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,82.190,17.810,96.280,3.720,"1,013.01",336,1.000,bicubic,-7.286,-2.544,+2 eva_giant_patch14_560.m30m_ft_in22k_in1k,82.050,17.950,96.440,3.560,"1,014.45",560,1.000,bicubic,-7.746,-2.552,-1 eva_giant_patch14_336.m30m_ft_in22k_in1k,81.840,18.160,96.290,3.710,"1,013.01",336,1.000,bicubic,-7.728,-2.662,-1 eva_giant_patch14_224.clip_ft_in1k,81.590,18.410,96.140,3.860,"1,012.56",224,1.000,bicubic,-7.510,-2.576,+1 eva_large_patch14_336.in22k_ft_in1k,81.180,18.820,95.880,4.120,304.53,336,1.000,bicubic,-7.484,-2.840,+1 eva_large_patch14_336.in22k_ft_in22k_in1k,80.940,19.060,96.010,3.990,304.53,336,1.000,bicubic,-8.264,-2.840,-2 vit_large_patch14_clip_336.openai_ft_in12k_in1k,80.530,19.470,95.500,4.500,304.53,336,1.000,bicubic,-7.736,-3.032,+8 tf_efficientnet_l2.ns_jft_in1k_475,80.460,19.540,95.730,4.270,480.31,475,0.936,bicubic,-7.774,-2.816,+9 beitv2_large_patch16_224.in1k_ft_in22k_in1k,80.260,19.740,95.160,4.840,304.43,224,0.950,bicubic,-8.126,-3.438,+3 tf_efficientnet_l2.ns_jft_in1k,80.250,19.750,95.840,4.160,480.31,800,0.960,bicubic,-8.102,-2.810,+3 eva_large_patch14_196.in22k_ft_in1k,80.170,19.830,95.450,4.550,304.14,196,1.000,bicubic,-7.768,-3.042,+12 maxvit_base_tf_512.in21k_ft_in1k,80.160,19.840,95.490,4.510,119.88,512,1.000,bicubic,-8.052,-3.042,+6 eva_large_patch14_196.in22k_ft_in22k_in1k,80.160,19.840,95.390,4.610,304.14,196,1.000,bicubic,-8.426,-3.266,-4 maxvit_xlarge_tf_512.in21k_ft_in1k,80.100,19.900,95.490,4.510,475.77,512,1.000,bicubic,-8.438,-3.154,-4 maxvit_large_tf_512.in21k_ft_in1k,79.990,20.010,95.150,4.850,212.33,512,1.000,bicubic,-8.228,-3.448,+3 beit_large_patch16_512.in22k_ft_in22k_in1k,79.940,20.060,95.350,4.650,305.67,512,1.000,bicubic,-8.658,-3.306,-9 maxvit_xlarge_tf_384.in21k_ft_in1k,79.690,20.310,95.160,4.840,475.32,384,1.000,bicubic,-8.616,-3.384,-3 maxvit_large_tf_384.in21k_ft_in1k,79.600,20.400,95.080,4.920,212.03,384,1.000,bicubic,-8.392,-3.486,+4 vit_large_patch14_clip_224.openai_ft_in1k,79.590,20.410,94.990,5.010,304.20,224,1.000,bicubic,-8.262,-3.438,+7 vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,79.530,20.470,94.990,5.010,632.46,336,1.000,bicubic,-9.044,-3.670,-11 beit_large_patch16_384.in22k_ft_in22k_in1k,79.500,20.500,95.180,4.820,305.00,384,1.000,bicubic,-8.904,-3.428,-10 vit_large_patch14_clip_224.openai_ft_in12k_in1k,79.390,20.610,95.070,4.930,304.20,224,1.000,bicubic,-8.778,-3.474,-1 vit_huge_patch14_clip_224.laion2b_ft_in1k,79.370,20.630,94.920,5.080,632.05,224,1.000,bicubic,-8.224,-3.300,+7 maxvit_base_tf_384.in21k_ft_in1k,79.340,20.660,95.080,4.920,119.65,384,1.000,bicubic,-8.582,-3.462,0 vit_large_patch14_clip_336.laion2b_ft_in1k,79.230,20.770,94.980,5.020,304.53,336,1.000,bicubic,-8.618,-3.390,+2 vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,79.220,20.780,95.090,4.910,632.05,224,1.000,bicubic,-9.026,-3.460,-10 deit3_huge_patch14_224_in21ft1k,79.160,20.840,94.860,5.140,632.13,224,1.000,bicubic,-8.024,-3.400,+10 deit3_large_patch16_384_in21ft1k,79.090,20.910,94.880,5.120,304.76,384,1.000,bicubic,-8.626,-3.632,+1 vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,78.990,21.010,94.910,5.090,304.53,336,1.000,bicubic,-9.192,-3.662,-9 beit_large_patch16_224.in22k_ft_in22k_in1k,78.820,21.180,94.600,5.400,304.43,224,0.900,bicubic,-8.656,-3.704,+1 deit3_large_patch16_224_in21ft1k,78.630,21.370,94.720,5.280,304.37,224,1.000,bicubic,-8.348,-3.518,+13 vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,78.510,21.490,94.640,5.360,304.20,224,1.000,bicubic,-9.380,-3.770,-8 tf_efficientnet_b7.ns_jft_in1k,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.330,-3.714,+15 vit_large_patch14_clip_224.laion2b_ft_in1k,78.410,21.590,94.570,5.430,304.20,224,1.000,bicubic,-8.882,-3.676,+1 volo_d5_512,77.970,22.030,94.170,5.830,296.09,512,1.150,bicubic,-9.074,-3.798,+6 convnext_xlarge.fb_in22k_ft_in1k_384,77.960,22.040,94.460,5.540,350.20,384,1.000,bicubic,-9.788,-4.094,-8 vit_large_patch16_384.augreg_in21k_ft_in1k,77.940,22.060,94.450,5.550,304.72,384,1.000,bicubic,-9.140,-3.850,+3 deit3_base_patch16_384_in21ft1k,77.890,22.110,94.030,5.970,86.88,384,1.000,bicubic,-8.854,-4.082,+15 vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,77.790,22.210,94.170,5.830,86.86,384,1.000,bicubic,-9.428,-3.864,-3 volo_d5_448,77.770,22.230,94.050,5.950,295.91,448,1.150,bicubic,-9.184,-3.888,+5 volo_d4_448,77.750,22.250,93.930,6.070,193.41,448,1.150,bicubic,-9.040,-3.952,+10 tf_efficientnetv2_xl.in21k_ft_in1k,77.640,22.360,93.970,6.030,208.12,512,1.000,bicubic,-9.108,-4.048,+10 tf_efficientnetv2_l.in21k_ft_in1k,77.580,22.420,94.280,5.720,118.52,480,1.000,bicubic,-9.226,-3.854,+5 maxvit_base_tf_512.in1k,77.460,22.540,93.960,6.040,119.88,512,1.000,bicubic,-9.138,-3.960,+11 convnext_large.fb_in22k_ft_in1k_384,77.420,22.580,94.200,5.800,197.77,384,1.000,bicubic,-10.052,-4.186,-13 vit_base_patch16_clip_384.laion2b_ft_in1k,77.340,22.660,93.860,6.140,86.86,384,1.000,bicubic,-9.280,-4.150,+8 swinv2_large_window12to24_192to384_22kft1k,77.310,22.690,93.930,6.070,196.74,384,1.000,bicubic,-10.148,-4.322,-14 tf_efficientnet_b6.ns_jft_in1k,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.172,-3.992,+11 maxvit_large_tf_512.in1k,77.280,22.720,93.780,6.220,212.33,512,1.000,bicubic,-9.238,-4.104,+8 swinv2_base_window12to24_192to384_22kft1k,77.180,22.820,94.260,5.740,87.92,384,1.000,bicubic,-9.928,-3.976,-11 maxvit_large_tf_384.in1k,77.120,22.880,93.460,6.540,212.03,384,1.000,bicubic,-9.116,-4.230,+15 beitv2_base_patch16_224.in1k_ft_in22k_in1k,77.090,22.910,94.020,5.980,86.53,224,0.900,bicubic,-9.390,-4.028,+7 volo_d3_448,77.070,22.930,94.110,5.890,86.63,448,1.000,bicubic,-9.424,-3.600,+4 vit_large_r50_s32_384.augreg_in21k_ft_in1k,77.060,22.940,93.720,6.280,329.09,384,1.000,bicubic,-9.124,-4.198,+15 swin_large_patch4_window12_384,77.040,22.960,93.750,6.250,196.74,384,1.000,bicubic,-10.108,-4.484,-17 vit_base_patch16_clip_384.openai_ft_in1k,76.960,23.040,93.750,6.250,86.86,384,1.000,bicubic,-9.246,-4.124,+12 swinv2_large_window12to16_192to256_22kft1k,76.930,23.070,93.530,6.470,196.74,256,0.900,bicubic,-10.006,-4.578,-11 beit_base_patch16_384.in22k_ft_in22k_in1k,76.890,23.110,93.910,6.090,86.74,384,1.000,bicubic,-9.910,-4.228,-9 tf_efficientnetv2_m.in21k_ft_in1k,76.890,23.110,93.650,6.350,54.14,480,1.000,bicubic,-9.114,-4.292,+19 cait_m48_448,76.870,23.130,93.370,6.630,356.46,448,1.000,bicubic,-9.614,-4.384,-2 ig_resnext101_32x48d,76.870,23.130,93.310,6.690,828.41,224,0.875,bilinear,-8.558,-4.262,+42 vit_base_patch16_clip_384.openai_ft_in12k_in1k,76.850,23.150,93.790,6.210,86.86,384,0.950,bicubic,-10.184,-4.390,-20 ig_resnext101_32x32d,76.840,23.160,93.200,6.800,468.53,224,0.875,bilinear,-8.254,-4.238,+64 tf_efficientnet_b5.ns_jft_in1k,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.278,-4.172,+9 maxvit_base_tf_384.in1k,76.770,23.230,93.420,6.580,119.65,384,1.000,bicubic,-9.524,-4.384,-2 convnext_large.fb_in22k_ft_in1k,76.730,23.270,93.710,6.290,197.77,288,1.000,bicubic,-10.286,-4.496,-23 deit3_large_patch16_384,76.690,23.310,93.350,6.650,304.76,384,1.000,bicubic,-9.120,-4.246,+19 convnext_base.fb_in22k_ft_in1k_384,76.640,23.360,93.700,6.300,88.59,384,1.000,bicubic,-10.154,-4.564,-18 xcit_large_24_p8_384_dist,76.630,23.370,93.090,6.910,188.93,384,1.000,bicubic,-9.370,-4.596,+10 convnext_xlarge.fb_in22k_ft_in1k,76.620,23.380,93.850,6.150,350.20,288,1.000,bicubic,-10.718,-4.478,-36 volo_d5_224,76.580,23.420,93.300,6.700,295.46,224,0.960,bicubic,-9.488,-4.278,+3 vit_base_patch8_224.augreg2_in21k_ft_in1k,76.570,23.430,93.330,6.670,86.58,224,0.900,bicubic,-9.642,-4.502,-5 deit3_base_patch16_224_in21ft1k,76.550,23.450,93.560,6.440,86.59,224,1.000,bicubic,-9.164,-4.184,+18 vit_base_patch16_384.augreg_in21k_ft_in1k,76.500,23.500,93.750,6.250,86.86,384,1.000,bicubic,-9.506,-4.250,+3 