in21ft1k,69.717,30.283,81.190,18.810,304.37,224,1.000,bicubic,-27.593,-18.490,-4
maxvit_base_tf_384.in21k_ft_in1k,69.557,30.443,80.733,19.267,119.65,384,1.000,bicubic,-28.003,-18.977,-19
swsl_resnext50_32x4d,68.977,31.023,82.810,17.190,25.03,224,0.875,bilinear,-26.643,-16.410,+216
vit_base_patch16_clip_224.laion2b_ft_in1k,68.747,31.253,82.500,17.500,86.57,224,1.000,bicubic,-27.573,-16.910,+109
swsl_resnet50,68.297,31.703,83.313,16.687,25.56,224,0.875,bilinear,-26.903,-16.017,+279
convnext_xlarge.fb_in22k_ft_in1k_384,68.160,31.840,80.467,19.533,350.20,384,1.000,bicubic,-29.430,-19.303,-24
swinv2_large_window12to24_192to384_22kft1k,67.670,32.330,80.100,19.900,196.74,384,1.000,bicubic,-29.620,-19.680,-9
tf_efficientnet_b7.ns_jft_in1k,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,+2
vit_base_patch16_clip_384.openai_ft_in1k,67.357,32.643,81.690,18.310,86.86,384,1.000,bicubic,-29.463,-17.970,+36
vit_large_patch16_384.augreg_in21k_ft_in1k,67.053,32.947,78.707,21.293,304.72,384,1.000,bicubic,-30.367,-21.073,-20
convnext_large.fb_in22k_ft_in1k_384,66.667,33.333,79.807,20.193,197.77,384,1.000,bicubic,-30.643,-19.953,-15
swin_large_patch4_window12_384,66.283,33.717,79.783,20.217,196.74,384,1.000,bicubic,-30.887,-19.897,+1
vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,66.160,33.840,78.890,21.110,86.86,384,1.000,bicubic,-31.060,-20.810,-4
vit_base_patch16_clip_224.openai_ft_in1k,66.023,33.977,80.990,19.010,86.57,224,0.900,bicubic,-30.287,-18.510,+102
beitv2_base_patch16_224.in1k_ft_in22k_in1k,65.757,34.243,78.890,21.110,86.53,224,0.900,bicubic,-31.153,-20.840,+21
swinv2_base_window12to24_192to384_22kft1k,65.743,34.257,79.313,20.687,87.92,384,1.000,bicubic,-31.517,-20.477,-16
swinv2_large_window12to16_192to256_22kft1k,65.627,34.373,78.460,21.540,196.74,256,0.900,bicubic,-31.613,-21.250,-13
tf_efficientnet_b6.ns_jft_in1k,65.587,34.413,79.553,20.447,43.04,528,0.942,bicubic,-31.433,-20.157,+5
convnext_xlarge.fb_in22k_ft_in1k,65.390,34.610,78.340,21.660,350.20,288,1.000,bicubic,-32.060,-21.480,-31
vit_base_patch16_clip_384.openai_ft_in12k_in1k,65.357,34.643,78.943,21.057,86.86,384,0.950,bicubic,-31.783,-20.697,-6
convnext_base.fb_in22k_ft_in1k_384,64.883,35.117,78.393,21.607,88.59,384,1.000,bicubic,-32.367,-21.327,-19
vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,64.767,35.233,77.787,22.213,86.57,224,0.950,bicubic,-31.833,-21.773,+52
vit_large_patch16_224.augreg_in21k_ft_in1k,64.347,35.653,76.190,23.810,304.33,224,0.900,bicubic,-32.363,-23.450,+37
convnext_large.fb_in22k_ft_in1k,64.270,35.730,77.787,22.213,197.77,288,1.000,bicubic,-32.950,-21.943,-16
vit_large_r50_s32_384.augreg_in21k_ft_in1k,64.100,35.900,75.850,24.150,329.09,384,1.000,bicubic,-32.850,-23.810,+5
swin_large_patch4_window7_224,63.870,36.130,78.180,21.820,196.53,224,0.900,bicubic,-33.080,-21.530,+5
beit_base_patch16_384.in22k_ft_in22k_in1k,63.617,36.383,78.107,21.893,86.74,384,1.000,bicubic,-33.713,-21.613,-34
swin_base_patch4_window12_384,63.470,36.530,78.063,21.937,87.90,384,1.000,bicubic,-33.650,-21.507,-13
swinv2_base_window12to16_192to256_22kft1k,63.180,36.820,77.117,22.883,87.92,256,0.900,bicubic,-33.880,-22.543,-8
tf_efficientnet_b5.ns_jft_in1k,63.047,36.953,77.777,22.223,30.39,456,0.934,bicubic,-33.823,-21.883,+11
vit_base_patch16_clip_224.openai_ft_in12k_in1k,62.947,37.053,76.610,23.390,86.57,224,0.950,bicubic,-33.563,-23.010,+55
deit3_base_patch16_384_in21ft1k,62.640,37.360,75.553,24.447,86.88,384,1.000,bicubic,-34.600,-24.187,-27
convnext_base.fb_in22k_ft_in1k,62.520,37.480,76.563,23.437,88.59,288,1.000,bicubic,-34.700,-23.197,-26
vit_base_patch8_224.augreg2_in21k_ft_in1k,62.407,37.593,76.607,23.393,86.58,224,0.900,bicubic,-34.533,-22.973,-2
tf_efficientnetv2_l.in21k_ft_in1k,62.367,37.633,76.743,23.257,118.52,480,1.000,bicubic,-34.953,-22.897,-40
vit_base_patch8_224.augreg_in21k_ft_in1k,62.190,37.810,75.610,24.390,86.58,224,0.900,bicubic,-34.890,-24.010,-17
tf_efficientnetv2_xl.in21k_ft_in1k,62.090,37.910,75.650,24.350,208.12,512,1.000,bicubic,-35.240,-23.950,-43
deit3_base_patch16_224_in21ft1k,61.780,38.220,74.713,25.287,86.59,224,1.000,bicubic,-35.090,-24.927,+4
tf_efficientnet_b4.ns_jft_in1k,61.230,38.770,76.173,23.827,19.34,380,0.922,bicubic,-35.480,-23.477,+22
maxvit_base_tf_512.in1k,61.113,38.887,74.057,25.943,119.88,512,1.000,bicubic,-36.067,-25.583,-29
vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,60.373,39.627,73.810,26.190,88.30,384,1.000,bicubic,-36.237,-25.670,+30
beit_base_patch16_224.in22k_ft_in22k_in1k,60.317,39.683,75.597,24.403,86.53,224,0.900,bicubic,-36.343,-24.063,+26
tf_efficientnetv2_m.in21k_ft_in1k,60.280,39.720,75.070,24.930,54.14,480,1.000,bicubic,-36.720,-24.560,-16
vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,60.240,39.760,73.540,26.460,88.34,448,1.000,bicubic,-36.330,-25.980,+34
vit_base_patch16_384.augreg_in21k_ft_in1k,60.180,39.820,73.843,26.157,86.86,384,1.000,bicubic,-36.840,-25.867,-21
convnext_small.fb_in22k_ft_in1k_384,59.947,40.053,74.470,25.530,50.22,384,1.000,bicubic,-37.153,-25.230,-28
maxvit_large_tf_512.in1k,59.877,40.123,72.847,27.153,212.33,512,1.000,bicubic,-37.173,-26.743,-25
swin_base_patch4_window7_224,59.537,40.463,74.247,25.753,87.77,224,0.900,bicubic,-37.143,-25.413,+18
vit_base_patch32_clip_224.laion2b_ft_in1k,59.170,40.830,73.897,26.103,88.22,224,0.900,bicubic,-35.570,-25.173,+311
maxvit_base_tf_384.in1k,59.110,40.890,71.700,28.300,119.65,384,1.000,bicubic,-38.010,-28.080,-34
vit_base_patch16_224.augreg2_in21k_ft_in1k,59.047,40.953,73.640,26.360,86.57,224,0.900,bicubic,-37.463,-25.910,+34
volo_d5_512,58.917,41.083,73.200,26.800,296.09,512,1.150,bicubic,-38.373,-26.560,-53
volo_d5_448,58.793,41.207,73.057,26.943,295.91,448,1.150,bicubic,-38.447,-26.613,-50
vit_large_r50_s32_224.augreg_in21k_ft_in1k,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.790,+83
vit_base_patch32_clip_384.openai_ft_in12k_in1k,58.603,41.397,73.140,26.860,88.30,384,0.950,bicubic,-37.817,-26.360,+44
maxvit_large_tf_384.in1k,58.453,41.547,71.167,28.833,212.03,384,1.000,bicubic,-38.487,-28.473,-23
deit3_large_patch16_384,58.360,41.640,72.970,27.030,304.76,384,1.000,bicubic,-38.490,-26.650,-14
deit3_huge_patch14_224,58.107,41.893,72.130,27.870,632.13,224,0.900,bicubic,-38.463,-27.390,+19
tf_efficientnet_b8.ap_in1k,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.613,+21
convnext_small.fb_in22k_ft_in1k,57.743,42.257,72.790,27.210,50.22,288,1.000,bicubic,-39.067,-26.880,-12
mvitv2_large,57.487,42.513,70.773,29.227,217.99,224,0.900,bicubic,-38.923,-28.677,+39
cait_m48_448,57.470,42.530,71.860,28.140,356.46,448,1.000,bicubic,-39.410,-27.810,-23
cait_m36_384,57.467,42.533,72.313,27.687,271.22,384,1.000,bicubic,-39.363,-27.347,-19
tf_efficientnet_b3.ns_jft_in1k,57.417,42.583,72.387,27.613,12.23,300,0.904,bicubic,-38.683,-27.093,+83
volo_d4_448,57.283,42.717,71.537,28.463,193.41,448,1.150,bicubic,-39.787,-28.213,-45
maxvit_small_tf_512.in1k,57.093,42.907,70.967,29.033,69.13,512,1.000,bicubic,-40.087,-28.653,-54
vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,57.057,42.943,71.290,28.710,88.22,224,0.900,bicubic,-38.183,-28.030,+211
vit_base_patch16_224.augreg_in21k_ft_in1k,56.823,43.177,70.633,29.367,86.57,224,0.900,bicubic,-39.477,-28.927,+51
deit3_medium_patch16_224_in21ft1k,56.650,43.350,69.737,30.263,38.85,224,1.000,bicubic,-39.490,-29.753,+72
volo_d5_224,56.480,43.520,70.643,29.357,295.46,224,0.960,bicubic,-40.400,-28.977,-32
deit3_large_patch16_224,56.463,43.537,70.457,29.543,304.37,224,0.900,bicubic,-39.727,-29.073,+65
xcit_large_24_p8_384_dist,56.353,43.647,71.323,28.677,188.93,384,1.000,bicubic,-40.407,-28.237,-17
flexivit_large.1200ep_in1k,56.293,43.707,71.560,28.440,304.36,240,0.950,bicubic,-40.487,-27.970,-22
flexivit_large.600ep_in1k,56.047,43.953,71.173,28.827,304.36,240,0.950,bicubic,-40.693,-28.427,-17
xcit_large_24_p8_224_dist,56.027,43.973,70.663,29.337,188.93,224,1.000,bicubic,-40.613,-28.797,-6
vit_base_patch32_clip_224.openai_ft_in1k,55.907,44.093,72.173,27.827,88.22,224,0.900,bicubic,-38.533,-26.837,+332
vit_medium_patch16_gap_384.in12k_ft_in1k,55.787,44.213,70.993,29.007,39.03,384,0.950,bicubic,-40.723,-28.597,+6
flexivit_large.300ep_in1k,55.700,44.300,70.713,29.287,304.36,240,0.950,bicubic,-40.990,-28.867,-13
xcit_large_24_p16_384_dist,54.907,45.093,69.867,30.133,189.10,384,1.000,bicubic,-42.033,-29.653,-45
volo_d4_224,54.747,45.253,68.867,31.133,192.96,224,0.960,bicubic,-42.033,-30.753,-31
maxvit_tiny_tf_512.in1k,54.723,45.277,68.933,31.067,31.05,512,1.000,bicubic,-42.247,-30.737,-52
deit3_small_patch16_384_in21ft1k,54.470,45.530,68.313,31.687,22.21,384,1.000,bicubic,-42.200,-31.327,-15