maxvit_small_tf_512.in1k,76.490,23.510,93.390,6.610,69.13,512,1.000,bicubic,-9.598,-4.368,-3 swinv2_base_window12to16_192to256_22kft1k,76.450,23.550,93.670,6.330,87.92,256,0.900,bicubic,-9.824,-4.226,-11 cait_m36_384,76.320,23.680,93.050,6.950,271.22,384,1.000,bicubic,-9.734,-4.680,-2 vit_large_patch16_224.augreg_in21k_ft_in1k,76.290,23.710,93.600,6.400,304.33,224,0.900,bicubic,-9.552,-4.224,+5 swin_base_patch4_window12_384,76.280,23.720,93.320,6.680,87.90,384,1.000,bicubic,-10.152,-4.738,-18 swin_large_patch4_window7_224,76.270,23.730,93.420,6.580,196.53,224,0.900,bicubic,-10.050,-4.476,-18 cait_s36_384,76.210,23.790,92.970,7.030,68.37,384,1.000,bicubic,-9.250,-4.510,+21 xcit_medium_24_p8_384_dist,76.140,23.860,92.980,7.020,84.32,384,1.000,bicubic,-9.676,-4.612,+2 dm_nfnet_f6,76.130,23.870,93.110,6.890,438.36,576,0.956,bicubic,-10.014,-4.620,-12 flexivit_large.1200ep_in1k,76.100,23.900,93.010,6.990,304.36,240,0.950,bicubic,-9.544,-4.532,+11 tf_efficientnet_b7.ap_in1k,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+38 tf_efficientnet_b8.ap_in1k,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.660,+24 volo_d2_384,76.080,23.920,93.130,6.870,58.87,384,1.000,bicubic,-9.956,-4.442,-11 maxvit_small_tf_384.in1k,76.070,23.930,92.620,7.380,69.02,384,1.000,bicubic,-9.464,-4.844,+11 maxvit_tiny_tf_512.in1k,76.050,23.950,93.160,6.840,31.05,512,1.000,bicubic,-9.612,-4.420,+5 flexivit_large.600ep_in1k,76.040,23.960,92.960,7.040,304.36,240,0.950,bicubic,-9.498,-4.532,+7 vit_base_patch8_224.augreg_in21k_ft_in1k,76.010,23.990,93.380,6.620,86.58,224,0.900,bicubic,-9.786,-4.410,-4 tf_efficientnetv2_l.in1k,76.000,24.000,93.080,6.920,118.52,480,1.000,bicubic,-9.670,-4.394,+1 volo_d4_224,76.000,24.000,93.000,7.000,192.96,224,0.960,bicubic,-9.872,-4.468,-11 xcit_large_24_p8_224_dist,75.990,24.010,92.730,7.270,188.93,224,1.000,bicubic,-9.406,-4.680,+13 flexivit_large.300ep_in1k,75.930,24.070,92.650,7.350,304.36,240,0.950,bicubic,-9.350,-4.790,+17 convnext_base.fb_in22k_ft_in1k,75.910,24.090,93.580,6.420,88.59,288,1.000,bicubic,-10.370,-4.510,-32 dm_nfnet_f4,75.850,24.150,92.950,7.050,316.07,512,0.951,bicubic,-9.864,-4.570,-5 xcit_large_24_p16_384_dist,75.820,24.180,92.750,7.250,189.10,384,1.000,bicubic,-9.934,-4.788,-8 deit3_huge_patch14_224,75.790,24.210,92.760,7.240,632.13,224,0.900,bicubic,-9.414,-4.598,+21 xcit_small_24_p8_384_dist,75.770,24.230,92.980,7.020,47.63,384,1.000,bicubic,-9.786,-4.592,-4 vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,75.740,24.260,92.750,7.250,86.57,224,0.950,bicubic,-10.430,-5.004,-31 ig_resnext101_32x16d,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.450,-4.286,+89 efficientnet_b5.in12k_ft_in1k,75.680,24.320,93.040,6.960,30.39,448,1.000,bicubic,-10.208,-4.692,-22 tf_efficientnet_b4.ns_jft_in1k,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.492,-4.420,+18 vit_medium_patch16_gap_384.in12k_ft_in1k,75.660,24.340,92.970,7.030,39.03,384,0.950,bicubic,-9.876,-4.664,-7 volo_d1_384,75.610,24.390,93.070,6.930,26.78,384,1.000,bicubic,-9.640,-4.126,+9 volo_d3_224,75.610,24.390,93.000,7.000,86.33,224,0.960,bicubic,-9.798,-4.280,-1 vit_base_patch16_clip_224.openai_ft_in1k,75.590,24.410,92.970,7.030,86.57,224,0.900,bicubic,-9.690,-4.436,+3 vit_base_r50_s16_384.orig_in21k_ft_in1k,75.590,24.410,92.790,7.210,98.95,384,1.000,bicubic,-9.382,-4.498,+27 deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-6 vit_base_patch16_clip_224.openai_ft_in12k_in1k,75.500,24.500,92.760,7.240,86.57,224,0.950,bicubic,-10.430,-4.964,-31 regnetz_e8,75.490,24.510,92.690,7.310,57.70,320,1.000,bicubic,-9.540,-4.574,+21 cait_s24_384,75.480,24.520,92.600,7.400,47.06,384,1.000,bicubic,-9.566,-4.746,+19 xcit_medium_24_p8_224_dist,75.470,24.530,92.900,7.100,84.32,224,1.000,bicubic,-9.602,-4.354,+15 swsl_resnext101_32x8d,75.430,24.570,92.760,7.240,88.79,224,0.875,bilinear,-8.854,-4.416,+64 vit_base_patch16_224.augreg2_in21k_ft_in1k,75.410,24.590,93.230,6.770,86.57,224,0.900,bicubic,-9.696,-4.150,+8 vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,75.410,24.590,92.710,7.290,88.34,448,1.000,bicubic,-10.374,-4.924,-29 tf_efficientnetv2_m.in1k,75.390,24.610,92.760,7.240,54.14,480,1.000,bicubic,-9.818,-4.608,+1 tf_efficientnet_b6.ap_in1k,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+27 beit_base_patch16_224.in22k_ft_in22k_in1k,75.370,24.630,93.040,6.960,86.53,224,0.900,bicubic,-9.866,-4.616,-3 volo_d2_224,75.300,24.700,92.510,7.490,58.68,224,0.960,bicubic,-9.896,-4.678,0 mvitv2_large,75.280,24.720,92.340,7.660,217.99,224,0.900,bicubic,-9.970,-4.874,-6 dm_nfnet_f3,75.210,24.790,92.940,7.060,254.92,416,0.940,bicubic,-10.312,-4.522,-23 efficientnetv2_rw_m.agc_in1k,75.170,24.830,92.570,7.430,53.24,416,1.000,bicubic,-9.638,-4.578,+21 convnext_small.fb_in22k_ft_in1k_384,75.150,24.850,93.050,6.950,50.22,384,1.000,bicubic,-10.628,-4.842,-36 deit3_large_patch16_224,75.140,24.860,92.280,7.720,304.37,224,0.900,bicubic,-9.624,-4.758,+21 ecaresnet269d,75.120,24.880,92.840,7.160,102.09,352,1.000,bicubic,-9.856,-4.386,+8 vit_base_patch16_clip_224.laion2b_ft_in1k,75.120,24.880,92.710,7.290,86.57,224,1.000,bicubic,-10.348,-4.866,-27 xcit_medium_24_p16_384_dist,75.120,24.880,92.440,7.560,84.40,384,1.000,bicubic,-10.292,-4.966,-24 deit3_small_patch16_384_in21ft1k,75.090,24.910,92.790,7.210,22.21,384,1.000,bicubic,-9.734,-4.696,+14 vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,75.080,24.920,92.590,7.410,88.30,384,1.000,bicubic,-10.292,-5.074,-23 maxvit_tiny_tf_384.in1k,75.010,24.990,92.470,7.530,30.98,384,1.000,bicubic,-10.096,-5.064,-7 dm_nfnet_f5,75.000,25.000,92.600,7.400,377.21,544,0.954,bicubic,-10.814,-4.888,-48 xcit_small_24_p8_224_dist,74.980,25.020,92.310,7.690,47.63,224,1.000,bicubic,-9.896,-4.878,+7 tf_efficientnet_b8.ra_in1k,74.940,25.060,92.310,7.690,87.41,672,0.954,bicubic,-10.430,-4.984,-26 xcit_small_12_p8_384_dist,74.880,25.120,92.460,7.540,26.21,384,1.000,bicubic,-10.208,-4.822,-8 eca_nfnet_l2,74.830,25.170,92.650,7.350,56.72,384,1.000,bicubic,-9.868,-4.614,+13 deit3_base_patch16_384,74.790,25.210,92.240,7.760,86.88,384,1.000,bicubic,-10.282,-5.038,-8 tf_efficientnet_b7.ra_in1k,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.216,-4.984,-2 deit3_medium_patch16_224_in21ft1k,74.680,25.320,92.480,7.520,38.85,224,1.000,bicubic,-9.880,-4.708,+17 xcit_large_24_p16_224_dist,74.670,25.330,91.860,8.140,189.10,224,1.000,bicubic,-10.248,-5.272,-2 convnext_large.fb_in1k,74.640,25.360,91.970,8.030,197.77,288,1.000,bicubic,-10.206,-5.242,+1 dm_nfnet_f2,74.620,25.380,92.260,7.740,193.78,352,0.920,bicubic,-10.444,-4.980,-12 xcit_small_24_p16_384_dist,74.610,25.390,92.450,7.550,47.67,384,1.000,bicubic,-10.488,-4.860,-18 tf_efficientnet_b5.ap_in1k,74.600,25.400,91.990,8.010,30.39,456,0.934,bicubic,-9.652,-4.984,+38 vit_medium_patch16_gap_256.in12k_ft_in1k,74.580,25.420,91.950,8.050,38.86,256,0.950,bicubic,-9.850,-5.262,+24 maxvit_large_tf_224.in1k,74.580,25.420,91.700,8.300,211.79,224,0.950,bicubic,-10.346,-5.272,-8 swin_base_patch4_window7_224,74.570,25.430,92.560,7.440,87.77,224,0.900,bicubic,-10.682,-5.002,-35 dm_nfnet_f1,74.570,25.430,92.260,7.740,132.63,320,0.910,bicubic,-10.056,-4.840,+5 maxxvit_rmlp_small_rw_256,74.530,25.470,91.980,8.020,66.01,256,0.950,bicubic,-10.098,-5.082,+2 convnext_small.fb_in22k_ft_in1k,74.510,25.490,92.700,7.300,50.22,288,1.000,bicubic,-10.752,-4.984,-38 seresnet152d,74.510,25.490,92.080,7.920,66.84,320,1.000,bicubic,-9.852,-4.960,+25 gcvit_base,74.500,25.500,91.750,8.250,90.32,224,0.875,bicubic,-9.948,-5.332,+12 resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.352,-5.034,+62 regnetz_040,74.460,25.540,91.890,8.110,27.12,320,1.000,bicubic,-9.776,-5.042,+29 tf_efficientnetv2_s.in21k_ft_in1k,74.450,25.550,92.510,7.490,21.46,384,1.000,bicubic,-9.852,-4.742,+22 regnetz_040h,74.430,25.570,92.240,7.760,28.94,320,1.000,bicubic,-10.064,-4.766,+5 resnetrs200,74.370,25.630,91.940,8.060,93.21,320,1.000,bicubic,-10.078,-4.904,+6 maxvit_rmlp_small_rw_224,74.360,25.640,91.410,8.590,64.90,224,0.900,bicubic,-10.124,-5.352,+4 flexivit_base.1200ep_in1k,74.350,25.650,91.800,8.200,86.59,240,0.950,bicubic,-10.314,-5.192,-9 maxvit_base_tf_224.in1k,74.330,25.670,91.750,8.250,119.47,224,0.950,bicubic,-10.530,-5.240,-19 seresnextaa101d_32x8d,74.330,25.670,91.720,8.280,93.59,288,1.000,bicubic,-10.238,-5.350,-6 mvitv2_base,74.240,25.760,91.620,8.380,51.47,224,0.900,bicubic,-10.182,-5.244,+9 seresnext101d_32x8d,74.210,25.790,91.860,8.140,93.59,288,1.000,bicubic,-10.160,-5.056,+12 coatnet_rmlp_2_rw_224,74.200,25.800,91.280,8.720,73.88,224,0.950,bicubic,-10.400,-5.456,-11 resnest269e,74.170,25.830,91.950,8.050,110.93,416,0.928,bicubic,-10.348,-4.986,-8 efficientnetv2_rw_s.ra2_in1k,74.170,25.830,91.710,8.290,23.94,384,1.000,bicubic,-9.638,-5.014,+52 cait_xs24_384,74.160,25.840,91.910,8.090,26.67,384,1.000,bicubic,-9.902,-4.978,+28 pit_b_distilled_224,74.160,25.840,91.680,8.320,74.79,224,0.900,bicubic,-9.984,-5.176,+24 swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.090,-4.770,+86 flexivit_base.300ep_in1k,74.140,25.860,91.380,8.620,86.59,240,0.950,bicubic,-10.254,-5.740,+4 vit_base_patch16_384.orig_in21k_ft_in1k,74.130,25.870,92.360,7.640,86.86,384,1.000,bicubic,-10.080,-4.858,+15 eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.890,-4.958,+29 xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.586,-5.048,-26 convnext_base.fb_in1k,74.120,25.880,91.730,8.270,88.59,288,1.000,bicubic,-10.314,-5.090,-5 volo_d1_224,74.110,25.890,92.030,7.970,26.63,224,0.960,bicubic,-10.054,-4.746,+15 flexivit_base.600ep_in1k,74.110,25.890,91.750,8.250,86.59,240,0.950,bicubic,-10.408,-5.236,-16 vit_large_r50_s32_224.augreg_in21k_ft_in1k,74.100,25.900,92.390,7.610,328.99,224,0.900,bicubic,-10.334,-4.582,-11 xcit_large_24_p8_224,74.060,25.940,90.890,9.110,188.93,224,1.000,bicubic,-10.332,-5.766,-4 vit_base_patch16_224_miil.in21k_ft_in1k,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.228,-5.102,+1 vit_base_patch32_clip_384.openai_ft_in12k_in1k,74.030,25.970,92.440,7.560,88.30,384,0.950,bicubic,-11.182,-4.962,-63 swsl_resnext101_32x16d,74.020,25.980,92.160,7.840,194.03,224,0.875,bilinear,-9.326,-4.686,+71 resnetv2_152x4_bitm,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.906,-5.100,-43 vit_base_patch16_224.augreg_in21k_ft_in1k,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.532,-4.824,-28 swinv2_base_window16_256,74.000,26.000,91.740,8.260,87.92,256,0.900,bicubic,-10.594,-5.334,-29 tf_efficientnetv2_s.in1k,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.894,-5.168,+24 regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.052,-4.916,+14 crossvit_18_dagger_408,73.960,26.040,91.420,8.580,44.61,408,1.000,bicubic,-10.236,-5.398,+1 seresnext101_32x8d,73.940,26.060,91.450,8.550,93.57,288,1.000,bicubic,-10.252,-5.424,+1 xcit_small_12_p8_224_dist,73.930,26.070,91.720,8.280,26.21,224,1.000,bicubic,-10.302,-5.058,-5 resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.590,-4.762,-31 resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.088,-5.364,-57 tf_efficientnet_b6.aa_in1k,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.210,-5.136,+1 tf_efficientnet_b3.ns_jft_in1k,73.890,26.110,91.870,8.130,12.23,300,0.904,bicubic,-10.158,-5.040,+5 edgenext_base,73.880,26.120,91.770,8.230,18.51,320,1.000,bicubic,-10.080,-4.998,+10 resmlp_big_24_224_in22ft1k,73.880,26.120,91.750,8.250,129.14,224,0.875,bicubic,-10.514,-5.132,-23 deit3_small_patch16_224_in21ft1k,73.850,26.150,91.960,8.040,22.06,224,1.000,bicubic,-9.220,-4.820,+74 vit_small_r26_s32_384.augreg_in21k_ft_in1k,73.800,26.200,92.300,7.700,36.47,384,1.000,bicubic,-10.246,-5.028,+1 maxvit_rmlp_tiny_rw_256,73.800,26.200,91.440,8.560,29.15,256,0.950,bicubic,-10.432,-5.436,-12 maxvit_small_tf_224.in1k,73.780,26.220,91.440,8.560,68.93,224,0.950,bicubic,-10.654,-5.724,-30 regnetz_d8,73.760,26.240,92.010,7.990,23.37,320,1.000,bicubic,-10.290,-4.988,-5 regnety_080,73.760,26.240,91.800,8.200,39.18,288,1.000,bicubic,-10.172,-5.088,+5 resnetrs270,73.710,26.290,91.580,8.420,129.86,352,1.000,bicubic,-10.724,-5.390,-34 gcvit_small,73.690,26.310,91.240,8.760,51.09,224,0.875,bicubic,-10.194,-5.418,+6 resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.282,-5.254,-1 resnetv2_101x3_bitm,73.670,26.330,92.470,7.530,387.93,448,1.000,bilinear,-10.770,-4.912,-40 ig_resnext101_32x8d,73.650,26.350,92.190,7.810,88.79,224,0.875,bilinear,-9.038,-4.446,+88 xcit_medium_24_p16_224_dist,73.650,26.350,91.570,8.430,84.40,224,1.000,bicubic,-10.624,-5.370,-28 regnety_064,73.580,26.420,91.340,8.660,30.58,288,1.000,bicubic,-10.136,-5.334,+17 tresnet_v2_l,73.570,26.430,90.960,9.040,46.17,224,0.875,bilinear,-10.332,-5.532,-2 tf_efficientnet_b5.ra_in1k,73.550,26.450,91.460,8.540,30.39,456,0.934,bicubic,-10.262,-5.288,+6 swinv2_base_window8_256,73.530,26.470,91.530,8.470,87.92,256,0.900,bicubic,-10.732,-5.392,-30 resnet152d,73.520,26.480,91.230,8.770,60.21,320,1.000,bicubic,-10.160,-5.508,+19 cs3se_edgenet_x,73.510,26.490,91.500,8.500,50.72,320,1.000,bicubic,-10.038,-5.170,+23 regnetv_064,73.480,26.520,91.590,8.410,30.58,288,1.000,bicubic,-10.232,-5.158,+12 convnext_small.fb_in1k,73.480,26.520,91.330,8.670,50.22,288,1.000,bicubic,-10.226,-5.480,+15 deit3_base_patch16_224,73.470,26.530,91.290,8.710,86.59,224,0.900,bicubic,-10.322,-5.294,+3 sequencer2d_l,73.470,26.530,91.100,8.900,54.30,224,0.875,bicubic,-9.936,-5.406,+25 xcit_tiny_24_p8_384_dist,73.400,26.600,91.570,8.430,12.11,384,1.000,bicubic,-10.340,-5.064,+3 resnetrs350,73.400,26.600,91.310,8.690,163.96,384,1.000,bicubic,-11.320,-5.678,-71 twins_svt_large,73.390,26.610,90.910,9.090,99.27,224,0.900,bicubic,-10.288,-5.684,+12 regnetz_d8_evos,73.380,26.620,91.640,8.360,23.46,320,0.950,bicubic,-10.670,-5.354,-25 pvt_v2_b4,73.380,26.620,91.080,8.920,62.56,224,0.900,bicubic,-10.336,-5.640,+5 regnety_160,73.360,26.640,91.690,8.310,83.59,288,1.000,bicubic,-10.326,-5.086,+7 efficientnet_b4.ra2_in1k,73.320,26.680,91.280,8.720,19.34,384,1.000,bicubic,-10.108,-5.316,+16 swin_s3_base_224,73.320,26.680,91.180,8.820,71.13,224,0.900,bicubic,-10.610,-5.482,-19 vit_small_patch16_384.augreg_in21k_ft_in1k,73.290,26.710,91.990,8.010,22.20,384,1.000,bicubic,-10.512,-5.112,-9 xcit_small_24_p16_224_dist,73.290,26.710,91.450,8.550,47.67,224,1.000,bicubic,-10.572,-5.278,-18 resmlp_big_24_distilled_224,73.290,26.710,91.160,8.840,129.14,224,0.875,bicubic,-10.298,-5.488,+8 swinv2_small_window16_256,73.280,26.720,91.270,8.730,49.73,256,0.900,bicubic,-10.926,-5.600,-42 mvitv2_small,73.270,26.730,91.200,8.800,34.87,224,0.900,bicubic,-10.498,-5.370,-10 gcvit_tiny,73.270,26.730,90.970,9.030,28.22,224,0.875,bicubic,-10.130,-5.428,+13 pvt_v2_b5,73.240,26.760,91.090,8.910,81.96,224,0.900,bicubic,-10.500,-5.622,-10 deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,+14 pvt_v2_b3,73.210,26.790,91.010,8.990,45.24,224,0.900,bicubic,-9.916,-5.546,+31 resnetrs152,73.200,26.800,91.260,8.740,86.62,320,1.000,bicubic,-10.512,-5.354,-8 maxvit_tiny_rw_224,73.200,26.800,90.820,9.180,29.06,224,0.950,bicubic,-10.304,-5.682,+2 xcit_medium_24_p8_224,73.140,26.860,90.270,9.730,84.32,224,1.000,bicubic,-10.594,-6.124,-13 vit_base_patch32_384.augreg_in21k_ft_in1k,73.130,26.870,91.240,8.760,88.30,384,1.000,bicubic,-10.220,-5.596,+12 jx_nest_base,73.110,26.890,91.070,8.930,67.72,224,0.875,bicubic,-10.442,-5.300,-4 swinv2_small_window8_256,73.110,26.890,90.940,9.060,49.73,256,0.900,bicubic,-10.746,-5.700,-29 xcit_small_24_p8_224,73.090,26.910,91.150,8.850,47.63,224,1.000,bicubic,-10.748,-5.486,-27 