efficientnet_b5.in12k_ft_in1k,54.447,45.553,69.857,30.143,30.39,448,1.000,bicubic,-42.323,-29.743,-29
vit_base_r50_s16_384.orig_in21k_ft_in1k,54.403,45.597,69.560,30.440,98.95,384,1.000,bicubic,-42.047,-30.060,+9
maxvit_small_tf_384.in1k,54.343,45.657,68.193,31.807,69.02,384,1.000,bicubic,-42.397,-31.357,-29
resnetv2_152x4_bitm,54.320,45.680,70.167,29.833,936.53,480,1.000,bilinear,-42.550,-29.453,-46
xcit_large_24_p16_224_dist,54.260,45.740,68.970,31.030,189.10,224,1.000,bicubic,-42.060,-30.570,+27
vit_small_r26_s32_384.augreg_in21k_ft_in1k,54.197,45.803,68.757,31.243,36.47,384,1.000,bicubic,-41.863,-30.623,+66
volo_d3_448,53.990,46.010,68.020,31.980,86.63,448,1.000,bicubic,-43.030,-31.650,-64
tf_efficientnet_b5.ap_in1k,53.870,46.130,69.160,30.840,30.39,456,0.934,bicubic,-42.210,-30.380,+58
xcit_medium_24_p8_224_dist,53.660,46.340,68.410,31.590,84.32,224,1.000,bicubic,-42.860,-31.100,-9
tf_efficientnet_b2.ns_jft_in1k,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+142
tf_efficientnet_b6.ap_in1k,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,+11
cait_s36_384,53.550,46.450,68.000,32.000,68.37,384,1.000,bicubic,-43.080,-31.600,-24
vit_medium_patch16_gap_256.in12k_ft_in1k,53.537,46.463,69.067,30.933,38.86,256,0.950,bicubic,-42.443,-30.383,+72
deit3_base_patch16_384,53.513,46.487,67.637,32.363,86.88,384,1.000,bicubic,-42.717,-31.763,+33
deit3_base_patch16_224,53.453,46.547,67.590,32.410,86.59,224,0.900,bicubic,-42.327,-31.680,+101
tf_efficientnet_b8.ra_in1k,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.510,-34
xcit_medium_24_p8_384_dist,53.407,46.593,68.143,31.857,84.32,384,1.000,bicubic,-43.373,-31.527,-47
vit_base_patch32_384.augreg_in21k_ft_in1k,53.307,46.693,68.047,31.953,88.30,384,1.000,bicubic,-42.593,-31.303,+79
tf_efficientnet_b7.ap_in1k,53.260,46.740,68.873,31.127,66.35,600,0.949,bicubic,-43.090,-30.497,+5
convnext_large.fb_in1k,53.227,46.773,67.877,32.123,197.77,288,1.000,bicubic,-43.173,-31.663,0
xcit_medium_24_p16_384_dist,53.213,46.787,68.050,31.950,84.40,384,1.000,bicubic,-43.487,-31.480,-40
maxvit_base_tf_224.in1k,53.210,46.790,66.147,33.853,119.47,224,0.950,bicubic,-43.140,-33.443,+4
tf_efficientnetv2_l.in1k,53.163,46.837,67.833,32.167,118.52,480,1.000,bicubic,-43.577,-31.717,-47
tf_efficientnetv2_s.in21k_ft_in1k,53.150,46.850,69.000,31.000,21.46,384,1.000,bicubic,-43.320,-30.570,-17
tf_efficientnet_b4.ap_in1k,53.090,46.910,68.210,31.790,19.34,380,0.922,bicubic,-42.400,-31.030,+129
regnetz_e8,53.017,46.983,67.140,32.860,57.70,320,1.000,bicubic,-43.583,-32.420,-36
maxvit_large_tf_224.in1k,52.983,47.017,65.343,34.657,211.79,224,0.950,bicubic,-43.337,-34.157,+6
dm_nfnet_f5,52.870,47.130,67.430,32.570,377.21,544,0.954,bicubic,-43.940,-32.080,-63
volo_d3_224,52.703,47.297,66.317,33.683,86.33,224,0.960,bicubic,-43.747,-33.303,-16
deit3_small_patch16_224_in21ft1k,52.690,47.310,66.877,33.123,22.06,224,1.000,bicubic,-43.130,-32.433,+79
maxvit_tiny_tf_384.in1k,52.463,47.537,66.780,33.220,30.98,384,1.000,bicubic,-44.137,-32.830,-40
dm_nfnet_f6,52.447,47.553,67.120,32.880,438.36,576,0.956,bicubic,-44.473,-32.600,-79
tf_efficientnet_b7.ra_in1k,52.393,47.607,68.233,31.767,66.35,600,0.949,bicubic,-44.187,-31.277,-40
xcit_small_24_p8_384_dist,52.360,47.640,66.840,33.160,47.63,384,1.000,bicubic,-44.460,-32.790,-70
swsl_resnet18,52.327,47.673,70.480,29.520,11.69,224,0.875,bilinear,-38.763,-27.730,+572
efficientnetv2_rw_m.agc_in1k,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.420,+4
deit_base_distilled_patch16_384,52.257,47.743,67.733,32.267,87.63,384,1.000,bicubic,-44.253,-31.827,-35
xcit_medium_24_p16_224_dist,52.210,47.790,66.900,33.100,84.40,224,1.000,bicubic,-44.050,-32.510,+4
xcit_small_24_p8_224_dist,52.197,47.803,66.767,33.233,47.63,224,1.000,bicubic,-44.353,-32.773,-42
convnext_tiny.fb_in22k_ft_in1k_384,52.163,47.837,66.917,33.083,28.59,384,1.000,bicubic,-44.007,-32.583,+18
dm_nfnet_f3,52.130,47.870,66.743,33.257,254.92,416,0.940,bicubic,-44.600,-32.887,-64
resnetv2_152x2_bit_teacher_384,51.937,48.063,68.670,31.330,236.34,384,1.000,bicubic,-44.253,-30.830,+11
resmlp_big_24_224_in22ft1k,51.903,48.097,68.463,31.537,129.14,224,0.875,bicubic,-44.447,-31.057,-18
xcit_small_24_p16_384_dist,51.883,48.117,66.353,33.647,47.67,384,1.000,bicubic,-44.457,-33.197,-17
cait_s24_384,51.783,48.217,66.313,33.687,47.06,384,1.000,bicubic,-44.787,-33.237,-51
resnetv2_152x2_bitm,51.757,48.243,69.250,30.750,236.34,448,1.000,bilinear,-44.763,-30.340,-47
ecaresnet269d,51.670,48.330,66.047,33.953,102.09,352,1.000,bicubic,-44.790,-33.493,-38
mvitv2_base,51.567,48.433,65.623,34.377,51.47,224,0.900,bicubic,-44.443,-33.897,+35
vit_base_patch16_224_miil.in21k_ft_in1k,51.557,48.443,65.207,34.793,86.54,224,0.875,bilinear,-44.473,-34.183,+30
tf_efficientnetv2_m.in1k,51.437,48.563,66.630,33.370,54.14,480,1.000,bicubic,-45.043,-32.980,-45
maxvit_rmlp_small_rw_224,51.423,48.577,65.180,34.820,64.90,224,0.900,bicubic,-44.537,-34.240,+41
maxvit_small_tf_224.in1k,51.180,48.820,65.277,34.723,68.93,224,0.950,bicubic,-45.030,-34.203,-2
pit_b_distilled_224,51.153,48.847,66.770,33.230,74.79,224,0.900,bicubic,-44.917,-32.650,+17
xcit_small_12_p8_384_dist,51.100,48.900,65.833,34.167,26.21,384,1.000,bicubic,-45.380,-33.657,-48
convnext_base.fb_in1k,51.073,48.927,65.883,34.117,88.59,288,1.000,bicubic,-45.237,-33.667,-19
dm_nfnet_f4,50.900,49.100,65.557,34.443,316.07,512,0.951,bicubic,-45.880,-34.053,-88
tf_efficientnet_b1.ns_jft_in1k,50.883,49.117,67.910,32.090,7.79,240,0.882,bicubic,-43.977,-31.340,+208
vit_base_patch16_384.orig_in21k_ft_in1k,50.883,49.117,65.270,34.730,86.86,384,1.000,bicubic,-45.307,-34.030,-6
volo_d2_384,50.873,49.127,65.637,34.363,58.87,384,1.000,bicubic,-45.837,-33.963,-79
xcit_small_24_p16_224_dist,50.733,49.267,65.010,34.990,47.67,224,1.000,bicubic,-45.067,-34.330,+53
flexivit_base.1200ep_in1k,50.693,49.307,65.117,34.883,86.59,240,0.950,bicubic,-45.417,-34.343,+3
coatnet_rmlp_2_rw_224,50.563,49.437,63.370,36.630,73.88,224,0.950,bicubic,-45.637,-35.910,-11
xcit_small_12_p16_384_dist,50.520,49.480,65.313,34.687,26.25,384,1.000,bicubic,-45.820,-34.267,-34
efficientnet_b4.ra2_in1k,50.510,49.490,65.703,34.297,19.34,384,1.000,bicubic,-45.010,-33.687,+87
volo_d1_384,50.477,49.523,64.917,35.083,26.78,384,1.000,bicubic,-45.993,-34.633,-57
xcit_small_12_p8_224_dist,50.440,49.560,65.433,34.567,26.21,224,1.000,bicubic,-45.520,-33.917,+24
resnetv2_101x3_bitm,50.407,49.593,67.790,32.210,387.93,448,1.000,bilinear,-45.843,-31.800,-24
flexivit_base.600ep_in1k,50.357,49.643,64.613,35.387,86.59,240,0.950,bicubic,-45.603,-34.807,+21
regnetz_040h,50.330,49.670,65.633,34.367,28.94,320,1.000,bicubic,-46.000,-33.887,-39
ssl_resnext101_32x16d,50.257,49.743,66.033,33.967,194.03,224,0.875,bilinear,-45.153,-33.127,+98
mvitv2_small,50.250,49.750,64.910,35.090,34.87,224,0.900,bicubic,-45.640,-34.450,+29
cait_s24_224,50.243,49.757,65.027,34.973,46.92,224,1.000,bicubic,-45.407,-34.363,+63
eca_nfnet_l2,50.237,49.763,65.450,34.550,56.72,384,1.000,bicubic,-46.213,-34.210,-61
tresnet_v2_l,50.167,49.833,65.093,34.907,46.17,224,0.875,bilinear,-45.653,-34.197,+35
pvt_v2_b5,50.167,49.833,65.037,34.963,81.96,224,0.900,bicubic,-45.783,-34.353,+18
deit3_medium_patch16_224,50.167,49.833,64.697,35.303,38.85,224,0.900,bicubic,-45.223,-34.733,+103
vit_small_patch16_384.augreg_in21k_ft_in1k,50.160,49.840,65.807,34.193,22.20,384,1.000,bicubic,-45.820,-33.623,+7
resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-17
deit_base_distilled_patch16_224,50.063,49.937,66.227,33.773,87.34,224,0.900,bicubic,-45.687,-33.203,+41
pvt_v2_b4,50.063,49.937,65.150,34.850,62.56,224,0.900,bicubic,-45.837,-34.290,+18
tf_efficientnet_b3.ap_in1k,50.057,49.943,65.210,34.790,12.23,300,0.904,bicubic,-44.913,-33.900,+164
flexivit_base.300ep_in1k,50.013,49.987,64.113,35.887,86.59,240,0.950,bicubic,-45.957,-35.257,+6
resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.637,-15
efficientformer_l7,49.837,50.163,66.020,33.980,82.23,224,0.950,bicubic,-45.763,-33.370,+56
volo_d2_224,49.813,50.187,64.593,35.407,58.68,224,0.960,bicubic,-46.607,-34.867,-69
seresnextaa101d_32x8d,49.760,50.240,64.410,35.590,93.59,288,1.000,bicubic,-46.660,-35.110,-71
xception65,49.760,50.240,63.520,36.480,39.92,299,0.940,bicubic,-45.930,-35.790,+45
swinv2_base_window16_256,49.680,50.320,63.813,36.187,87.92,256,0.900,bicubic,-46.500,-35.717,-31
pvt_v2_b3,49.580,50.420,64.787,35.213,45.24,224,0.900,bicubic,-45.890,-34.533,+71
cait_xs24_384,49.527,50.473,64.900,35.100,26.67,384,1.000,bicubic,-46.483,-34.430,-8
maxvit_rmlp_tiny_rw_256,49.523,50.477,63.817,36.183,29.15,256,0.950,bicubic,-46.517,-35.593,-15
tf_efficientnet_b5.ra_in1k,49.510,50.490,65.657,34.343,30.39,456,0.934,bicubic,-46.470,-33.843,-6