deit3_small_patch16_384,73.080,26.920,91.230,8.770,22.21,384,1.000,bicubic,-10.346,-5.446,-1 cait_s24_224,73.070,26.930,91.130,8.870,46.92,224,1.000,bicubic,-10.382,-5.434,-4 coatnet_rmlp_1_rw_224,73.020,26.980,90.890,9.110,41.69,224,0.950,bicubic,-10.338,-5.566,+5 crossvit_15_dagger_408,72.950,27.050,91.080,8.920,28.50,408,1.000,bicubic,-10.888,-5.702,-32 maxvit_tiny_tf_224.in1k,72.910,27.090,90.810,9.190,30.92,224,0.950,bicubic,-10.488,-5.778,-3 coatnet_1_rw_224,72.910,27.090,90.790,9.210,41.72,224,0.950,bicubic,-10.698,-5.598,-13 resnetv2_152x2_bit_teacher_384,72.890,27.110,91.550,8.450,236.34,384,1.000,bicubic,-10.954,-5.568,-36 tf_efficientnet_b4.ap_in1k,72.890,27.110,90.980,9.020,19.34,380,0.922,bicubic,-10.358,-5.412,+6 regnetv_040,72.880,27.120,91.100,8.900,20.64,288,1.000,bicubic,-10.314,-5.560,+7 dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.506,-5.492,-3 swinv2_cr_small_ns_224,72.800,27.200,90.800,9.200,49.70,224,0.900,bicubic,-10.688,-5.686,-14 xception65p,72.790,27.210,90.910,9.090,39.82,299,0.940,bicubic,-10.340,-5.570,+11 regnety_032,72.770,27.230,90.950,9.050,19.44,288,1.000,bicubic,-9.954,-5.474,+36 regnety_040,72.710,27.290,90.720,9.280,20.65,288,1.000,bicubic,-10.328,-5.790,+17 efficientformer_l7,72.690,27.310,90.810,9.190,82.23,224,0.950,bicubic,-10.696,-5.730,-8 swin_s3_small_224,72.670,27.330,90.560,9.440,49.74,224,0.900,bicubic,-11.100,-5.890,-37 nfnet_l0,72.610,27.390,91.010,8.990,35.07,288,1.000,bicubic,-10.140,-5.506,+31 resnext101_64x4d,72.610,27.390,90.840,9.160,83.46,288,1.000,bicubic,-10.538,-5.532,0 xcit_small_12_p8_224,72.610,27.390,90.680,9.320,26.21,224,1.000,bicubic,-10.734,-5.800,-8 pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.530,+28 xception65,72.600,27.400,90.830,9.170,39.92,299,0.940,bicubic,-10.580,-5.762,-3 cs3sedarknet_x,72.580,27.420,91.050,8.950,35.40,288,1.000,bicubic,-10.074,-5.304,+33 twins_pcpvt_large,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.560,-5.898,-2 resnest101e,72.570,27.430,90.820,9.180,48.28,256,0.875,bilinear,-10.320,-5.500,+15 swsl_resnext50_32x4d,72.560,27.440,90.870,9.130,25.03,224,0.875,bilinear,-9.622,-5.360,+80 twins_svt_base,72.550,27.450,90.460,9.540,56.07,224,0.900,bicubic,-10.586,-5.958,-5 tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.500,-5.864,+4 resnetv2_50x3_bitm,72.530,27.470,91.760,8.240,217.32,448,1.000,bilinear,-11.484,-5.364,-70 gc_efficientnetv2_rw_t.agc_in1k,72.530,27.470,90.820,9.180,13.68,288,1.000,bicubic,-9.934,-5.478,+46 deit_base_patch16_384,72.530,27.470,90.250,9.750,86.86,384,1.000,bicubic,-10.576,-6.122,-2 deit3_medium_patch16_224,72.520,27.480,90.780,9.220,38.85,224,0.900,bicubic,-10.560,-5.512,-4 xcit_small_12_p16_224_dist,72.500,27.500,91.120,8.880,26.25,224,1.000,bicubic,-10.850,-5.294,-23 vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,72.500,27.500,90.870,9.130,88.22,224,0.900,bicubic,-10.806,-5.660,-19 convnext_tiny.fb_in22k_ft_in1k_384,72.490,27.510,91.540,8.460,28.59,384,1.000,bicubic,-11.590,-5.602,-81 xcit_tiny_24_p8_224_dist,72.440,27.560,90.920,9.080,12.11,224,1.000,bicubic,-10.122,-5.146,+31 resnet101d,72.410,27.590,90.650,9.350,44.57,320,1.000,bicubic,-10.612,-5.796,-3 sequencer2d_m,72.400,27.600,90.690,9.310,38.31,224,0.875,bicubic,-10.406,-5.578,+8 maxxvit_rmlp_nano_rw_256,72.380,27.620,90.750,9.250,16.78,256,0.950,bicubic,-10.650,-5.594,-8 jx_nest_small,72.380,27.620,90.690,9.310,38.35,224,0.875,bicubic,-10.740,-5.638,-13 maxvit_rmlp_nano_rw_256,72.380,27.620,90.450,9.550,15.50,256,0.950,bicubic,-10.582,-5.820,-4 regnetz_c16,72.320,27.680,90.820,9.180,13.46,320,0.940,bicubic,-10.198,-5.252,+30 tf_efficientnet_b4.aa_in1k,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.732,-5.710,-8 tf_efficientnet_b2.ns_jft_in1k,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.100,-5.158,+39 maxvit_nano_rw_256,72.280,27.720,90.550,9.450,15.45,256,0.950,bicubic,-10.652,-5.672,-6 tresnet_m,72.270,27.730,90.240,9.760,31.39,224,0.875,bilinear,-10.810,-5.878,-17 resnetv2_50x1_bit_distilled,72.260,27.740,91.010,8.990,25.55,224,0.875,bicubic,-10.558,-5.512,-3 crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.150,-5.784,+32 regnetz_c16_evos,72.240,27.760,91.230,8.770,13.49,320,0.950,bicubic,-10.390,-5.244,+8 efficientnetv2_rw_t.ra2_in1k,72.240,27.760,90.420,9.580,13.65,288,1.000,bicubic,-10.108,-5.776,+38 nasnetalarge,72.230,27.770,90.470,9.530,88.75,331,0.911,bicubic,-10.390,-5.576,+8 cait_xxs36_384,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.004,-5.308,+53 twins_pcpvt_base,72.180,27.820,90.510,9.490,43.83,224,0.900,bicubic,-10.528,-5.836,-2 crossvit_18_dagger_240,72.150,27.850,90.070,9.930,44.27,240,0.875,bicubic,-10.368,-6.290,+19 xcit_tiny_24_p16_384_dist,72.080,27.920,90.580,9.420,12.12,384,1.000,bicubic,-10.490,-5.706,+11 resnet152,72.070,27.930,90.350,9.650,60.19,224,0.950,bicubic,-10.752,-5.776,-13 cs3edgenet_x,72.050,27.950,90.370,9.630,47.82,288,1.000,bicubic,-10.652,-6.000,-5 vit_relpos_base_patch16_clsgap_224.sw_in1k,72.010,27.990,90.250,9.750,86.43,224,0.900,bicubic,-10.752,-5.924,-10 mobilevitv2_200_384_in22ft1k,72.000,28.000,90.630,9.370,18.45,384,1.000,bicubic,-11.394,-5.950,-55 efficientformer_l3,72.000,28.000,90.280,9.720,31.41,224,0.950,bicubic,-10.550,-5.968,+10 vit_relpos_medium_patch16_cls_224.sw_in1k,71.980,28.020,90.290,9.710,38.76,224,0.900,bicubic,-10.582,-5.880,+5 convnext_tiny.fb_in1k,71.980,28.020,90.210,9.790,28.59,288,1.000,bicubic,-10.720,-5.926,-8 convnext_tiny_hnf.a2h_in1k,71.980,28.020,89.770,10.230,28.59,288,1.000,bicubic,-10.610,-6.246,-1 sequencer2d_s,71.940,28.060,90.480,9.520,27.65,224,0.875,bicubic,-10.402,-5.550,+25 convnext_nano.in12k_ft_in1k,71.890,28.110,91.000,9.000,15.59,288,1.000,bicubic,-10.968,-5.556,-23 swinv2_cr_small_224,71.890,28.110,90.270,9.730,49.70,224,0.900,bicubic,-11.256,-5.824,-45 eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.740,-5.380,-3 vit_relpos_base_patch16_224.sw_in1k,71.830,28.170,90.260,9.740,86.43,224,0.900,bicubic,-10.654,-5.882,+6 mobilevitv2_175_384_in22ft1k,71.810,28.190,90.780,9.220,14.25,384,1.000,bicubic,-11.132,-5.646,-32 flexivit_small.1200ep_in1k,71.740,28.260,90.270,9.730,22.06,240,0.950,bicubic,-10.786,-5.866,0 swin_small_patch4_window7_224,71.740,28.260,90.240,9.760,49.61,224,0.900,bicubic,-11.472,-6.082,-54 mvitv2_tiny,71.720,28.280,90.300,9.700,24.17,224,0.900,bicubic,-10.684,-5.856,+6 flexivit_small.300ep_in1k,71.720,28.280,89.970,10.030,22.06,240,0.950,bicubic,-10.452,-6.054,+36 swsl_resnet50,71.700,28.300,90.500,9.500,25.56,224,0.875,bilinear,-9.466,-4.596,+99 pvt_v2_b2_li,71.700,28.300,90.010,9.990,22.55,224,0.900,bicubic,-10.496,-6.094,+29 pit_b_224,71.700,28.300,89.250,10.750,73.76,224,0.900,bicubic,-10.746,-6.460,+4 xcit_large_24_p16_224,71.700,28.300,89.170,10.830,189.10,224,1.000,bicubic,-11.196,-6.712,-38 coatnet_bn_0_rw_224,71.690,28.310,90.380,9.620,27.44,224,0.950,bicubic,-10.708,-5.802,+3 flexivit_small.600ep_in1k,71.690,28.310,90.160,9.840,22.06,240,0.950,bicubic,-10.664,-5.926,+7 resnet61q,71.680,28.320,90.270,9.730,36.85,288,1.000,bicubic,-10.844,-5.860,-9 gcvit_xtiny,71.660,28.340,90.230,9.770,19.98,224,0.875,bicubic,-10.292,-5.736,+43 tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.394,-6.306,+33 convit_base,71.600,28.400,90.150,9.850,86.54,224,0.875,bicubic,-10.688,-5.858,+14 tresnet_l_448,71.600,28.400,90.050,9.950,55.99,448,0.875,bilinear,-10.668,-5.926,+14 xcit_tiny_12_p8_384_dist,71.580,28.420,90.710,9.290,6.71,384,1.000,bicubic,-10.808,-5.514,-2 swinv2_tiny_window16_256,71.570,28.430,90.340,9.660,28.35,256,0.900,bicubic,-11.240,-5.892,-41 poolformer_m48,71.550,28.450,89.760,10.240,73.47,224,0.950,bicubic,-10.912,-6.198,-10 coatnet_0_rw_224,71.540,28.460,89.420,10.580,27.44,224,0.950,bicubic,-10.850,-6.416,-6 crossvit_15_dagger_240,71.520,28.480,89.860,10.140,28.21,240,0.875,bicubic,-10.812,-6.658,+2 ssl_resnext101_32x8d,71.500,28.500,90.460,9.540,88.79,224,0.875,bilinear,-10.116,-5.578,+54 fbnetv3_g.ra2_in1k,71.500,28.500,90.370,9.630,16.62,288,0.950,bilinear,-10.548,-5.694,+26 mobilevitv2_150_384_in22ft1k,71.490,28.510,90.420,9.580,10.59,384,1.000,bicubic,-11.104,-5.898,-33 ecaresnet101d,71.490,28.510,90.330,9.670,44.57,224,0.875,bicubic,-10.682,-5.716,+15 efficientnet_b3.ra2_in1k,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.762,-6.054,+5 resnet51q,71.430,28.570,90.180,9.820,35.70,288,1.000,bilinear,-10.930,-6.000,-11 pvt_v2_b2,71.430,28.570,90.040,9.960,25.36,224,0.900,bicubic,-10.646,-5.922,+17 ssl_resnext101_32x16d,71.410,28.590,90.560,9.440,194.03,224,0.875,bilinear,-10.434,-5.536,+34 pit_s_distilled_224,71.380,28.620,89.780,10.220,24.04,224,0.900,bicubic,-10.616,-6.018,+21 vit_relpos_medium_patch16_224.sw_in1k,71.350,28.650,89.950,10.050,38.75,224,0.900,bicubic,-11.116,-6.138,-24 xcit_tiny_24_p8_224,71.340,28.660,90.240,9.760,12.11,224,1.000,bicubic,-10.560,-5.736,+29 vit_base_patch16_224.orig_in21k_ft_in1k,71.330,28.670,90.460,9.540,86.57,224,0.900,bicubic,-10.456,-5.662,+35 tf_efficientnetv2_b3.in21k_ft_in1k,71.310,28.690,90.760,9.240,14.36,300,0.900,bicubic,-11.362,-5.864,-47 mixer_b16_224_miil,71.300,28.700,89.650,10.350,59.88,224,0.875,bilinear,-11.008,-6.066,-9 resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.572,-6.138,-63 ecaresnet50t,71.280,28.720,90.420,9.580,25.57,320,0.950,bicubic,-11.066,-5.718,-17 resnetv2_101,71.270,28.730,89.920,10.080,44.54,224,0.950,bicubic,-10.760,-5.940,+11 convmixer_1536_20,71.240,28.760,89.430,10.570,51.63,224,0.960,bicubic,-10.136,-6.184,+59 vit_base_patch32_clip_224.laion2b_ft_in1k,71.200,28.800,90.200,9.800,88.22,224,0.900,bicubic,-11.382,-6.002,-45 xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.774,-6.066,+12 crossvit_base_240,71.190,28.810,89.840,10.160,105.03,240,0.875,bicubic,-11.026,-5.990,-8 vit_relpos_medium_patch16_rpn_224.sw_in1k,71.170,28.830,90.080,9.920,38.73,224,0.900,bicubic,-11.128,-5.894,-17 deit_base_patch16_224,71.170,28.830,89.200,10.800,86.57,224,0.900,bicubic,-10.828,-6.534,+7 mobilevitv2_200_in22ft1k,71.140,28.860,89.700,10.300,18.45,256,0.888,bicubic,-11.184,-6.240,-21 swin_s3_tiny_224,71.130,28.870,89.720,10.280,28.33,224,0.900,bicubic,-10.992,-6.228,-5 resnetv2_50d_evos,71.110,28.890,90.030,9.970,25.59,288,0.950,bicubic,-10.866,-5.886,+5 halo2botnet50ts_256,71.100,28.900,89.610,10.390,22.64,256,0.950,bicubic,-10.960,-6.026,-2 cs3sedarknet_l,71.080,28.920,90.330,9.670,21.91,288,0.950,bicubic,-10.694,-5.638,+20 cs3darknet_x,71.070,28.930,90.120,9.880,35.05,288,1.000,bicubic,-11.158,-6.114,-17 xcit_tiny_12_p8_224_dist,71.040,28.960,89.880,10.120,6.71,224,1.000,bicubic,-10.172,-5.720,+54 xcit_medium_24_p16_224,71.020,28.980,89.520,10.480,84.40,224,1.000,bicubic,-11.616,-6.456,-63 resnetv2_101x1_bitm,71.010,28.990,91.090,8.910,44.54,448,1.000,bilinear,-11.322,-4.866,-32 resnetv2_50d_gn,71.010,28.990,89.770,10.230,25.57,288,0.950,bicubic,-10.806,-6.154,+12 xcit_small_24_p16_224,71.010,28.990,89.700,10.300,47.67,224,1.000,bicubic,-11.570,-6.304,-59 visformer_small,71.010,28.990,89.460,10.540,40.22,224,0.900,bicubic,-11.096,-6.412,-12 lamhalobotnet50ts_256,70.990,29.010,89.060,10.940,22.57,256,0.950,bicubic,-10.554,-6.444,+23 tresnet_m_448,70.990,29.010,88.680,11.320,31.39,448,0.875,bilinear,-10.724,-6.892,+12 edgenext_small,70.980,29.020,89.870,10.130,5.59,320,1.000,bicubic,-10.588,-5.836,+20 resnest50d_4s2x40d,70.950,29.050,89.710,10.290,30.42,224,0.875,bicubic,-10.158,-5.848,+54 wide_resnet50_2,70.950,29.050,89.230,10.770,68.88,224,0.875,bicubic,-10.506,-6.302,+29 convnext_nano.d1h_in1k,70.940,29.060,89.420,10.580,15.59,288,1.000,bicubic,-10.530,-6.238,+26 vit_small_patch16_224.augreg_in21k_ft_in1k,70.930,29.070,90.140,9.860,22.05,224,0.900,bicubic,-10.472,-5.994,+30 tnt_s_patch16_224,70.930,29.070,89.600,10.400,23.76,224,0.900,bicubic,-10.588,-6.148,+20 coatnet_nano_rw_224,70.920,29.080,89.710,10.290,15.14,224,0.900,bicubic,-10.780,-5.928,+6 tf_efficientnet_b3.ap_in1k,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.902,-6.194,-2 coatnext_nano_rw_224,70.910,29.090,90.250,9.750,14.70,224,0.900,bicubic,-11.038,-5.668,-11 coatnet_rmlp_nano_rw_224,70.910,29.090,89.920,10.080,15.15,224,0.900,bicubic,-11.154,-5.950,-22 vit_srelpos_medium_patch16_224.sw_in1k,70.900,29.100,89.960,10.040,38.74,224,0.900,bicubic,-11.336,-5.974,-37 tf_efficientnet_b1.ns_jft_in1k,70.870,29.130,90.120,9.880,7.79,240,0.882,bicubic,-10.518,-5.618,+25 vit_base_patch16_rpn_224.in1k,70.870,29.130,89.770,10.230,86.54,224,0.900,bicubic,-11.332,-6.226,-36 vit_large_patch32_384.orig_in21k_ft_in1k,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.646,-5.522,+13 jx_nest_tiny,70.850,29.150,89.940,10.060,17.06,224,0.875,bicubic,-10.564,-5.676,+20 resnetrs101,70.840,29.160,89.830,10.170,63.62,288,0.940,bicubic,-11.448,-6.108,-47 rexnet_200,70.840,29.160,89.700,10.300,16.37,224,0.875,bicubic,-10.792,-5.968,-1 tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.648,-5.994,+9 resnet101,70.840,29.160,89.510,10.490,44.55,224,0.950,bicubic,-11.098,-6.244,-15 tf_efficientnetv2_b3.in1k,70.830,29.170,89.500,10.500,14.36,300,0.904,bicubic,-11.140,-6.282,-24 coat_lite_small,70.800,29.200,89.570,10.430,19.84,224,0.900,bicubic,-11.508,-6.280,-54 poolformer_m36,70.790,29.210,89.510,10.490,56.17,224,0.950,bicubic,-11.320,-6.178,-38 deit3_small_patch16_224,70.760,29.240,89.460,10.540,22.06,224,0.900,bicubic,-10.626,-5.990,+15 levit_384,70.750,29.250,89.300,10.700,39.13,224,0.900,bicubic,-11.836,-6.716,-88 swinv2_cr_tiny_ns_224,70.720,29.280,89.370,10.630,28.33,224,0.900,bicubic,-11.070,-6.454,-16 vit_relpos_small_patch16_224.sw_in1k,70.710,29.290,90.000,10.000,21.98,224,0.900,bicubic,-10.752,-5.828,+4 vit_base_patch32_clip_224.openai_ft_in1k,70.710,29.290,89.830,10.170,88.22,224,0.900,bicubic,-11.220,-6.138,-24 mobilevitv2_175_in22ft1k,70.650,29.350,89.710,10.290,14.25,256,0.888,bicubic,-11.294,-6.082,-28 tf_efficientnet_b3.aa_in1k,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-13 crossvit_small_240,70.610,29.390,89.360,10.640,26.86,240,0.875,bicubic,-10.410,-6.100,+33 cait_xxs24_384,70.600,29.400,89.720,10.280,12.03,384,1.000,bicubic,-10.366,-5.926,+36 gluon_senet154,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.634,-6.428,+14 convit_small,70.580,29.420,89.580,10.420,27.78,224,0.875,bicubic,-10.846,-6.164,0 convnext_nano_ols.d1h_in1k,70.570,29.430,89.090,10.910,15.65,288,1.000,bicubic,-11.040,-6.550,-14 twins_pcpvt_small,70.550,29.450,89.070,10.930,24.11,224,0.900,bicubic,-10.538,-6.572,+25 swinv2_tiny_window8_256,70.540,29.460,89.500,10.500,28.35,256,0.900,bicubic,-11.266,-6.494,-28 ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.968,+34 vit_small_r26_s32_224.augreg_in21k_ft_in1k,70.520,29.480,90.110,9.890,36.43,224,0.900,bicubic,-11.338,-5.912,-35 deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.680,-5.908,+10 legacy_senet154,70.500,29.500,89.010,10.990,115.09,224,0.875,bilinear,-10.810,-6.486,+3 regnetz_b16,70.450,29.550,89.530,10.470,9.72,288,0.940,bicubic,-10.266,-5.948,+42 twins_svt_small,70.440,29.560,89.360,10.640,24.06,224,0.900,bicubic,-11.242,-6.310,-28 crossvit_15_240,70.430,29.570,89.530,10.470,27.53,240,0.875,bicubic,-11.106,-6.162,-20 gluon_seresnext101_64x4d,70.430,29.570,89.350,10.650,88.23,224,0.875,bicubic,-10.464,-5.958,+30 halonet50ts,70.430,29.570,89.320,10.680,22.73,256,0.940,bicubic,-11.214,-6.288,-30 tf_efficientnet_lite4.in1k,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.106,-6.558,-22 resnetaa50,70.420,29.580,90.000,10.000,25.56,288,1.000,bicubic,-11.202,-5.808,-29 resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.618,+18 