resnetv2_152x2_bit_teacher,49.480,50.520,65.617,34.383,236.34,224,0.875,bicubic,-46.270,-33.823,+26
resnet200d,49.470,50.530,64.330,35.670,64.69,320,1.000,bicubic,-46.640,-35.070,-31
xcit_small_12_p16_224_dist,49.417,50.583,63.850,36.150,26.25,224,1.000,bicubic,-46.323,-35.310,+26
resnest101e,49.367,50.633,65.587,34.413,48.28,256,0.875,bilinear,-46.203,-33.683,+49
regnetz_040,49.280,50.720,64.067,35.933,27.12,320,1.000,bicubic,-46.900,-35.333,-41
resnet152d,49.253,50.747,64.413,35.587,60.21,320,1.000,bicubic,-46.617,-35.017,+6
vit_base_patch32_224.augreg_in21k_ft_in1k,49.253,50.747,64.340,35.660,88.22,224,0.900,bicubic,-45.137,-34.720,+235
seresnet152d,49.247,50.753,64.170,35.830,66.84,320,1.000,bicubic,-47.063,-35.340,-65
xcit_large_24_p8_224,49.247,50.753,62.850,37.150,188.93,224,1.000,bicubic,-46.833,-36.300,-34
maxxvit_rmlp_small_rw_256,49.147,50.853,63.343,36.657,66.01,256,0.950,bicubic,-47.063,-36.117,-53
gcvit_base,49.143,50.857,63.963,36.037,90.32,224,0.875,bicubic,-46.917,-35.597,-29
resmlp_big_24_distilled_224,49.097,50.903,65.470,34.530,129.14,224,0.875,bicubic,-46.773,-33.970,-1
convnext_small.fb_in1k,49.077,50.923,64.820,35.180,50.22,288,1.000,bicubic,-46.903,-34.770,-18
ssl_resnext101_32x8d,49.067,50.933,65.480,34.520,88.79,224,0.875,bilinear,-46.273,-33.860,+78
volo_d1_224,48.967,51.033,63.187,36.813,26.63,224,0.960,bicubic,-47.063,-36.163,-29
repvgg_b3,48.917,51.083,64.887,35.113,123.09,224,0.875,bilinear,-45.633,-34.023,+208
resnetrs420,48.857,51.143,63.427,36.573,191.89,416,1.000,bicubic,-47.543,-36.103,-90
maxvit_tiny_tf_224.in1k,48.810,51.190,62.947,37.053,30.92,224,0.950,bicubic,-47.000,-36.313,+2
deit3_small_patch16_384,48.680,51.320,62.833,37.167,22.21,384,1.000,bicubic,-46.920,-36.607,+30
seresnext101d_32x8d,48.610,51.390,62.963,37.037,93.59,288,1.000,bicubic,-47.750,-36.507,-89
efficientnetv2_rw_s.ra2_in1k,48.603,51.397,63.840,36.160,23.94,384,1.000,bicubic,-47.107,-35.560,+16
regnetz_d32,48.590,51.410,65.187,34.813,27.58,320,0.950,bicubic,-47.270,-34.243,-7
swinv2_small_window16_256,48.583,51.417,62.767,37.233,49.73,256,0.900,bicubic,-47.487,-36.573,-44
efficientnet_b3.ra2_in1k,48.563,51.437,64.250,35.750,12.23,320,1.000,bicubic,-46.577,-34.960,+97
ecaresnet101d,48.527,51.473,64.100,35.900,44.57,224,0.875,bicubic,-46.633,-35.200,+92
edgenext_base,48.433,51.567,64.317,35.683,18.51,320,1.000,bicubic,-47.357,-35.253,-4
dm_nfnet_f2,48.373,51.627,63.233,36.767,193.78,352,0.920,bicubic,-48.087,-36.377,-109
vit_small_r26_s32_224.augreg_in21k_ft_in1k,48.363,51.637,63.797,36.203,36.43,224,0.900,bicubic,-46.767,-35.323,+95
swinv2_base_window8_256,48.340,51.660,63.610,36.390,87.92,256,0.900,bicubic,-47.730,-35.870,-52
repvgg_b3g4,48.310,51.690,64.800,35.200,83.83,224,0.875,bilinear,-46.180,-34.220,+201
vit_large_patch32_384.orig_in21k_ft_in1k,48.250,51.750,61.830,38.170,306.63,384,1.000,bicubic,-46.990,-37.410,+72
convit_base,48.217,51.783,63.000,37.000,86.54,224,0.875,bicubic,-46.883,-36.140,+98
swin_s3_base_224,48.147,51.853,62.250,37.750,71.13,224,0.900,bicubic,-47.893,-37.100,-48
sequencer2d_l,48.100,51.900,62.350,37.650,54.30,224,0.875,bicubic,-47.780,-37.120,-24
resnetrs350,48.050,51.950,62.653,37.347,163.96,384,1.000,bicubic,-48.190,-36.937,-82
tf_efficientnetv2_b3.in21k_ft_in1k,48.037,51.963,64.730,35.270,14.36,300,0.900,bicubic,-47.553,-34.550,+16
gcvit_small,48.033,51.967,62.700,37.300,51.09,224,0.875,bicubic,-47.897,-36.680,-33
regnetz_d8,48.010,51.990,64.417,35.583,23.37,320,1.000,bicubic,-48.000,-35.013,-50
twins_svt_large,47.947,52.053,62.907,37.093,99.27,224,0.900,bicubic,-47.773,-36.583,-5
vit_relpos_base_patch16_224.sw_in1k,47.927,52.073,62.853,37.147,86.43,224,0.900,bicubic,-47.223,-36.307,+78
mixer_b16_224_miil,47.790,52.210,63.400,36.600,59.88,224,0.875,bilinear,-47.090,-35.870,+128
repvgg_b2g4,47.787,52.213,64.390,35.610,61.76,224,0.875,bilinear,-46.033,-34.520,+273
vit_relpos_base_patch16_clsgap_224.sw_in1k,47.767,52.233,62.403,37.597,86.43,224,0.900,bicubic,-47.483,-36.797,+59
mvitv2_tiny,47.693,52.307,62.810,37.190,24.17,224,0.900,bicubic,-47.717,-36.250,+34
vit_relpos_medium_patch16_cls_224.sw_in1k,47.660,52.340,61.800,38.200,38.76,224,0.900,bicubic,-47.640,-37.290,+50
eca_nfnet_l1,47.650,52.350,62.763,37.237,41.41,320,1.000,bicubic,-48.290,-36.727,-44
seresnext101_32x8d,47.643,52.357,61.443,38.557,93.57,288,1.000,bicubic,-48.477,-37.917,-77
resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-33.957,-101
pit_s_distilled_224,47.543,52.457,63.493,36.507,24.04,224,0.900,bicubic,-47.187,-35.607,+138
resnest50d_4s2x40d,47.483,52.517,63.807,36.193,30.42,224,0.875,bicubic,-47.227,-35.163,+143
efficientnet_b3_pruned.in1k,47.447,52.553,62.793,37.207,9.86,300,0.904,bicubic,-47.133,-36.277,+167
crossvit_18_dagger_408,47.380,52.620,60.943,39.057,44.61,408,1.000,bicubic,-48.750,-38.527,-84
coatnet_rmlp_1_rw_224,47.370,52.630,61.430,38.570,41.69,224,0.950,bicubic,-48.120,-37.960,+11
vit_base_patch16_224.orig_in21k_ft_in1k,47.340,52.660,61.607,38.393,86.57,224,0.900,bicubic,-47.870,-37.553,+53
xcit_small_24_p8_224,47.287,52.713,60.990,39.010,47.63,224,1.000,bicubic,-48.613,-38.190,-48
efficientformer_l3,47.230,52.770,63.400,36.600,31.41,224,0.950,bicubic,-47.980,-35.910,+50
tresnet_m,47.230,52.770,61.993,38.007,31.39,224,0.875,bilinear,-48.150,-37.157,+29
tf_efficientnet_b6.aa_in1k,47.213,52.787,63.110,36.890,43.04,528,0.942,bicubic,-49.077,-36.410,-112
ssl_resnext101_32x4d,47.177,52.823,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.863,+57
resnetrs270,47.107,52.893,62.010,37.990,129.86,352,1.000,bicubic,-48.953,-37.480,-79
tf_efficientnet_b4.aa_in1k,47.083,52.917,62.867,37.133,19.34,380,0.922,bicubic,-48.507,-36.413,-11
regnetz_d8_evos,47.080,52.920,63.397,36.603,23.46,320,0.950,bicubic,-49.140,-36.093,-106
vit_base_patch16_rpn_224.in1k,47.057,52.943,62.400,37.600,86.54,224,0.900,bicubic,-47.773,-36.690,+113
swinv2_small_window8_256,47.027,52.973,62.307,37.693,49.73,256,0.900,bicubic,-48.703,-37.053,-32
xcit_small_12_p8_224,46.983,53.017,60.533,39.467,26.21,224,1.000,bicubic,-48.437,-38.667,+10
xcit_large_24_p16_224,46.957,53.043,60.670,39.330,189.10,224,1.000,bicubic,-47.983,-38.160,+91
xception65p,46.937,53.063,61.083,38.917,39.82,299,0.940,bicubic,-48.723,-38.187,-25
resnet101d,46.893,53.107,62.317,37.683,44.57,320,1.000,bicubic,-48.857,-36.963,-42
maxvit_tiny_rw_224,46.887,53.113,60.897,39.103,29.06,224,0.950,bicubic,-48.853,-38.413,-39
pvt_v2_b2_li,46.833,53.167,62.507,37.493,22.55,224,0.900,bicubic,-48.367,-36.773,+43
resnet152,46.817,53.183,60.427,39.573,60.19,224,0.950,bicubic,-48.733,-38.843,-16
gluon_seresnext101_64x4d,46.677,53.323,61.303,38.697,88.23,224,0.875,bicubic,-47.973,-37.677,+134
twins_pcpvt_large,46.637,53.363,62.240,37.760,60.99,224,0.900,bicubic,-49.083,-37.050,-40
convnext_tiny.fb_in1k,46.573,53.427,63.183,36.817,28.59,288,1.000,bicubic,-48.627,-35.987,+37
dm_nfnet_f1,46.547,53.453,61.407,38.593,132.63,320,0.910,bicubic,-49.843,-38.063,-146
regnetv_064,46.480,53.520,62.253,37.747,30.58,288,1.000,bicubic,-49.290,-37.167,-51
crossvit_15_dagger_408,46.463,53.537,60.480,39.520,28.50,408,1.000,bicubic,-49.357,-38.930,-59
xcit_medium_24_p8_224,46.463,53.537,59.647,40.353,84.32,224,1.000,bicubic,-49.407,-39.433,-65
resnetrs200,46.423,53.577,61.060,38.940,93.21,320,1.000,bicubic,-49.917,-38.430,-143
coatnet_1_rw_224,46.403,53.597,60.080,39.920,41.72,224,0.950,bicubic,-49.217,-39.360,-33
swin_s3_small_224,46.400,53.600,60.900,39.100,49.74,224,0.900,bicubic,-49.440,-38.300,-65
gcvit_tiny,46.373,53.627,61.603,38.397,28.22,224,0.875,bicubic,-49.307,-37.737,-41
fbnetv3_g.ra2_in1k,46.337,53.663,62.417,37.583,16.62,288,0.950,bilinear,-48.793,-36.813,+41
sequencer2d_m,46.300,53.700,60.897,39.103,38.31,224,0.875,bicubic,-49.290,-38.433,-33
tresnet_xl,46.283,53.717,61.943,38.057,78.44,224,0.875,bilinear,-48.777,-37.317,+56
xcit_tiny_24_p8_384_dist,46.267,53.733,60.713,39.287,12.11,384,1.000,bicubic,-49.973,-38.727,-132
xcit_tiny_24_p8_224_dist,46.260,53.740,60.600,39.400,12.11,224,1.000,bicubic,-49.190,-38.790,-15
deit_small_distilled_patch16_224,46.160,53.840,62.417,37.583,22.44,224,0.900,bicubic,-48.430,-36.513,+126
regnety_160,46.153,53.847,61.837,38.163,83.59,288,1.000,bicubic,-49.727,-37.723,-80
gernet_m,46.150,53.850,62.700,37.300,21.14,224,0.875,bilinear,-48.400,-35.960,+133
crossvit_base_240,46.133,53.867,60.217,39.783,105.03,240,0.875,bicubic,-48.937,-38.933,+49
swinv2_cr_small_ns_224,46.117,53.883,60.780,39.220,49.70,224,0.900,bicubic,-49.573,-38.530,-53
resnest50d_1s4x24d,46.083,53.917,62.377,37.623,25.68,224,0.875,bicubic,-48.307,-36.693,+148
tf_efficientnet_b0.ns_jft_in1k,46.047,53.953,63.253,36.747,5.29,224,0.875,bicubic,-47.693,-35.677,+230
jx_nest_base,46.040,53.960,60.103,39.897,67.72,224,0.875,bicubic,-49.500,-39.197,-39
resnet51q,46.027,53.973,60.910,39.090,35.70,288,1.000,bilinear,-49.173,-38.350,+16
vit_small_patch16_224.augreg_in21k_ft_in1k,45.990,54.010,61.820,38.180,22.05,224,0.900,bicubic,-48.890,-37.260,+71
regnety_080,45.960,54.040,60.850,39.150,39.18,288,1.000,bicubic,-49.900,-38.590,-84
vit_relpos_medium_patch16_224.sw_in1k,45.947,54.053,61.030,38.970,38.75,224,0.900,bicubic,-49.263,-38.200,+9
resnest50d,45.937,54.063,62.623,37.377,27.48,224,0.875,bilinear,-48.683,-36.497,+110
deit3_small_patch16_224,45.927,54.073,58.903,41.097,22.06,224,0.900,bicubic,-48.763,-40.197,+98
convnext_nano.in12k_ft_in1k,45.903,54.097,62.680,37.320,15.59,288,1.000,bicubic,-49.457,-36.770,-15
crossvit_18_240,45.903,54.097,60.373,39.627,43.27,240,0.875,bicubic,-49.167,-38.827,+36
regnety_032,45.893,54.107,61.537,38.463,19.44,288,1.000,bicubic,-49.577,-37.773,-37
twins_pcpvt_base,45.893,54.107,61.337,38.663,43.83,224,0.900,bicubic,-49.567,-38.053,-35
levit_384,45.877,54.123,61.693,38.307,39.13,224,0.900,bicubic,-49.333,-37.527,+3
twins_svt_base,45.877,54.123,60.967,39.033,56.07,224,0.900,bicubic,-49.693,-38.263,-53
crossvit_18_dagger_240,45.853,54.147,59.927,40.073,44.27,240,0.875,bicubic,-49.327,-39.193,+7
convnext_tiny_hnf.a2h_in1k,45.850,54.150,60.183,39.817,28.59,288,1.000,bicubic,-49.420,-38.977,-10
vit_relpos_medium_patch16_rpn_224.sw_in1k,45.737,54.263,60.963,39.037,38.73,224,0.900,bicubic,-49.333,-38.327,+27
vit_srelpos_medium_patch16_224.sw_in1k,45.720,54.280,61.067,38.933,38.74,224,0.900,bicubic,-49.180,-38.093,+53
crossvit_15_dagger_240,45.700,54.300,60.097,39.903,28.21,240,0.875,bicubic,-49.280,-39.063,+39
regnetz_c16,45.687,54.313,62.520,37.480,13.46,320,0.940,bicubic,-49.713,-36.790,-32
convmixer_1536_20,45.663,54.337,61.770,38.230,51.63,224,0.960,bicubic,-49.307,-37.400,+38
gc_efficientnetv2_rw_t.agc_in1k,45.653,54.347,60.203,39.797,13.68,288,1.000,bicubic,-49.627,-39.017,-18
flexivit_small.1200ep_in1k,45.610,54.390,59.883,40.117,22.06,240,0.950,bicubic,-49.590,-39.507,-2
efficientnetv2_rw_t.ra2_in1k,45.607,54.393,60.183,39.817,13.65,288,1.000,bicubic,-49.463,-38.797,+19
gluon_seresnext101_32x4d,45.590,54.410,61.143,38.857,48.96,224,0.875,bicubic,-48.860,-37.947,+115
xcit_tiny_24_p16_384_dist,45.583,54.417,60.510,39.490,12.12,384,1.000,bicubic,-49.907,-38.620,-56
xcit_small_24_p16_224,45.547,54.453,58.920,41.080,47.67,224,1.000,bicubic,-49.533,-40.100,+13
xcit_medium_24_p16_224,45.540,54.460,59.000,41.000,84.40,224,1.000,bicubic,-49.590,-39.920,+5
dm_nfnet_f0,45.483,54.517,60.983,39.017,71.49,256,0.900,bicubic,-50.207,-38.347,-84
resnext101_64x4d,45.470,54.530,59.047,40.953,83.46,288,1.000,bicubic,-50.070,-40.243,-66
gluon_resnet152_v1d,45.430,54.570,60.077,39.923,60.21,224,0.875,bicubic,-49.010,-39.103,+112
nfnet_l0,45.420,54.580,62.080,37.920,35.07,288,1.000,bicubic,-49.970,-37.200,-42
ssl_resnext50_32x4d,45.407,54.593,62.047,37.953,25.03,224,0.875,bilinear,-49.293,-36.783,+69
resnetv2_50x1_bit_distilled,45.393,54.607,62.303,37.697,25.55,224,0.875,bicubic,-49.997,-36.907,-46
cs3se_edgenet_x,45.393,54.607,60.427,39.573,50.72,320,1.000,bicubic,-50.617,-39.013,-138
xcit_small_12_p16_224,45.387,54.613,59.417,40.583,26.25,224,1.000,bicubic,-49.443,-39.643,+48
jx_nest_small,45.360,54.640,59.007,40.993,38.35,224,0.875,bicubic,-50.170,-40.203,-72
pvt_v2_b2,45.297,54.703,60.620,39.380,25.36,224,0.900,bicubic,-49.713,-38.560,+16
resnet61q,45.283,54.717,59.400,40.600,36.85,288,1.000,bicubic,-49.837,-39.800,-4
cs3edgenet_x,45.253,54.747,60.257,39.743,47.82,288,1.000,bicubic,-50.197,-39.103,-60
tresnet_xl_448,45.223,54.777,61.437,38.563,78.44,448,0.875,bilinear,-50.287,-37.903,-73
nasnetalarge,45.210,54.790,57.883,42.117,88.75,331,0.911,bicubic,-49.940,-41.417,-15
convit_small,45.203,54.797,60.510,39.490,27.78,224,0.875,bicubic,-49.717,-38.610,+25
flexivit_small.600ep_in1k,45.197,54.803,59.413,40.587,22.06,240,0.950,bicubic,-50.073,-39.567,-39
swin_small_patch4_window7_224,45.163,54.837,60.330,39.670,49.61,224,0.900,bicubic,-50.557,-39.040,-103
resnet101,45.127,54.873,59.573,40.427,44.55,224,0.950,bicubic,-49.823,-39.497,+17
tf_efficientnet_b3.aa_in1k,45.107,54.893,60.650,39.350,12.23,300,0.904,bicubic,-49.803,-38.370,+22
sequencer2d_s,45.093,54.907,60.050,39.950,27.65,224,0.875,bicubic,-50.377,-39.220,-72
rexnet_200,45.047,54.953,62.317,37.683,16.37,224,0.875,bicubic,-49.613,-36.833,+63
maxxvit_rmlp_nano_rw_256,45.023,54.977,59.660,40.340,16.78,256,0.950,bicubic,-50.327,-39.660,-53
resnetrs152,44.943,55.057,59.713,40.287,86.62,320,1.000,bicubic,-51.017,-39.667,-145
resnetv2_101,44.937,55.063,58.850,41.150,44.54,224,0.950,bicubic,-49.983,-40.260,+15
ecaresnetlight,44.890,55.110,60.770,39.230,30.16,224,0.875,bicubic,-49.250,-38.180,+129
deit_base_patch16_224,44.870,55.130,59.177,40.823,86.57,224,0.900,bicubic,-50.140,-39.963,+2
flexivit_small.300ep_in1k,44.867,55.133,59.343,40.657,22.06,240,0.950,bicubic,-50.283,-39.787,-29
coatnet_bn_0_rw_224,44.813,55.187,60.903,39.097,27.44,224,0.950,bicubic,-50.167,-38.327,+1
deit_base_patch16_384,44.777,55.223,59.617,40.383,86.86,384,1.000,bicubic,-50.873,-39.623,-106
cait_xxs36_384,44.773,55.227,59.380,40.620,17.37,384,1.000,bicubic,-50.447,-39.940,-46
resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.813,-38.087,+68
gernet_l,44.740,55.260,58.943,41.057,31.08,256,0.875,bilinear,-50.190,-40.257,+5
xcit_tiny_24_p16_224_dist,44.710,55.290,59.417,40.583,12.12,224,1.000,bicubic,-49.520,-39.403,+108
resmlp_24_distilled_224,44.707,55.293,61.467,38.533,30.02,224,0.875,bicubic,-49.623,-37.593,+96
tf_efficientnet_b2.ap_in1k,44.700,55.300,60.680,39.320,9.11,260,0.890,bicubic,-49.570,-38.100,+102
swinv2_tiny_window16_256,44.573,55.427,59.570,40.430,28.35,256,0.900,bicubic,-50.787,-39.560,-69
vit_relpos_small_patch16_224.sw_in1k,44.553,55.447,60.203,39.797,21.98,224,0.900,bicubic,-50.137,-38.547,+40
gmlp_s16_224,44.473,55.527,58.630,41.370,19.42,224,0.875,bicubic,-49.027,-40.210,+200
ens_adv_inception_resnet_v2,44.393,55.607,58.117,41.883,55.84,299,0.897,bicubic,-49.737,-40.843,+118
tresnet_l,44.363,55.637,59.953,40.047,55.99,224,0.875,bilinear,-50.527,-39.237,+6
gluon_resnext101_32x4d,44.290,55.710,59.090,40.910,44.18,224,0.875,bicubic,-49.830,-39.840,+117
poolformer_m48,44.267,55.733,59.300,40.700,73.47,224,0.950,bicubic,-50.863,-39.920,-38
gcvit_xtiny,44.237,55.763,59.963,40.037,19.98,224,0.875,bicubic,-50.773,-39.017,-18
maxvit_rmlp_nano_rw_256,44.180,55.820,58.240,41.760,15.50,256,0.950,bicubic,-51.260,-40.820,-91
wide_resnet50_2,44.177,55.823,59.727,40.273,68.88,224,0.875,bicubic,-50.493,-39.323,+37
regnetz_c16_evos,44.160,55.840,61.060,38.940,13.49,320,0.950,bicubic,-51.460,-38.360,-121
vit_srelpos_small_patch16_224.sw_in1k,44.137,55.863,59.710,40.290,21.97,224,0.900,bicubic,-50.413,-39.220,+54
resnetv2_101x1_bitm,44.127,55.873,61.983,38.017,44.54,448,1.000,bilinear,-51.193,-37.387,-75
seresnext50_32x4d,44.127,55.873,59.490,40.510,27.56,224,0.875,bicubic,-50.693,-39.640,+8
crossvit_15_240,44.117,55.883,59.130,40.870,27.53,240,0.875,bicubic,-50.603,-39.930,+20
gluon_resnet152_v1s,44.073,55.927,58.703,41.297,60.32,224,0.875,bicubic,-50.647,-40.477,+20
pit_b_224,44.070,55.930,58.017,41.983,73.76,224,0.900,bicubic,-50.720,-40.803,+8
poolformer_m36,44.027,55.973,59.060,40.940,56.17,224,0.950,bicubic,-50.983,-40.040,-26
ssl_resnet50,44.010,55.990,61.887,38.113,25.56,224,0.875,bilinear,-50.300,-37.263,+79
inception_resnet_v2,44.003,55.997,57.907,42.093,55.84,299,0.897,bicubic,-50.337,-40.893,+74
pnasnet5large,43.950,56.050,56.730,43.270,86.06,331,0.911,bicubic,-51.410,-42.570,-88
coatnext_nano_rw_224,43.907,56.093,58.653,41.347,14.70,224,0.900,bicubic,-50.943,-40.547,-4
pit_s_224,43.890,56.110,58.627,41.373,23.46,224,0.900,bicubic,-50.700,-40.513,+36
gluon_resnext101_64x4d,43.877,56.123,58.710,41.290,83.46,224,0.875,bicubic,-50.473,-40.170,+69
coat_lite_small,43.823,56.177,57.147,42.853,19.84,224,0.900,bicubic,-51.257,-41.913,-47
regnetv_040,43.787,56.213,58.457,41.543,20.64,288,1.000,bicubic,-51.943,-40.923,-151
tnt_s_patch16_224,43.773,56.227,59.197,40.803,23.76,224,0.900,bicubic,-50.807,-39.853,+32
swinv2_cr_small_224,43.773,56.227,57.703,42.297,49.70,224,0.900,bicubic,-51.637,-41.597,-104
mobilevitv2_200_in22ft1k,43.770,56.230,59.493,40.507,18.45,256,0.888,bicubic,-51.280,-39.587,-42
cait_xxs36_224,43.760,56.240,58.720,41.280,17.30,224,1.000,bicubic,-50.180,-40.310,+115
cspresnext50,43.757,56.243,60.130,39.870,20.57,256,0.887,bilinear,-50.493,-38.920,+74
ecaresnet50d,43.750,56.250,60.387,39.613,25.58,224,0.875,bicubic,-50.440,-38.543,+81