resnest50d_1s4x24d,70.400,29.600,89.220,10.780,25.68,224,0.875,bicubic,-10.588,-6.102,+16 seresnext50_32x4d,70.400,29.600,89.110,10.890,27.56,224,0.875,bicubic,-10.866,-6.510,-5 cs3darknet_l,70.360,29.640,89.750,10.250,21.16,288,0.950,bicubic,-10.536,-5.920,+22 gernet_l,70.350,29.650,88.980,11.020,31.08,256,0.875,bilinear,-11.004,-6.556,-11 vit_srelpos_small_patch16_224.sw_in1k,70.290,29.710,89.580,10.420,21.97,224,0.900,bicubic,-10.804,-5.752,+4 gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.726,-6.562,+11 repvgg_b3,70.250,29.750,88.730,11.270,123.09,224,0.875,bilinear,-10.242,-6.530,+40 coat_mini,70.220,29.780,89.440,10.560,10.34,224,0.900,bicubic,-11.048,-5.952,-12 xception41p,70.220,29.780,89.090,10.910,26.91,299,0.940,bicubic,-11.738,-6.704,-60 sebotnet33ts_256,70.180,29.820,88.790,11.210,13.70,256,0.940,bicubic,-10.970,-6.384,-6 ecaresnet101d_pruned,70.130,29.870,89.590,10.410,24.88,224,0.875,bicubic,-10.688,-6.038,+19 efficientnet_el.ra_in1k,70.120,29.880,89.290,10.710,10.59,300,0.904,bicubic,-11.196,-6.236,-18 inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.338,-6.606,+40 resmlp_36_distilled_224,70.090,29.910,89.100,10.900,44.69,224,0.875,bicubic,-11.070,-6.388,-12 haloregnetz_b,70.090,29.910,88.860,11.140,11.68,224,0.940,bicubic,-10.960,-6.336,-1 poolformer_s36,70.020,29.980,89.190,10.810,30.86,224,0.900,bicubic,-11.396,-6.256,-30 sehalonet33ts,70.020,29.980,88.710,11.290,13.69,256,0.940,bicubic,-10.938,-6.566,+3 gluon_seresnext101_32x4d,70.010,29.990,88.900,11.100,48.96,224,0.875,bicubic,-10.894,-6.394,+6 regnety_320,70.000,30.000,88.890,11.110,145.05,224,0.875,bicubic,-10.810,-6.354,+12 levit_256,69.970,30.030,89.250,10.750,18.89,224,0.900,bicubic,-11.540,-6.240,-42 gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.514,-6.716,+29 pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.204,-6.640,-11 maxvit_rmlp_pico_rw_256,69.880,30.120,89.270,10.730,7.52,256,0.950,bicubic,-10.636,-5.942,+22 ecaresnet50d,69.840,30.160,89.400,10.600,25.58,224,0.875,bicubic,-10.752,-5.920,+15 mobilevitv2_150_in22ft1k,69.820,30.180,89.170,10.830,10.59,256,0.888,bicubic,-11.658,-6.504,-44 mobilevitv2_200,69.760,30.240,88.610,11.390,18.45,256,0.888,bicubic,-11.376,-6.756,-21 ssl_resnext50_32x4d,69.710,30.290,89.440,10.560,25.03,224,0.875,bilinear,-10.608,-5.966,+38 xcit_tiny_24_p16_224_dist,69.700,30.300,88.710,11.290,12.12,224,1.000,bicubic,-10.746,-6.508,+27 xcit_tiny_12_p16_384_dist,69.690,30.310,89.030,10.970,6.72,384,1.000,bicubic,-11.250,-6.380,-8 lambda_resnet50ts,69.690,30.310,88.830,11.170,21.54,256,0.950,bicubic,-11.476,-7.142,-27 resmlp_24_distilled_224,69.680,30.320,89.050,10.950,30.02,224,0.875,bicubic,-11.086,-6.168,0 gluon_resnext101_64x4d,69.680,30.320,88.270,11.730,83.46,224,0.875,bicubic,-10.924,-6.718,+7 resnext50_32x4d,69.660,30.340,88.660,11.340,25.03,224,0.950,bicubic,-11.458,-6.672,-26 efficientnet_b3_pruned.in1k,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.278,-6.262,-5 gcresnext50ts,69.540,30.460,88.850,11.150,15.67,256,0.900,bicubic,-11.040,-6.320,+5 nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.122,-6.606,0 gernet_m,69.530,30.470,88.690,11.310,21.14,224,0.875,bilinear,-11.202,-6.494,-5 ens_adv_inception_resnet_v2,69.530,30.470,88.510,11.490,55.84,299,0.897,bicubic,-10.452,-6.428,+51 efficientnet_el_pruned.in1k,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.780,-6.288,+30 repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.692,-6.660,+36 gcresnet50t,69.500,30.500,89.040,10.960,25.90,256,0.900,bicubic,-11.440,-6.414,-21 efficientnet_b2.ra_in1k,69.500,30.500,88.680,11.320,9.11,288,1.000,bicubic,-11.112,-6.638,-4 rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+23 gcvit_xxtiny,69.470,30.530,88.870,11.130,12.00,224,0.875,bicubic,-10.244,-6.210,+61 swin_tiny_patch4_window7_224,69.450,30.550,89.020,10.980,28.29,224,0.900,bicubic,-11.928,-6.520,-54 regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.806,-6.756,+27 cspresnext50,69.430,30.570,88.620,11.380,20.57,256,0.887,bilinear,-11.116,-6.700,-6 vit_base_patch32_224.augreg_in21k_ft_in1k,69.410,30.590,89.420,10.580,88.22,224,0.900,bicubic,-11.314,-6.148,-14 convmixer_768_32,69.400,30.600,88.910,11.090,21.11,224,0.960,bicubic,-10.764,-6.162,+30 darknet53,69.370,30.630,88.770,11.230,41.61,288,1.000,bicubic,-11.164,-6.650,-8 inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.188,+27 legacy_seresnext101_32x4d,69.360,30.640,88.070,11.930,48.96,224,0.875,bilinear,-10.868,-6.948,+23 ecaresnetlight,69.340,30.660,89.220,10.780,30.16,224,0.875,bicubic,-11.122,-6.028,-1 resnet50d,69.330,30.670,88.220,11.780,25.58,224,0.875,bicubic,-11.200,-6.940,-11 cs3darknet_focus_l,69.320,30.680,89.440,10.560,21.15,288,0.950,bicubic,-11.564,-6.242,-28 xception71,69.320,30.680,88.260,11.740,42.34,299,0.903,bicubic,-10.554,-6.662,+37 vit_small_patch16_384.augreg_in1k,69.310,30.690,89.020,10.980,22.20,384,1.000,bicubic,-11.810,-6.554,-51 mobilevitv2_175,69.300,30.700,88.940,11.060,14.25,256,0.888,bicubic,-11.560,-6.314,-30 vit_small_patch32_384.augreg_in21k_ft_in1k,69.290,30.710,89.820,10.180,22.92,384,1.000,bicubic,-11.190,-5.778,-11 convnext_pico_ols.d1_in1k,69.240,30.760,88.830,11.170,9.06,288,1.000,bicubic,-11.224,-6.412,-9 edgenext_small_rw,69.230,30.770,88.750,11.250,7.83,320,1.000,bicubic,-11.226,-6.442,-7 efficientformer_l1,69.220,30.780,88.540,11.460,12.29,224,0.950,bicubic,-11.282,-6.458,-16 vit_base_patch16_384.augreg_in1k,69.180,30.820,88.380,11.620,86.86,384,1.000,bicubic,-11.922,-6.952,-54 gluon_xception65,69.160,30.840,88.090,11.910,39.92,299,0.903,bicubic,-10.556,-6.770,+39 gluon_resnet152_v1c,69.140,30.860,87.870,12.130,60.21,224,0.875,bicubic,-10.770,-6.970,+26 mixnet_xl.ra_in1k,69.100,30.900,88.310,11.690,11.90,224,0.875,bicubic,-11.376,-6.626,-17 seresnet33ts,69.090,30.910,88.490,11.510,19.78,256,0.900,bicubic,-11.262,-6.616,-5 tf_efficientnetv2_b2.in1k,69.090,30.910,88.220,11.780,10.10,260,0.890,bicubic,-11.118,-6.822,+9 resnetv2_50,69.040,30.960,88.440,11.560,25.55,224,0.950,bicubic,-11.392,-6.640,-13 gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.404,-6.914,-12 repvgg_b2g4,69.000,31.000,88.360,11.640,61.76,224,0.875,bilinear,-10.366,-6.328,+52 seresnet50,68.980,31.020,88.710,11.290,28.09,224,0.875,bicubic,-11.294,-6.360,-2 gcresnet33ts,68.980,31.020,88.470,11.530,19.88,256,0.900,bicubic,-11.102,-6.528,+11 gluon_resnext101_32x4d,68.960,31.040,88.360,11.640,44.18,224,0.875,bicubic,-11.374,-6.566,-10 convnext_pico.d1_in1k,68.930,31.070,88.480,11.520,9.05,288,0.950,bicubic,-11.496,-6.578,-18 tf_efficientnet_b2.ap_in1k,68.920,31.080,88.350,11.650,9.11,260,0.890,bicubic,-11.380,-6.678,-6 cspdarknet53,68.890,31.110,88.600,11.400,27.64,256,0.887,bilinear,-11.168,-6.484,+8 mobilevitv2_150,68.870,31.130,88.090,11.910,10.59,256,0.888,bicubic,-11.506,-6.970,-19 regnety_120,68.850,31.150,88.330,11.670,51.82,224,0.875,bicubic,-11.516,-6.796,-18 resnet50_gn,68.830,31.170,88.440,11.560,25.56,224,0.940,bicubic,-11.222,-6.506,+6 gluon_resnet152_v1b,68.820,31.180,87.710,12.290,60.19,224,0.875,bicubic,-10.866,-7.026,+25 eca_resnet33ts,68.810,31.190,88.580,11.420,19.68,256,0.900,bicubic,-11.268,-6.390,+2 dpn131,68.770,31.230,87.470,12.530,79.25,224,0.875,bicubic,-11.052,-7.240,+15 gmlp_s16_224,68.760,31.240,88.090,11.910,19.42,224,0.875,bicubic,-10.882,-6.508,+26 darknetaa53,68.750,31.250,88.720,11.280,36.02,288,1.000,bilinear,-11.772,-6.602,-41 tf_efficientnet_b2.aa_in1k,68.750,31.250,87.990,12.010,9.11,260,0.890,bicubic,-11.336,-6.918,-4 resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.936,-6.566,+21 poolformer_s24,68.740,31.260,88.220,11.780,21.39,224,0.900,bicubic,-11.576,-6.818,-21 resnet50,68.730,31.270,87.690,12.310,25.56,224,0.950,bicubic,-11.644,-6.924,-29 deit_small_patch16_224,68.720,31.280,88.200,11.800,22.05,224,0.900,bicubic,-11.136,-6.852,+4 gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-23 dpn107,68.690,31.310,88.130,11.870,86.92,224,0.875,bicubic,-11.466,-6.780,-12 gluon_seresnext50_32x4d,68.670,31.330,88.310,11.690,27.56,224,0.875,bicubic,-11.248,-6.512,-4 hrnet_w64,68.640,31.360,88.050,11.950,128.06,224,0.875,bilinear,-10.834,-6.602,+24 dpn98,68.590,31.410,87.680,12.320,61.57,224,0.875,bicubic,-11.052,-6.948,+16 xcit_tiny_12_p8_224,68.560,31.440,88.680,11.320,6.71,224,1.000,bicubic,-11.134,-6.372,+9 regnetx_160,68.530,31.470,88.450,11.550,54.28,224,0.875,bicubic,-11.326,-6.380,-2 cspresnet50,68.460,31.540,88.010,11.990,21.62,256,0.887,bilinear,-11.114,-6.702,+15 rexnet_130,68.450,31.550,88.040,11.960,7.56,224,0.875,bicubic,-11.050,-6.642,+16 xcit_tiny_24_p16_224,68.430,31.570,88.290,11.710,12.12,224,1.000,bicubic,-11.014,-6.592,+21 ecaresnet50d_pruned,68.420,31.580,88.370,11.630,19.94,224,0.875,bicubic,-11.296,-6.510,+1 tf_efficientnet_el.in1k,68.420,31.580,88.210,11.790,10.59,300,0.904,bicubic,-11.830,-6.918,-30 cait_xxs36_224,68.410,31.590,88.630,11.370,17.30,224,1.000,bicubic,-11.340,-6.236,-2 ssl_resnet50,68.410,31.590,88.560,11.440,25.56,224,0.875,bilinear,-10.812,-6.272,+33 skresnext50_32x4d,68.350,31.650,87.570,12.430,27.48,224,0.875,bicubic,-11.806,-7.072,-24 fbnetv3_d.ra2_in1k,68.330,31.670,88.450,11.550,10.31,256,0.950,bilinear,-11.350,-6.494,+1 dla102x2,68.330,31.670,87.890,12.110,41.28,224,0.875,bilinear,-11.118,-6.750,+14 efficientnet_b2_pruned.in1k,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.756,-18 resmlp_big_24_224,68.320,31.680,87.520,12.480,129.14,224,0.875,bicubic,-12.708,-7.502,-95 gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.044,-7.126,+14 vit_base_patch16_224.sam,68.280,31.720,87.720,12.280,86.57,224,0.900,bicubic,-11.962,-7.036,-37 ecaresnet26t,68.230,31.770,88.790,11.210,16.01,320,0.950,bicubic,-11.624,-6.294,-16 tf_efficientnet_lite3.in1k,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.590,-7.174,-14 ese_vovnet39b,68.210,31.790,88.240,11.760,24.57,224,0.875,bicubic,-11.110,-6.472,+11 fbnetv3_b.ra2_in1k,68.180,31.820,87.930,12.070,8.60,256,0.950,bilinear,-10.970,-6.816,+29 regnetx_120,68.150,31.850,87.660,12.340,46.11,224,0.875,bicubic,-11.446,-7.078,-4 resmlp_36_224,68.080,31.920,88.190,11.810,44.69,224,0.875,bicubic,-11.690,-6.696,-17 resnetrs50,68.030,31.970,87.710,12.290,35.69,224,0.910,bicubic,-11.862,-7.258,-26 pit_xs_distilled_224,68.020,31.980,87.720,12.280,11.00,224,0.900,bicubic,-11.286,-6.644,+10 dpn92,67.990,32.010,87.580,12.420,37.67,224,0.875,bicubic,-12.018,-7.256,-33 nf_regnet_b1,67.960,32.040,88.200,11.800,10.22,288,0.900,bicubic,-11.332,-6.548,+10 gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.134,-7.340,+27 resnetv2_50x1_bitm,67.920,32.080,89.300,10.700,25.55,448,1.000,bilinear,-12.422,-6.384,-60 levit_192,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.942,-6.896,-27 tf_efficientnetv2_b1.in1k,67.890,32.110,87.800,12.200,8.14,240,0.882,bicubic,-11.572,-6.922,-6 regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.314,-7.570,+16 resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.448,-7.028,-1 efficientnet_em.ra2_in1k,67.840,32.160,88.120,11.880,6.90,240,0.882,bicubic,-11.412,-6.674,+8 legacy_seresnext50_32x4d,67.840,32.160,87.620,12.380,27.56,224,0.875,bilinear,-11.238,-6.816,+19 lambda_resnet26t,67.810,32.190,87.780,12.220,10.96,256,0.940,bicubic,-11.286,-6.812,+16 resmlp_24_224,67.810,32.190,87.610,12.390,30.02,224,0.875,bicubic,-11.564,-6.936,-9 hrnet_w48,67.770,32.230,87.420,12.580,77.47,224,0.875,bilinear,-11.530,-7.092,-2 hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.156,-6.808,+25 coat_lite_mini,67.720,32.280,87.700,12.300,11.01,224,0.900,bicubic,-11.368,-6.904,+13 tf_efficientnet_b0.ns_jft_in1k,67.710,32.290,88.070,11.930,5.29,224,0.875,bicubic,-10.948,-6.306,+37 regnetx_064,67.680,32.320,87.520,12.480,26.21,224,0.875,bicubic,-11.392,-6.938,+13 eca_botnext26ts_256,67.680,32.320,87.060,12.940,10.59,256,0.950,bicubic,-11.594,-7.554,-2 convnext_femto_ols.d1_in1k,67.670,32.330,87.380,12.620,5.23,288,0.950,bicubic,-11.264,-7.152,+17 xception,67.650,32.350,87.570,12.430,22.86,299,0.897,bicubic,-11.402,-6.822,+12 dpn68b,67.630,32.370,87.670,12.330,12.61,224,0.875,bicubic,-11.586,-6.744,-2 halonet26t,67.620,32.380,87.250,12.750,12.48,256,0.950,bicubic,-11.480,-7.062,+4 dla169,67.610,32.390,87.590,12.410,53.39,224,0.875,bilinear,-11.078,-6.746,+28 gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.216,-6.900,+19 gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.954,-7.398,-30 res2net50_26w_8s,67.570,32.430,87.280,12.720,48.40,224,0.875,bilinear,-11.630,-7.088,-5 hrnet_w40,67.560,32.440,87.140,12.860,57.56,224,0.875,bilinear,-11.360,-7.330,+10 tf_efficientnet_b1.ap_in1k,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.760,-6.546,-15 legacy_seresnet152,67.520,32.480,87.390,12.610,66.82,224,0.875,bilinear,-11.140,-6.980,+24 mobilevitv2_125,67.470,32.530,87.570,12.430,7.48,256,0.888,bicubic,-12.214,-7.280,-44 efficientnet_b1.ft_in1k,67.470,32.530,87.510,12.490,7.79,256,1.000,bicubic,-11.324,-6.832,+13 eca_halonext26ts,67.470,32.530,87.230,12.770,10.76,256,0.940,bicubic,-12.016,-7.368,-33 gluon_resnet101_v1b,67.460,32.540,87.240,12.760,44.55,224,0.875,bicubic,-11.846,-7.284,-24 tf_efficientnet_cc_b1_8e.in1k,67.450,32.550,87.310,12.690,39.72,240,0.882,bicubic,-11.858,-7.060,-26 res2net101_26w_4s,67.440,32.560,87.010,12.990,45.21,224,0.875,bilinear,-11.758,-7.422,-13 resnetblur50,67.430,32.570,87.440,12.560,25.56,224,0.875,bicubic,-11.856,-7.198,-23 resnet33ts,67.370,32.630,87.580,12.420,19.68,256,0.900,bicubic,-11.844,-6.994,-17 cait_xxs24_224,67.330,32.670,87.510,12.490,11.96,224,1.000,bicubic,-11.056,-6.800,+29 regnetx_032,67.290,32.710,87.000,13.000,15.30,224,0.875,bicubic,-10.882,-7.088,+40 coat_tiny,67.250,32.750,87.340,12.660,5.50,224,0.900,bicubic,-11.184,-6.698,+24 xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.266,-7.078,+15 convnext_femto.d1_in1k,67.200,32.800,87.510,12.490,5.22,288,0.950,bicubic,-11.504,-6.924,+7 resnest26d,67.200,32.800,87.170,12.830,17.07,224,0.875,bilinear,-11.278,-7.128,+17 repvgg_b2,67.160,32.840,87.330,12.670,89.02,224,0.875,bilinear,-11.632,-7.084,0 legacy_seresnet101,67.160,32.840,87.060,12.940,49.33,224,0.875,bilinear,-11.222,-7.204,+24 vit_relpos_base_patch32_plus_rpn_256.sw_in1k,67.140,32.860,86.490,13.510,119.42,256,0.900,bicubic,-12.340,-7.648,-48 botnet26t_256,67.130,32.870,87.550,12.450,12.49,256,0.950,bicubic,-12.142,-6.978,-31 dla60x,67.100,32.900,87.190,12.810,17.35,224,0.875,bilinear,-11.146,-6.828,+25 gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.652,-7.378,-1 tv_resnet152,67.050,32.950,87.550,12.450,60.19,224,0.875,bilinear,-11.262,-6.488,+22 xcit_tiny_12_p16_224_dist,67.020,32.980,87.400,12.600,6.72,224,1.000,bicubic,-11.558,-6.796,+2 dla60_res2net,67.020,32.980,87.160,12.840,20.85,224,0.875,bilinear,-11.444,-7.046,+10 dla102x,67.010,32.990,86.770,13.230,26.31,224,0.875,bilinear,-11.500,-7.458,+4 lambda_resnet26rpt_256,66.960,33.040,87.130,12.870,10.99,256,0.940,bicubic,-12.010,-7.300,-19 mixnet_l.ft_in1k,66.940,33.060,86.910,13.090,7.33,224,0.875,bicubic,-12.036,-7.272,-21 pit_xs_224,66.920,33.080,87.280,12.720,10.62,224,0.900,bicubic,-11.262,-6.888,+22 pvt_v2_b1,66.910,33.090,87.430,12.570,14.01,224,0.900,bicubic,-11.784,-7.062,-7 res2net50_26w_6s,66.910,33.090,86.860,13.140,37.05,224,0.875,bilinear,-11.660,-7.264,-3 repvgg_b1,66.900,33.100,86.780,13.220,57.42,224,0.875,bilinear,-11.466,-7.318,+10 xcit_nano_12_p8_384_dist,66.880,33.120,87.110,12.890,3.05,384,1.000,bicubic,-10.940,-6.926,+37 tf_efficientnet_b1.aa_in1k,66.880,33.120,87.010,12.990,7.79,240,0.882,bicubic,-11.946,-7.188,-19 efficientnet_es.ra_in1k,66.880,33.120,86.730,13.270,5.44,224,0.875,bicubic,-11.186,-7.196,+24 