ecaresnet101d_pruned,43.737,56.263,59.607,40.393,24.88,224,0.875,bicubic,-50.713,-39.493,+43
swin_s3_tiny_224,43.710,56.290,59.497,40.503,28.33,224,0.900,bicubic,-51.190,-39.703,-25
tf_efficientnetv2_s.in1k,43.710,56.290,58.597,41.403,21.46,384,1.000,bicubic,-52.000,-40.783,-155
rexnet_150,43.690,56.310,60.897,39.103,9.73,224,0.875,bicubic,-50.580,-38.183,+65
pit_xs_distilled_224,43.663,56.337,60.703,39.297,11.00,224,0.900,bicubic,-49.577,-38.147,+196
xcit_tiny_12_p8_224_dist,43.640,56.360,58.457,41.543,6.71,224,1.000,bicubic,-51.080,-40.623,-4
edgenext_small,43.620,56.380,59.887,40.113,5.59,320,1.000,bicubic,-51.210,-39.523,-20
efficientformer_l1,43.587,56.413,59.927,40.073,12.29,224,0.950,bicubic,-50.353,-38.963,+102
maxvit_nano_rw_256,43.537,56.463,57.600,42.400,15.45,256,0.950,bicubic,-51.953,-41.760,-132
cs3sedarknet_x,43.520,56.480,58.793,41.207,35.40,288,1.000,bicubic,-51.880,-40.527,-118
crossvit_small_240,43.470,56.530,58.933,41.067,26.86,240,0.875,bicubic,-51.110,-40.177,+18
coatnet_rmlp_nano_rw_224,43.450,56.550,58.607,41.393,15.15,224,0.900,bicubic,-51.640,-40.563,-68
gluon_resnet101_v1d,43.440,56.560,58.613,41.387,44.57,224,0.875,bicubic,-50.730,-40.397,+72
ecaresnet50t,43.407,56.593,59.300,40.700,25.57,320,0.950,bicubic,-51.663,-39.820,-67
gluon_resnet101_v1s,43.363,56.637,58.503,41.497,44.67,224,0.875,bicubic,-50.807,-40.437,+69
cspdarknet53,43.357,56.643,59.430,40.570,27.64,256,0.887,bilinear,-50.733,-39.580,+77
xcit_tiny_24_p8_224,43.313,56.687,57.280,42.720,12.11,224,1.000,bicubic,-51.577,-41.750,-39
xcit_tiny_12_p8_384_dist,43.310,56.690,58.180,41.820,6.71,384,1.000,bicubic,-52.030,-41.140,-115
dpn68b,43.287,56.713,58.673,41.327,12.61,224,0.875,bicubic,-50.333,-40.287,+136
convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.153,-39.743,+29
visformer_small,43.253,56.747,57.993,42.007,40.22,224,0.900,bicubic,-51.707,-41.217,-55
eca_nfnet_l0,43.233,56.767,59.913,40.087,24.14,288,1.000,bicubic,-52.217,-39.367,-139
regnety_064,43.227,56.773,57.237,42.763,30.58,288,1.000,bicubic,-52.563,-42.053,-188
vit_relpos_base_patch32_plus_rpn_256.sw_in1k,43.163,56.837,58.427,41.573,119.42,256,0.900,bicubic,-49.997,-39.883,+185
vit_small_patch32_384.augreg_in21k_ft_in1k,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.447,-39.807,0
resnest26d,43.140,56.860,60.623,39.377,17.07,224,0.875,bilinear,-50.100,-38.197,+174
twins_pcpvt_small,43.090,56.910,58.873,41.127,24.11,224,0.900,bicubic,-51.510,-40.277,-3
resmlp_36_224,43.050,56.950,59.310,40.690,44.69,224,0.875,bicubic,-50.600,-39.600,+119
coatnet_nano_rw_224,43.047,56.953,57.930,42.070,15.14,224,0.900,bicubic,-52.003,-41.220,-75
dpn131,43.047,56.953,57.440,42.560,79.25,224,0.875,bicubic,-50.713,-41.360,+104
cspresnet50,43.030,56.970,59.153,40.847,21.62,256,0.887,bilinear,-50.830,-39.737,+90
tf_efficientnet_lite4.in1k,42.967,57.033,57.620,42.380,13.01,380,0.920,bilinear,-51.903,-41.470,-48
twins_svt_small,42.923,57.077,58.453,41.547,24.06,224,0.900,bicubic,-51.847,-40.497,-38
mobilevitv2_200_384_in22ft1k,42.920,57.080,58.980,41.020,18.45,384,1.000,bicubic,-52.470,-40.440,-138
gluon_resnet152_v1b,42.903,57.097,57.750,42.250,60.19,224,0.875,bicubic,-51.127,-41.290,+67
fbnetv3_d.ra2_in1k,42.873,57.127,59.693,40.307,10.31,256,0.950,bilinear,-50.967,-39.217,+88
dpn107,42.857,57.143,57.367,42.633,86.92,224,0.875,bicubic,-51.103,-41.473,+71
levit_256,42.823,57.177,57.897,42.103,18.89,224,0.900,bicubic,-51.577,-41.173,+14
tf_efficientnet_b1.ap_in1k,42.803,57.197,58.813,41.187,7.79,240,0.882,bicubic,-50.827,-39.937,+113
gcresnet50t,42.800,57.200,59.190,40.810,25.90,256,0.900,bicubic,-51.820,-39.950,-17
gluon_resnet152_v1c,42.800,57.200,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.003,+77
gluon_xception65,42.793,57.207,58.820,41.180,39.92,299,0.903,bicubic,-51.217,-40.210,+63
tresnet_l_448,42.753,57.247,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.463,-154
coatnet_0_rw_224,42.747,57.253,56.250,43.750,27.44,224,0.950,bicubic,-52.163,-42.860,-69
cs3darknet_x,42.723,57.277,58.193,41.807,35.05,288,1.000,bicubic,-52.557,-41.087,-137
resnet50d,42.707,57.293,58.697,41.303,25.58,224,0.875,bicubic,-51.363,-40.233,+50
gluon_seresnext50_32x4d,42.683,57.317,58.710,41.290,27.56,224,0.875,bicubic,-51.487,-40.200,+39
convnext_nano.d1h_in1k,42.673,57.327,57.560,42.440,15.59,288,1.000,bicubic,-52.197,-41.580,-66
xcit_tiny_12_p16_384_dist,42.583,57.417,58.090,41.910,6.72,384,1.000,bicubic,-51.947,-41.080,-11
regnety_040,42.570,57.430,57.027,42.973,20.65,288,1.000,bicubic,-52.910,-42.393,-172
resnext101_32x8d,42.557,57.443,58.317,41.683,88.79,224,0.875,bilinear,-51.213,-40.633,+82
nf_resnet50,42.510,57.490,59.520,40.480,25.56,288,0.940,bicubic,-51.890,-39.540,-1
seresnet50,42.510,57.490,58.667,41.333,28.09,224,0.875,bicubic,-51.570,-40.303,+41
mobilevitv2_175_in22ft1k,42.490,57.510,58.157,41.843,14.25,256,0.888,bicubic,-52.300,-40.933,-62
resnetrs101,42.437,57.563,57.300,42.700,63.62,288,0.940,bicubic,-52.813,-41.910,-142
poolformer_s36,42.323,57.677,58.743,41.257,30.86,224,0.900,bicubic,-52.307,-40.307,-38
jx_nest_tiny,42.323,57.677,57.053,42.947,17.06,224,0.875,bicubic,-52.627,-42.047,-89
tf_efficientnetv2_b3.in1k,42.313,57.687,57.940,42.060,14.36,300,0.904,bicubic,-52.807,-41.140,-119
convmixer_1024_20_ks9_p14,42.280,57.720,59.713,40.287,24.38,224,0.960,bicubic,-50.060,-38.717,+214
dpn98,42.280,57.720,56.880,43.120,61.57,224,0.875,bicubic,-51.660,-42.040,+51
deit_small_patch16_224,42.263,57.737,58.020,41.980,22.05,224,0.900,bicubic,-51.737,-41.010,+46
xcit_tiny_24_p16_224,42.260,57.740,56.830,43.170,12.12,224,1.000,bicubic,-51.590,-41.930,+61
tf_efficientnet_cc_b1_8e.in1k,42.233,57.767,58.420,41.580,39.72,240,0.882,bicubic,-51.337,-40.270,+99
legacy_senet154,42.207,57.793,56.597,43.403,115.09,224,0.875,bilinear,-52.523,-42.583,-63
cait_xxs24_384,42.187,57.813,57.460,42.540,12.03,384,1.000,bicubic,-52.733,-41.680,-94
xception41p,42.170,57.830,56.900,43.100,26.91,299,0.940,bicubic,-52.900,-42.320,-116
tf_efficientnet_b2.aa_in1k,42.120,57.880,58.197,41.803,9.11,260,0.890,bicubic,-52.090,-40.853,+12
convnext_nano_ols.d1h_in1k,42.047,57.953,56.880,43.120,15.65,288,1.000,bicubic,-52.533,-42.300,-37
gluon_resnext50_32x4d,42.043,57.957,57.667,42.333,25.03,224,0.875,bicubic,-51.607,-41.283,+80
resnext50_32x4d,41.987,58.013,56.767,43.233,25.03,224,0.950,bicubic,-52.583,-42.033,-37
pvt_v2_b1,41.970,58.030,59.570,40.430,14.01,224,0.900,bicubic,-51.520,-39.200,+101
ecaresnet50d_pruned,41.953,58.047,58.217,41.783,19.94,224,0.875,bicubic,-51.867,-40.783,+54
mobilevitv2_150_in22ft1k,41.937,58.063,57.937,42.063,10.59,256,0.888,bicubic,-52.763,-40.983,-65
efficientnet_b2.ra_in1k,41.933,58.067,58.300,41.700,9.11,288,1.000,bicubic,-52.437,-40.750,-17
xcit_tiny_12_p16_224_dist,41.923,58.077,57.230,42.770,6.72,224,1.000,bicubic,-51.427,-41.440,+117
gcvit_xxtiny,41.823,58.177,58.457,41.543,12.00,224,0.875,bicubic,-52.227,-40.613,+21
mobilevitv2_150_384_in22ft1k,41.773,58.227,57.807,42.193,10.59,384,1.000,bicubic,-53.557,-41.323,-172
edgenext_small_rw,41.687,58.313,58.513,41.487,7.83,320,1.000,bicubic,-52.673,-40.557,-18
mobilevitv2_175_384_in22ft1k,41.683,58.317,57.997,42.003,14.25,384,1.000,bicubic,-53.577,-41.383,-167
dla102x2,41.647,58.353,57.967,42.033,41.28,224,0.875,bilinear,-52.353,-40.993,+26
hrnet_w64,41.637,58.363,57.130,42.870,128.06,224,0.875,bilinear,-52.193,-41.800,+44
gluon_senet154,41.627,58.373,56.373,43.627,115.09,224,0.875,bicubic,-53.083,-42.757,-76
poolformer_s24,41.600,58.400,58.437,41.563,21.39,224,0.900,bicubic,-52.730,-40.653,-19
inception_v4,41.577,58.423,55.383,44.617,42.68,299,0.875,bicubic,-52.803,-43.437,-29
haloregnetz_b,41.547,58.453,57.087,42.913,11.68,224,0.940,bicubic,-52.963,-41.883,-43
swinv2_cr_tiny_ns_224,41.543,58.457,57.183,42.817,28.33,224,0.900,bicubic,-53.217,-41.927,-89
cs3sedarknet_l,41.540,58.460,57.340,42.660,21.91,288,0.950,bicubic,-53.570,-41.870,-146
convnext_tiny.fb_in22k_ft_in1k,41.533,58.467,55.470,44.530,28.59,288,1.000,bicubic,-52.017,-43.210,+76
efficientnet_el.ra_in1k,41.497,58.503,58.303,41.697,10.59,300,0.904,bicubic,-53.173,-40.827,-75
efficientnet_em.ra2_in1k,41.493,58.507,58.877,41.123,6.90,240,0.882,bicubic,-52.247,-40.103,+47
tf_efficientnet_cc_b0_8e.in1k,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+145
swin_tiny_patch4_window7_224,41.457,58.543,57.303,42.697,28.29,224,0.900,bicubic,-53.163,-41.727,-72
halo2botnet50ts_256,41.457,58.543,56.210,43.790,22.64,256,0.950,bicubic,-53.573,-42.960,-135
resnetv2_50,41.390,58.610,56.763,43.237,25.55,224,0.950,bicubic,-52.900,-42.167,-27
swinv2_tiny_window8_256,41.387,58.613,57.117,42.883,28.35,256,0.900,bicubic,-53.643,-41.913,-139
cait_xxs24_224,41.383,58.617,57.527,42.473,11.96,224,1.000,bicubic,-52.107,-41.333,+77
tv_resnet152,41.327,58.673,57.520,42.480,60.19,224,0.875,bilinear,-51.913,-41.230,+105
cs3darknet_l,41.290,58.710,57.353,42.647,21.16,288,0.950,bicubic,-53.390,-41.867,-86
gcresnext50ts,41.270,58.730,57.140,42.860,15.67,256,0.900,bicubic,-53.140,-41.850,-49
xception71,41.270,58.730,55.873,44.127,42.34,299,0.903,bicubic,-52.620,-43.017,+15
dpn92,41.267,58.733,56.333,43.667,37.67,224,0.875,bicubic,-52.923,-42.687,-19
adv_inception_v3,41.263,58.737,56.317,43.683,23.83,299,0.875,bicubic,-51.747,-42.513,+119
gernet_s,41.247,58.753,58.830,41.170,8.17,224,0.875,bilinear,-51.193,-39.710,+165
resnetv2_50d_evos,41.133,58.867,56.050,43.950,25.59,288,0.950,bicubic,-53.997,-43.150,-170
resnetblur50,41.053,58.947,57.077,42.923,25.56,224,0.875,bicubic,-52.657,-41.713,+35
nf_regnet_b1,41.013,58.987,58.120,41.880,10.22,288,0.900,bicubic,-52.867,-40.970,+13
gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+60
fbnetv3_b.ra2_in1k,40.947,59.053,58.653,41.347,8.60,256,0.950,bilinear,-52.703,-40.037,+40
gluon_inception_v3,40.903,59.097,55.613,44.387,23.83,299,0.875,bicubic,-52.637,-43.217,+56
cs3darknet_focus_l,40.890,59.110,56.637,43.363,21.15,288,0.950,bicubic,-53.900,-42.513,-119
ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,+11
levit_192,40.847,59.153,56.687,43.313,10.95,224,0.900,bicubic,-52.863,-42.133,+31
regnety_320,40.813,59.187,56.117,43.883,145.05,224,0.875,bicubic,-53.707,-43.053,-74
resnet34d,40.810,59.190,56.530,43.470,21.82,224,0.875,bicubic,-51.830,-41.890,+139
resnetv2_50d_gn,40.777,59.223,56.210,43.790,25.57,288,0.950,bicubic,-54.323,-42.850,-172
maxvit_rmlp_pico_rw_256,40.773,59.227,55.210,44.790,7.52,256,0.950,bicubic,-53.447,-43.790,-39
xception,40.763,59.237,56.387,43.613,22.86,299,0.897,bicubic,-52.877,-42.383,+33
lamhalobotnet50ts_256,40.747,59.253,56.090,43.910,22.57,256,0.950,bicubic,-54.033,-42.890,-124
resnet50_gn,40.737,59.263,55.743,44.257,25.56,224,0.940,bicubic,-53.443,-43.177,-36
skresnext50_32x4d,40.700,59.300,56.023,43.977,27.48,224,0.875,bicubic,-53.250,-42.797,-11
vit_base_patch32_384.augreg_in1k,40.700,59.300,55.187,44.813,88.30,384,1.000,bicubic,-52.460,-43.423,+87
gluon_resnet101_v1b,40.683,59.317,56.117,43.883,44.55,224,0.875,bicubic,-53.077,-42.583,+13
hrnet_w40,40.660,59.340,56.753,43.247,57.56,224,0.875,bilinear,-53.050,-42.057,+18
resmlp_24_224,40.653,59.347,56.573,43.427,30.02,224,0.875,bicubic,-52.787,-42.237,+57
repvgg_b1,40.593,59.407,57.837,42.163,57.42,224,0.875,bilinear,-52.817,-40.953,+61
halonet50ts,40.580,59.420,55.177,44.823,22.73,256,0.940,bicubic,-54.120,-44.063,-117
tf_efficientnet_lite3.in1k,40.563,59.437,56.477,43.523,8.20,300,0.904,bilinear,-53.567,-42.493,-38
tresnet_m_448,40.530,59.470,56.700,43.300,31.39,448,0.875,bilinear,-54.130,-42.390,-113
mobilevitv2_175,40.530,59.470,56.280,43.720,14.25,256,0.888,bicubic,-53.700,-42.650,-53
xcit_tiny_12_p8_224,40.530,59.470,55.630,44.370,6.71,224,1.000,bicubic,-53.830,-43.470,-71
pit_xs_224,40.497,59.503,56.530,43.470,10.62,224,0.900,bicubic,-52.413,-42.160,+97
dla169,40.493,59.507,57.263,42.737,53.39,224,0.875,bilinear,-53.307,-41.647,-1
repvgg_b2,40.467,59.533,57.780,42.220,89.02,224,0.875,bilinear,-53.123,-41.060,+24
resnetaa50,40.467,59.533,56.007,43.993,25.56,288,1.000,bicubic,-54.403,-43.113,-151
vit_base_patch16_384.augreg_in1k,40.460,59.540,53.240,46.760,86.86,384,1.000,bicubic,-53.980,-45.780,-88
regnetx_320,40.443,59.557,55.660,44.340,107.81,224,0.875,bicubic,-53.767,-43.290,-58
coat_mini,40.420,59.580,55.167,44.833,10.34,224,0.900,bicubic,-54.350,-43.913,-141
skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.683,+120
efficientnet_el_pruned.in1k,40.390,59.610,56.903,43.097,10.59,300,0.904,bicubic,-53.700,-42.077,-47
resnet50,40.387,59.613,54.673,45.327,25.56,224,0.950,bicubic,-53.533,-43.797,-26
efficientnet_b2_pruned.in1k,40.383,59.617,56.537,43.463,8.31,260,0.890,bicubic,-53.417,-42.303,-11
wide_resnet101_2,40.360,59.640,55.780,44.220,126.89,224,0.875,bilinear,-53.370,-43.030,-6
coat_lite_mini,40.360,59.640,55.717,44.283,11.01,224,0.900,bicubic,-53.090,-42.933,+34
legacy_seresnext101_32x4d,40.360,59.640,54.817,45.183,48.96,224,0.875,bilinear,-53.770,-43.973,-55
sebotnet33ts_256,40.340,59.660,53.180,46.820,13.70,256,0.940,bicubic,-53.990,-45.400,-80
tf_efficientnet_b0.ap_in1k,40.337,59.663,56.787,43.213,5.29,224,0.875,bicubic,-52.273,-41.583,+109
regnetx_160,40.270,59.730,56.050,43.950,54.28,224,0.875,bicubic,-53.610,-42.750,-30
densenet201,40.267,59.733,56.710,43.290,20.01,224,0.875,bicubic,-52.423,-41.940,+99
resnext50d_32x4d,40.170,59.830,55.487,44.513,25.05,224,0.875,bicubic,-53.640,-43.253,-20
eca_resnet33ts,40.137,59.863,57.003,42.997,19.68,256,0.900,bicubic,-53.723,-41.867,-30
mobilevitv2_200,40.130,59.870,55.510,44.490,18.45,256,0.888,bicubic,-54.380,-43.450,-110
darknetaa53,40.117,59.883,55.783,44.217,36.02,288,1.000,bilinear,-54.093,-43.247,-72
vit_base_patch16_224.sam,40.097,59.903,55.430,44.570,86.57,224,0.900,bicubic,-53.793,-43.520,-37
hrnet_w48,40.093,59.907,56.640,43.360,77.47,224,0.875,bilinear,-53.937,-42.360,-55
legacy_seresnet152,40.043,59.957,55.820,44.180,66.82,224,0.875,bilinear,-53.397,-42.990,+24
hrnet_w30,40.030,59.970,57.093,42.907,37.71,224,0.875,bilinear,-53.340,-41.737,+34
regnetx_080,40.000,60.000,55.977,44.023,39.57,224,0.875,bicubic,-53.790,-42.933,-25
regnetz_b16,40.000,60.000,55.627,44.373,9.72,288,0.940,bicubic,-54.680,-43.533,-145
tf_efficientnet_b1.aa_in1k,39.977,60.023,56.137,43.863,7.79,240,0.882,bicubic,-53.733,-42.663,-17
gluon_resnet101_v1c,39.953,60.047,55.300,44.700,44.57,224,0.875,bicubic,-53.737,-43.460,-16
convnext_pico_ols.d1_in1k,39.870,60.130,55.620,44.380,9.06,288,1.000,bicubic,-54.160,-43.120,-60
resmlp_12_distilled_224,39.843,60.157,57.440,42.560,15.35,224,0.875,bicubic,-53.027,-41.190,+73
seresnet33ts,39.827,60.173,56.527,43.473,19.78,256,0.900,bicubic,-54.443,-42.423,-92
tf_efficientnetv2_b0.in1k,39.787,60.213,56.283,43.717,7.14,224,0.875,bicubic,-53.273,-42.417,+50
lambda_resnet50ts,39.733,60.267,54.337,45.663,21.54,256,0.950,bicubic,-54.817,-44.803,-128
darknet53,39.723,60.277,55.293,44.707,41.61,288,1.000,bicubic,-54.647,-43.757,-110
res2net101_26w_4s,39.717,60.283,54.550,45.450,45.21,224,0.875,bilinear,-53.803,-44.050,+1
regnetx_120,39.687,60.313,55.633,44.367,46.11,224,0.875,bicubic,-54.583,-43.557,-100
hrnet_w44,39.677,60.323,55.333,44.667,67.06,224,0.875,bilinear,-53.943,-43.367,-15
vit_small_patch32_224.augreg_in21k_ft_in1k,39.670,60.330,55.253,44.747,22.88,224,0.900,bicubic,-52.480,-43.257,+113
densenet161,39.620,60.380,56.133,43.867,28.68,224,0.875,bicubic,-53.280,-42.677,+60
resmlp_big_24_224,39.620,60.380,54.817,45.183,129.14,224,0.875,bicubic,-54.640,-44.003,-100
mixnet_xl.ra_in1k,39.617,60.383,55.887,44.113,11.90,224,0.875,bicubic,-54.613,-43.073,-97
vit_small_patch16_384.augreg_in1k,39.617,60.383,54.253,45.747,22.20,384,1.000,bicubic,-55.003,-44.727,-154
xception41,39.610,60.390,55.037,44.963,26.97,299,0.903,bicubic,-53.870,-43.713,-1
res2net50_26w_8s,39.603,60.397,54.550,45.450,48.40,224,0.875,bilinear,-53.847,-44.230,+1
tf_efficientnetv2_b1.in1k,39.570,60.430,55.343,44.657,8.14,240,0.882,bicubic,-54.140,-43.457,-38
dla102x,39.553,60.447,56.323,43.677,26.31,224,0.875,bilinear,-53.977,-42.527,-12
xcit_tiny_12_p16_224,39.553,60.447,55.027,44.973,6.72,224,1.000,bicubic,-52.907,-43.463,+86
gcresnet33ts,39.550,60.450,55.830,44.170,19.88,256,0.900,bicubic,-54.270,-43.100,-52
sehalonet33ts,39.550,60.450,54.020,45.980,13.69,256,0.940,bicubic,-54.970,-44.740,-141
convnext_pico.d1_in1k,39.503,60.497,55.323,44.677,9.05,288,0.950,bicubic,-54.527,-43.617,-82
rexnet_130,39.487,60.513,56.640,43.360,7.56,224,0.875,bicubic,-54.183,-42.070,-37
hrnet_w32,39.463,60.537,56.123,43.877,41.23,224,0.875,bilinear,-53.487,-42.447,+42
resnetv2_50x1_bitm,39.440,60.560,57.847,42.153,25.55,448,1.000,bilinear,-55.290,-41.343,-185
levit_128,39.433,60.567,55.350,44.650,9.21,224,0.900,bicubic,-53.617,-43.340,+29
densenetblur121d,39.380,60.620,56.640,43.360,8.00,224,0.875,bicubic,-53.020,-41.830,+85
regnety_120,39.347,60.653,55.277,44.723,51.82,224,0.875,bicubic,-54.663,-43.743,-84
mobilevitv2_150,39.333,60.667,55.210,44.790,10.59,256,0.888,bicubic,-54.717,-43.690,-91
tv_resnet101,39.307,60.693,55.803,44.197,44.55,224,0.875,bilinear,-53.573,-42.857,+44
tf_efficientnet_el.in1k,39.303,60.697,55.387,44.613,10.59,300,0.904,bicubic,-55.057,-43.653,-133
tf_inception_v3,39.237,60.763,54.303,45.697,23.83,299,0.875,bicubic,-53.963,-44.177,+11
gluon_resnet50_v1s,39.233,60.767,55.010,44.990,25.68,224,0.875,bicubic,-54.357,-44.060,-35
tf_efficientnetv2_b2.in1k,39.180,60.820,54.570,45.430,10.10,260,0.890,bicubic,-54.890,-44.350,-99
densenet169,39.167,60.833,55.843,44.157,14.15,224,0.875,bicubic,-53.133,-42.747,+81
legacy_seresnet101,39.037,60.963,55.003,44.997,49.33,224,0.875,bilinear,-54.223,-43.737,0
efficientnet_b1_pruned.in1k,39.010,60.990,55.647,44.353,6.33,240,0.882,bicubic,-53.970,-42.973,+28
repvgg_b1g4,38.990,61.010,56.350,43.650,39.97,224,0.875,bilinear,-54.040,-42.360,+19
crossvit_9_dagger_240,38.977,61.023,54.850,45.150,8.78,240,0.875,bicubic,-53.783,-43.810,+47
inception_v3,38.963,61.037,53.850,46.150,23.83,299,0.875,bicubic,-53.937,-44.870,+33
dpn68,38.933,61.067,54.933,45.067,12.61,224,0.875,bicubic,-53.307,-43.677,+78
resnet33ts,38.920,61.080,55.580,44.420,19.68,256,0.900,bicubic,-54.710,-43.220,-49
legacy_seresnext50_32x4d,38.877,61.123,54.593,45.407,27.56,224,0.875,bilinear,-54.553,-44.207,-20
dla102,38.833,61.167,55.323,44.677,33.27,224,0.875,bilinear,-54.427,-43.457,-9
densenet121,38.783,61.217,56.273,43.727,7.98,224,0.875,bicubic,-53.157,-42.127,+87
resnet32ts,38.770,61.230,55.813,44.187,17.96,256,0.900,bicubic,-54.800,-42.937,-45
res2net50_14w_8s,38.710,61.290,54.077,45.923,25.06,224,0.875,bilinear,-54.320,-44.623,+12
regnetx_040,38.703,61.297,55.340,44.660,22.12,224,0.875,bicubic,-54.977,-43.600,-63
res2net50_26w_6s,38.687,61.313,53.743,46.257,37.05,224,0.875,bilinear,-54.903,-45.007,-50
regnetx_032,38.680,61.320,55.157,44.843,15.30,224,0.875,bicubic,-54.570,-43.693,-11
selecsls60,38.623,61.377,55.630,44.370,30.67,224,0.875,bicubic,-54.387,-42.860,+9
dla60x,38.617,61.383,55.383,44.617,17.35,224,0.875,bilinear,-54.573,-43.327,-8
tf_efficientnet_b0.aa_in1k,38.600,61.400,55.957,44.043,5.29,224,0.875,bicubic,-53.800,-42.453,+58
dla60_res2net,38.590,61.410,54.560,45.440,20.85,224,0.875,bilinear,-54.790,-44.300,-25
selecsls60b,38.573,61.427,55.307,44.693,32.77,224,0.875,bicubic,-54.927,-43.473,-45
repvgg_a2,38.563,61.437,55.770,44.230,28.21,224,0.875,bilinear,-54.117,-42.750,+33
hardcorenas_f,38.500,61.500,55.657,44.343,8.20,224,0.875,bilinear,-54.480,-42.873,+7
dla60_res2next,38.450,61.550,54.950,45.050,17.03,224,0.875,bilinear,-55.120,-43.850,-58
resmlp_12_224,38.443,61.557,56.327,43.673,15.35,224,0.875,bicubic,-53.677,-42.243,+66
regnetx_064,38.430,61.570,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-69
tf_efficientnet_cc_b0_4e.in1k,38.413,61.587,55.150,44.850,13.31,224,0.875,bicubic,-54.427,-43.290,+18
gluon_resnet50_v1b,38.407,61.593,54.833,45.167,25.56,224,0.875,bicubic,-54.153,-43.717,+38
hrnet_w18,38.277,61.723,55.643,44.357,21.30,224,0.875,bilinear,-54.483,-42.967,+21
tinynet_a.in1k,38.220,61.780,55.177,44.823,6.19,192,0.875,bicubic,-54.580,-43.383,+18
poolformer_s12,38.173,61.827,56.187,43.813,11.92,224,0.900,bicubic,-54.297,-42.163,+39
mixnet_l.ft_in1k,38.160,61.840,54.757,45.243,7.33,224,0.875,bicubic,-55.100,-43.943,-29
hardcorenas_e,38.137,61.863,55.173,44.827,8.07,224,0.875,bilinear,-54.813,-43.667,0
efficientnet_b1.ft_in1k,38.087,61.913,54.010,45.990,7.79,256,1.000,bicubic,-54.943,-44.810,-10
coat_lite_tiny,38.070,61.930,53.453,46.547,5.72,224,0.900,bicubic,-54.780,-45.187,+8
gmixer_24_224,38.050,61.950,52.083,47.917,24.72,224,0.875,bicubic,-54.630,-46.497,+20
vit_base_patch16_224.augreg_in1k,38.037,61.963,50.687,49.313,86.57,224,0.900,bicubic,-55.313,-48.053,-38
resnetrs50,37.957,62.043,53.310,46.690,35.69,224,0.910,bicubic,-56.063,-45.540,-129
hardcorenas_c,37.883,62.117,55.717,44.283,5.52,224,0.875,bilinear,-54.447,-42.623,+41
mobilevitv2_125,37.877,62.123,54.060,45.940,7.48,256,0.888,bicubic,-55.583,-44.800,-59
gluon_resnet50_v1c,37.843,62.157,54.123,45.877,25.58,224,0.875,bicubic,-55.067,-44.587,-6
res2net50_26w_4s,37.827,62.173,53.073,46.927,25.70,224,0.875,bilinear,-55.353,-45.597,-31
efficientnet_es.ra_in1k,37.770,62.230,54.967,45.033,5.44,224,0.875,bicubic,-55.140,-43.813,-7
resnest14d,37.767,62.233,56.470,43.530,10.61,224,0.875,bilinear,-53.363,-41.860,+84
tv_resnext50_32x4d,37.750,62.250,54.113,45.887,25.03,224,0.875,bilinear,-55.150,-44.217,-7
convnext_femto.d1_in1k,37.740,62.260,54.123,45.877,5.22,288,0.950,bicubic,-55.700,-44.727,-60
resnet26t,37.707,62.293,55.257,44.743,16.01,256,0.940,bicubic,-54.973,-43.023,+7
ecaresnet26t,37.650,62.350,54.350,45.650,16.01,320,0.950,bicubic,-56.290,-44.570,-130
vit_base_patch32_224.augreg_in1k,37.557,62.443,51.813,48.187,88.22,224,0.900,bicubic,-53.033,-45.907,+92
hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.707,+12
res2next50,37.477,62.523,52.853,47.147,24.67,224,0.875,bilinear,-55.673,-45.807,-35
resnet34,37.443,62.557,54.297,45.703,21.80,224,0.875,bilinear,-53.757,-43.753,+70
pit_ti_distilled_224,37.337,62.663,55.137,44.863,5.10,224,0.900,bicubic,-53.563,-43.083,+83
lambda_resnet26t,37.300,62.700,53.570,46.430,10.96,256,0.940,bicubic,-56.100,-45.170,-61
convnext_femto_ols.d1_in1k,37.260,62.740,53.053,46.947,5.23,288,0.950,bicubic,-56.130,-45.857,-61
hardcorenas_b,37.243,62.757,55.073,44.927,5.18,224,0.875,bilinear,-54.697,-43.207,+41
mobilenetv3_large_100.miil_in21k_ft_in1k,37.210,62.790,53.513,46.487,5.48,224,0.875,bilinear,-55.040,-44.737,+27
eca_halonext26ts,37.187,62.813,53.113,46.887,10.76,256,0.940,bicubic,-56.363,-45.467,-89
cs3darknet_focus_m,37.140,62.860,53.910,46.090,9.30,288,0.950,bicubic,-55.970,-44.830,-41
res2net50_48w_2s,37.117,62.883,53.333,46.667,25.29,224,0.875,bilinear,-55.673,-45.137,-11
lambda_resnet26rpt_256,37.093,62.907,53.860,46.140,10.99,256,0.940,bicubic,-56.337,-45.020,-73
vit_small_patch16_224.augreg_in1k,37.093,62.907,51.533,48.467,22.05,224,0.900,bicubic,-56.337,-47.247,-72
dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.450,-5
rexnet_100,37.063,62.937,54.020,45.980,4.80,224,0.875,bicubic,-55.787,-44.600,-21
bat_resnext26ts,37.063,62.937,53.743,46.257,10.73,256,0.900,bicubic,-56.037,-44.977,-45
regnety_016,37.017,62.983,54.093,45.907,11.20,224,0.875,bicubic,-55.983,-44.587,-38
tf_mixnet_l.in1k,36.987,63.013,52.583,47.417,7.33,224,0.875,bicubic,-56.053,-45.957,-45
botnet26t_256,36.970,63.030,53.083,46.917,12.49,256,0.950,bicubic,-56.480,-45.617,-84
legacy_seresnet50,36.873,63.127,53.487,46.513,28.09,224,0.875,bilinear,-55.797,-45.143,-12
halonet26t,36.850,63.150,52.290,47.710,12.48,256,0.950,bicubic,-56.760,-46.350,-108
tv_densenet121,36.810,63.190,54.033,45.967,7.98,224,0.875,bicubic,-54.590,-44.217,+45
tf_efficientnet_lite2.in1k,36.807,63.193,53.320,46.680,6.09,260,0.890,bicubic,-55.783,-45.230,-9
mobilenetv2_120d.ra_in1k,36.780,63.220,54.047,45.953,5.83,224,0.875,bicubic,-55.830,-44.463,-13
tf_efficientnet_lite1.in1k,36.737,63.263,53.590,46.410,5.42,240,0.882,bicubic,-55.573,-44.900,+7
regnetx_016,36.683,63.317,53.297,46.703,9.19,224,0.875,bicubic,-55.857,-45.253,-8
eca_botnext26ts_256,36.670,63.330,52.467,47.533,10.59,256,0.950,bicubic,-56.690,-46.233,-79
hardcorenas_a,36.640,63.360,54.910,45.090,5.26,224,0.875,bilinear,-54.980,-43.260,+30
levit_128s,36.620,63.380,53.117,46.883,7.78,224,0.900,bicubic,-54.880,-45.283,+33
efficientnet_b0.ra_in1k,36.600,63.400,53.497,46.503,5.29,224,0.875,bicubic,-55.880,-45.183,-11
vit_base_patch32_224.sam,36.550,63.450,53.040,46.960,88.22,224,0.900,bicubic,-53.310,-44.560,+74
xcit_nano_12_p8_224_dist,36.530,63.470,52.880,47.120,3.05,224,1.000,bicubic,-55.900,-45.650,-6
cs3darknet_m,36.467,63.533,53.217,46.783,9.31,288,0.950,bicubic,-56.813,-45.503,-82
mobilevitv2_100,36.387,63.613,53.070,46.930,4.90,256,0.888,bicubic,-56.753,-45.690,-66
tf_efficientnet_em.in1k,36.380,63.620,52.840,47.160,6.90,240,0.882,bicubic,-56.790,-45.830,-72
skresnet18,36.320,63.680,54.197,45.803,11.96,224,0.875,bicubic,-53.840,-43.583,+65
repvgg_b0,36.287,63.713,54.057,45.943,15.82,224,0.875,bilinear,-55.393,-44.393,+18
tv_resnet50,36.177,63.823,52.803,47.197,25.56,224,0.875,bilinear,-55.963,-45.617,+3
xcit_nano_12_p16_384_dist,36.153,63.847,53.250,46.750,3.05,384,1.000,bicubic,-55.957,-45.270,+4
legacy_seresnet34,36.143,63.857,52.553,47.447,21.96,224,0.875,bilinear,-55.337,-45.767,+24
coat_tiny,36.123,63.877,51.063,48.937,5.50,224,0.900,bicubic,-57.387,-47.627,-115
tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+57
deit_tiny_distilled_patch16_224,36.023,63.977,54.240,45.760,5.91,224,0.900,bicubic,-55.077,-44.030,+39
mobilenetv2_140.ra_in1k,36.000,64.000,53.943,46.057,6.11,224,0.875,bicubic,-56.030,-44.307,+1
tf_efficientnet_lite0.in1k,35.930,64.070,53.480,46.520,4.65,224,0.875,bicubic,-55.370,-44.610,+24
seresnext26ts,35.833,64.167,53.913,46.087,10.39,256,0.900,bicubic,-56.997,-44.687,-49
selecsls42b,35.813,64.187,52.487,47.513,32.46,224,0.875,bicubic,-56.667,-45.953,-27
convnext_atto.d2_in1k,35.787,64.213,52.320,47.680,3.70,288,0.950,bicubic,-56.973,-46.190,-46
xcit_nano_12_p8_384_dist,35.770,64.230,52.290,47.710,3.05,384,1.000,bicubic,-57.480,-46.440,-94
gluon_resnet34_v1b,35.760,64.240,52.187,47.813,21.80,224,0.875,bicubic,-55.340,-45.993,+33
dla34,35.643,64.357,52.783,47.217,15.74,224,0.875,bilinear,-55.597,-45.397,+21
mixnet_m.ft_in1k,35.640,64.360,52.430,47.570,5.01,224,0.875,bicubic,-56.630,-45.920,-18
efficientnet_lite0.ra_in1k,35.620,64.380,53.657,46.343,4.65,224,0.875,bicubic,-55.640,-44.593,+18
ssl_resnet18,35.597,64.403,53.740,46.260,11.69,224,0.875,bilinear,-55.103,-44.280,+36
mobilenetv3_rw.rmsp_in1k,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-56.003,-44.557,+6
efficientnet_es_pruned.in1k,35.390,64.610,52.850,47.150,5.44,224,0.875,bicubic,-56.310,-45.570,-2
convnext_atto_ols.a2_in1k,35.387,64.613,51.390,48.610,3.70,288,0.950,bicubic,-57.593,-47.290,-77
mobilenetv2_110d.ra_in1k,35.293,64.707,52.830,47.170,4.52,224,0.875,bicubic,-56.057,-45.360,+10
tf_mixnet_m.in1k,35.180,64.820,50.987,49.013,5.01,224,0.875,bicubic,-57.020,-47.433,-20
hrnet_w18_small_v2,35.173,64.827,52.440,47.560,15.60,224,0.875,bilinear,-55.997,-45.900,+17
resnet18d,35.127,64.873,52.890,47.110,11.71,224,0.875,bicubic,-54.863,-44.940,+42
xcit_nano_12_p16_224_dist,35.123,64.877,52.557,47.443,3.05,224,1.000,bicubic,-55.027,-45.203,+40
eca_resnext26ts,35.050,64.950,52.303,47.697,10.30,256,0.900,bicubic,-57.370,-46.317,-36
convit_tiny,35.047,64.953,51.787,48.213,5.71,224,0.875,bicubic,-55.483,-46.423,+31
resnext26ts,35.040,64.960,53.423,46.577,10.30,256,0.900,bicubic,-57.170,-44.827,-27
gcresnext26ts,34.933,65.067,51.677,48.323,10.48,256,0.900,bicubic,-57.527,-46.953,-43
tinynet_b.in1k,34.873,65.127,52.017,47.983,3.73,188,0.875,bicubic,-56.247,-46.223,+14
ese_vovnet19b_dw,34.840,65.160,52.030,47.970,6.54,224,0.875,bicubic,-57.170,-46.480,-22
regnety_008,34.807,65.193,51.743,48.257,6.26,224,0.875,bicubic,-57.093,-46.677,-18
pit_ti_224,34.670,65.330,52.170,47.830,4.85,224,0.900,bicubic,-55.750,-45.840,+27
mobilenetv3_large_100.ra_in1k,34.603,65.397,52.860,47.140,5.48,224,0.875,bicubic,-56.877,-45.340,-8
crossvit_9_240,34.590,65.410,51.783,48.217,8.55,240,0.875,bicubic,-56.460,-46.527,+13
seresnext26d_32x4d,34.543,65.457,51.543,48.457,16.81,224,0.875,bicubic,-57.897,-46.957,-49
seresnext26t_32x4d,34.540,65.460,51.377,48.623,16.81,224,0.875,bicubic,-58.280,-47.183,-76
mixer_b16_224,34.427,65.573,48.087,51.913,59.88,224,0.875,bicubic,-56.713,-49.313,+3
pvt_v2_b0,34.393,65.607,53.093,46.907,3.67,224,0.900,bicubic,-54.587,-44.597,+42
resnet26d,34.273,65.727,51.687,48.313,16.01,224,0.875,bicubic,-57.957,-46.763,-40
tf_efficientnet_es.in1k,34.263,65.737,51.350,48.650,5.44,224,0.875,bicubic,-57.837,-47.090,-34
fbnetc_100.rmsp_in1k,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.017,-46.650,-9
regnety_006,34.150,65.850,51.277,48.723,6.06,224,0.875,bicubic,-57.420,-46.903,-21
tf_mobilenetv3_large_100.in1k,33.947,66.053,51.490,48.510,5.48,224,0.875,bilinear,-57.473,-46.770,-15
semnasnet_075.rmsp_in1k,33.790,66.210,52.427,47.573,2.91,224,0.875,bicubic,-56.410,-45.543,+18
regnetx_008,33.770,66.230,50.547,49.453,7.26,224,0.875,bicubic,-57.410,-47.833,-7
mnasnet_100.rmsp_in1k,33.763,66.237,51.170,48.830,4.38,224,0.875,bicubic,-57.437,-47.070,-10
lcnet_100.ra2_in1k,33.750,66.250,52.103,47.897,2.95,224,0.875,bicubic,-55.210,-45.287,+35
vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,33.650,66.350,50.683,49.317,6.36,384,1.000,bicubic,-58.080,-47.747,-33
mobilevit_s,33.637,66.363,49.277,50.723,5.58,256,0.900,bicubic,-59.523,-49.493,-123
xcit_nano_12_p8_224,33.583,66.417,50.220,49.780,3.05,224,1.000,bicubic,-57.537,-47.850,-8
vit_tiny_patch16_384.augreg_in21k_ft_in1k,33.550,66.450,51.077,48.923,5.79,384,1.000,bicubic,-59.870,-47.753,-147
semnasnet_100.rmsp_in1k,33.520,66.480,50.787,49.213,3.89,224,0.875,bicubic,-58.140,-47.483,-33
resnet26,33.500,66.500,50.927,49.073,16.00,224,0.875,bicubic,-57.940,-47.353,-26
mixnet_s.ft_in1k,33.480,66.520,50.997,49.003,4.13,224,0.875,bicubic,-58.300,-47.303,-40
spnasnet_100.rmsp_in1k,33.477,66.523,51.267,48.733,4.42,224,0.875,bilinear,-57.133,-46.683,-2
mobilevitv2_075,33.360,66.640,50.100,49.900,2.87,256,0.888,bicubic,-58.620,-48.200,-47
crossvit_tiny_240,33.357,66.643,49.900,50.100,7.01,240,0.875,bicubic,-57.183,-48.090,-1
vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-10
ghostnet_100,33.207,66.793,51.163,48.837,5.18,224,0.875,bilinear,-57.233,-46.667,-1
regnetx_006,33.157,66.843,50.250,49.750,6.20,224,0.875,bicubic,-57.603,-47.850,-9
edgenext_x_small,33.113,66.887,48.977,51.023,2.34,288,1.000,bicubic,-58.457,-49.453,-39
resnet18,33.067,66.933,51.170,48.830,11.69,224,0.875,bilinear,-55.083,-45.950,+25
xcit_nano_12_p16_224,32.963,67.037,49.987,50.013,3.05,224,1.000,bicubic,-55.997,-47.373,+18
legacy_seresnext26_32x4d,32.757,67.243,49.237,50.763,16.79,224,0.875,bicubic,-59.813,-49.283,-86
hrnet_w18_small,32.667,67.333,50.587,49.413,13.19,224,0.875,bilinear,-57.213,-47.313,0
deit_tiny_patch16_224,32.667,67.333,50.273,49.727,5.72,224,0.900,bicubic,-56.953,-47.687,+6
legacy_seresnet18,32.600,67.400,50.340,49.660,11.78,224,0.875,bicubic,-56.670,-47.340,+8
mobilenetv2_100.ra_in1k,32.523,67.477,50.800,49.200,3.50,224,0.875,bicubic,-57.307,-47.030,0
regnetx_004,32.517,67.483,49.343,50.657,5.16,224,0.875,bicubic,-56.943,-48.427,+3
gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+13
regnety_004,32.333,67.667,49.453,50.547,4.34,224,0.875,bicubic,-58.447,-48.627,-21
tf_mixnet_s.in1k,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.747,-54
vit_tiny_patch16_224.augreg_in21k_ft_in1k,32.023,67.977,49.017,50.983,5.72,224,0.900,bicubic,-59.907,-49.323,-61
tf_mobilenetv3_large_075.in1k,31.867,68.133,49.110,50.890,3.99,224,0.875,bilinear,-58.453,-48.760,-14
tf_mobilenetv3_large_minimal_100.in1k,31.597,68.403,49.337,50.663,3.92,224,0.875,bilinear,-57.583,-47.983,+2
vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,30.807,69.193,47.657,52.343,6.34,224,0.900,bicubic,-58.533,-50.043,-2
tinynet_c.in1k,30.507,69.493,48.487,51.513,2.46,184,0.875,bicubic,-57.913,-48.783,+7
lcnet_075.ra2_in1k,30.367,69.633,48.760,51.240,2.36,224,0.875,bicubic,-56.573,-47.770,+16
vgg16_bn,30.357,69.643,47.260,52.740,138.37,224,0.875,bilinear,-60.183,-50.680,-24
edgenext_xx_small,29.730,70.270,46.493,53.507,1.33,288,1.000,bicubic,-60.050,-51.027,-11
regnety_002,29.687,70.313,46.787,53.213,3.16,224,0.875,bicubic,-58.513,-50.643,+5
resnet10t,29.613,70.387,47.843,52.157,5.44,224,0.950,bilinear,-57.077,-48.827,+13
mobilevit_xs,29.590,70.410,46.003,53.997,2.32,256,0.900,bicubic,-61.600,-52.217,-46
mobilenetv3_small_100.lamb_in1k,29.047,70.953,47.183,52.817,2.54,224,0.875,bicubic,-57.123,-49.287,+12
mnasnet_small.lamb_in1k,28.950,71.050,47.270,52.730,2.03,224,0.875,bicubic,-56.560,-48.710,+13
vgg13_bn,28.883,71.117,46.737,53.263,133.05,224,0.875,bilinear,-60.317,-50.793,-10
regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,+3
mobilenetv2_050.lamb_in1k,28.677,71.323,46.600,53.400,1.97,224,0.875,bicubic,-56.313,-49.020,+13
vgg19,28.580,71.420,45.170,54.830,143.67,224,0.875,bilinear,-61.100,-52.380,-19
mobilevitv2_050,28.563,71.437,45.197,54.803,1.37,256,0.888,bicubic,-60.467,-52.393,-11
dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,+1
vgg11_bn,28.423,71.577,46.453,53.547,132.87,224,0.875,bilinear,-59.967,-50.817,-7
resnet14t,28.087,71.913,45.303,54.697,10.08,224,0.950,bilinear,-61.023,-52.067,-15
tinynet_d.in1k,27.960,72.040,45.853,54.147,2.34,152,0.875,bicubic,-57.470,-50.157,+6
vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-22
tf_mobilenetv3_small_100.in1k,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.663,-51.980,+1
mixer_l16_224,26.853,73.147,37.923,62.077,208.20,224,0.875,bicubic,-60.117,-56.137,-4
vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-7
mobilenetv3_small_075.lamb_in1k,26.530,73.470,43.887,56.113,2.04,224,0.875,bicubic,-57.590,-51.613,+5
mobilevit_xxs,26.340,73.660,43.033,56.967,1.27,256,0.900,bicubic,-61.610,-54.147,-12
vgg13,26.267,73.733,43.370,56.630,133.05,224,0.875,bilinear,-61.303,-53.750,-12
lcnet_050.ra2_in1k,26.217,73.783,44.577,55.423,1.88,224,0.875,bicubic,-56.783,-50.433,+2
dla46x_c,26.217,73.783,43.780,56.220,1.07,224,0.875,bilinear,-59.263,-52.660,-3
tf_mobilenetv3_small_075.in1k,26.200,73.800,43.637,56.363,2.04,224,0.875,bilinear,-58.330,-52.253,-1
dla46_c,25.490,74.510,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-3
tf_mobilenetv3_small_minimal_100.in1k,25.087,74.913,42.930,57.070,2.04,224,0.875,bilinear,-57.583,-52.070,0
tinynet_e.in1k,23.363,76.637,41.080,58.920,2.04,106,0.875,bicubic,-56.447,-52.900,0
mobilenetv3_small_050.lamb_in1k,21.740,78.260,38.760,61.240,1.59,224,0.875,bicubic,-56.360,-54.250,0