mobilevit_s,66.870,33.130,87.060,12.940,5.58,256,0.900,bicubic,-11.442,-7.086,+8 resnet32ts,66.860,33.140,87.250,12.750,17.96,256,0.900,bicubic,-12.144,-7.106,-31 regnetx_040,66.840,33.160,86.730,13.270,22.12,224,0.875,bicubic,-11.642,-7.514,-6 hrnet_w30,66.780,33.220,86.800,13.200,37.71,224,0.875,bilinear,-11.426,-7.422,+11 tf_mixnet_l.in1k,66.780,33.220,86.470,13.530,7.33,224,0.875,bicubic,-11.994,-7.528,-21 selecsls60b,66.760,33.240,86.530,13.470,32.77,224,0.875,bicubic,-11.652,-7.644,-2 hrnet_w32,66.750,33.250,87.300,12.700,41.23,224,0.875,bilinear,-11.700,-6.886,-7 wide_resnet101_2,66.730,33.270,87.030,12.970,126.89,224,0.875,bilinear,-12.126,-7.252,-30 vit_small_patch16_224.augreg_in1k,66.710,33.290,86.710,13.290,22.05,224,0.900,bicubic,-12.136,-7.574,-30 tf_efficientnetv2_b0.in1k,66.700,33.300,86.710,13.290,7.14,224,0.875,bicubic,-11.656,-7.314,-2 adv_inception_v3,66.650,33.350,86.530,13.470,23.83,299,0.875,bicubic,-10.932,-7.206,+36 dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.800,-7.122,-11 vit_tiny_patch16_384.augreg_in21k_ft_in1k,66.610,33.390,87.260,12.740,5.79,384,1.000,bicubic,-11.820,-7.282,-11 mobilevitv2_100,66.610,33.390,87.000,13.000,4.90,256,0.888,bicubic,-11.480,-7.164,+8 cs3darknet_m,66.570,33.430,87.160,12.840,9.31,288,0.950,bicubic,-11.066,-6.854,+27 gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.452,-7.808,+9 levit_128,66.550,33.450,86.750,13.250,9.21,224,0.900,bicubic,-11.936,-7.260,-21 dla102,66.540,33.460,86.910,13.090,33.27,224,0.875,bilinear,-11.492,-7.036,+6 vit_base_patch16_224.augreg_in1k,66.490,33.510,86.250,13.750,86.57,224,0.900,bicubic,-12.664,-7.850,-57 vit_base_patch32_384.augreg_in1k,66.420,33.580,86.950,13.050,88.30,384,1.000,bicubic,-12.340,-7.278,-36 gmixer_24_224,66.420,33.580,86.150,13.850,24.72,224,0.875,bicubic,-11.616,-7.514,+3 tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.450,-6.980,+13 bat_resnext26ts,66.400,33.600,86.830,13.170,10.73,256,0.900,bicubic,-11.842,-7.270,-10 hardcorenas_f,66.370,33.630,86.200,13.800,8.20,224,0.875,bilinear,-11.734,-7.602,-4 coat_lite_tiny,66.290,33.710,86.980,13.020,5.72,224,0.900,bicubic,-11.222,-6.936,+25 efficientnet_b0.ra_in1k,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.408,-7.572,+14 cs3darknet_focus_m,66.260,33.740,87.090,12.910,9.30,288,0.950,bicubic,-11.018,-6.880,+33 legacy_seresnet50,66.250,33.750,86.330,13.670,28.09,224,0.875,bilinear,-11.380,-7.418,+15 selecsls60,66.210,33.790,86.340,13.660,30.67,224,0.875,bicubic,-11.772,-7.488,-2 tf_efficientnet_em.in1k,66.180,33.820,86.360,13.640,6.90,240,0.882,bicubic,-11.950,-7.684,-11 tv_resnext50_32x4d,66.180,33.820,86.040,13.960,25.03,224,0.875,bilinear,-11.440,-7.656,+13 tf_efficientnet_cc_b0_8e.in1k,66.170,33.830,86.240,13.760,24.01,224,0.875,bicubic,-11.738,-7.414,-1 inception_v3,66.150,33.850,86.330,13.670,23.83,299,0.875,bicubic,-11.290,-7.146,+20 res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.824,-7.254,-6 resmlp_12_distilled_224,66.130,33.870,86.630,13.370,15.35,224,0.875,bicubic,-11.814,-6.928,-6 efficientnet_b1_pruned.in1k,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.146,-7.264,-22 rexnet_100,66.070,33.930,86.490,13.510,4.80,224,0.875,bicubic,-11.788,-7.380,-2 gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.456,+11 regnety_016,66.060,33.940,86.380,13.620,11.20,224,0.875,bicubic,-11.802,-7.340,-5 res2net50_14w_8s,66.020,33.980,86.250,13.750,25.06,224,0.875,bilinear,-12.130,-7.598,-22 tinynet_a.in1k,66.010,33.990,85.790,14.210,6.19,192,0.875,bicubic,-11.642,-7.746,0 gcresnext26ts,65.940,34.060,85.920,14.080,10.48,256,0.900,bicubic,-11.874,-7.914,-4 seresnext26t_32x4d,65.880,34.120,85.680,14.320,16.81,224,0.875,bicubic,-12.106,-8.066,-17 repvgg_b1g4,65.850,34.150,86.120,13.880,39.97,224,0.875,bilinear,-11.744,-7.706,+2 res2next50,65.850,34.150,85.840,14.160,24.67,224,0.875,bilinear,-12.396,-8.052,-33 densenet161,65.840,34.160,86.450,13.550,28.68,224,0.875,bicubic,-11.518,-7.188,+10 hardcorenas_e,65.840,34.160,85.980,14.020,8.07,224,0.875,bilinear,-11.954,-7.714,-8 resnet34d,65.780,34.220,86.710,13.290,21.82,224,0.875,bicubic,-11.336,-6.672,+18 xcit_tiny_12_p16_224,65.780,34.220,86.220,13.780,6.72,224,1.000,bicubic,-11.340,-7.492,+16 eca_resnext26ts,65.760,34.240,85.840,14.160,10.30,256,0.900,bicubic,-11.692,-7.726,+2 mobilenetv3_large_100.miil_in21k_ft_in1k,65.760,34.240,85.200,14.800,5.48,224,0.875,bilinear,-12.156,-7.710,-21 skresnet34,65.750,34.250,85.960,14.040,22.28,224,0.875,bicubic,-11.162,-7.362,+25 tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.684,-7.560,+2 convnext_tiny.fb_in22k_ft_in1k,65.680,34.320,86.610,13.390,28.59,288,1.000,bicubic,-13.228,-8.064,-78 seresnext26ts,65.660,34.340,86.140,13.860,10.39,256,0.900,bicubic,-12.206,-7.650,-22 hardcorenas_d,65.630,34.370,85.460,14.540,7.50,224,0.875,bilinear,-11.802,-8.024,-2 convnext_atto_ols.a2_in1k,65.610,34.390,86.260,13.740,3.70,288,0.950,bicubic,-11.606,-7.420,+6 selecsls42b,65.610,34.390,85.810,14.190,32.46,224,0.875,bicubic,-11.564,-7.580,+6 poolformer_s12,65.600,34.400,86.130,13.870,11.92,224,0.900,bicubic,-11.630,-7.374,+3 tf_efficientnet_b0.ap_in1k,65.490,34.510,85.580,14.420,5.29,224,0.875,bicubic,-11.596,-7.676,+8 seresnext26d_32x4d,65.410,34.590,85.970,14.030,16.81,224,0.875,bicubic,-12.192,-7.638,-17 convmixer_1024_20_ks9_p14,65.410,34.590,85.590,14.410,24.38,224,0.960,bicubic,-11.536,-7.768,+13 resnet26t,65.400,34.600,86.110,13.890,16.01,256,0.940,bicubic,-12.482,-7.730,-31 tf_efficientnet_lite2.in1k,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.764,-13 res2net50_48w_2s,65.350,34.650,85.960,14.040,25.29,224,0.875,bilinear,-12.172,-7.594,-16 densenet201,65.290,34.710,85.690,14.310,20.01,224,0.875,bicubic,-11.996,-7.788,-8 densenetblur121d,65.280,34.720,85.710,14.290,8.00,224,0.875,bicubic,-11.308,-7.482,+20 dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.832,-7.558,+2 crossvit_9_dagger_240,65.190,34.810,86.600,13.400,8.78,240,0.875,bicubic,-11.790,-7.010,+3 ese_vovnet19b_dw,65.190,34.810,85.470,14.530,6.54,224,0.875,bicubic,-11.608,-7.798,+9 tf_efficientnet_cc_b0_4e.in1k,65.150,34.850,85.160,14.840,13.31,224,0.875,bicubic,-12.156,-8.174,-14 gernet_s,65.120,34.880,85.510,14.490,8.17,224,0.875,bilinear,-11.796,-7.622,+4 legacy_seresnext26_32x4d,65.050,34.950,85.660,14.340,16.79,224,0.875,bicubic,-12.054,-7.656,-6 mobilenetv2_120d.ra_in1k,65.030,34.970,85.960,14.040,5.83,224,0.875,bicubic,-12.254,-7.532,-15 convnext_atto.d2_in1k,64.940,35.060,86.230,13.770,3.70,288,0.950,bicubic,-12.074,-7.470,-4 hrnet_w18,64.920,35.080,85.740,14.260,21.30,224,0.875,bilinear,-11.838,-7.704,+5 hardcorenas_c,64.860,35.140,85.250,14.750,5.52,224,0.875,bilinear,-12.194,-7.908,-8 densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.146,-7.786,+22 mixnet_m.ft_in1k,64.700,35.300,85.450,14.550,5.01,224,0.875,bicubic,-12.560,-7.974,-18 resnet26d,64.680,35.320,85.120,14.880,16.01,224,0.875,bicubic,-12.016,-8.030,+2 levit_128s,64.610,35.390,84.730,15.270,7.78,224,0.900,bicubic,-11.920,-8.136,+8 resnext26ts,64.590,35.410,85.110,14.890,10.30,256,0.900,bicubic,-12.190,-8.020,-2 xcit_nano_12_p8_224_dist,64.520,35.480,85.980,14.020,3.05,224,1.000,bicubic,-11.804,-7.110,+9 repvgg_a2,64.450,35.550,85.130,14.870,28.21,224,0.875,bilinear,-12.010,-7.874,+7 xcit_nano_12_p16_384_dist,64.430,35.570,85.300,14.700,3.05,384,1.000,bicubic,-11.028,-7.394,+25 hardcorenas_b,64.420,35.580,84.870,15.130,5.18,224,0.875,bilinear,-12.118,-7.884,+2 regnetx_016,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.570,-7.950,-14 tf_efficientnet_lite1.in1k,64.380,35.620,85.470,14.530,5.42,240,0.882,bicubic,-12.262,-7.756,-4 resmlp_12_224,64.350,35.650,85.580,14.420,15.35,224,0.875,bicubic,-12.304,-7.600,-6 tf_efficientnet_b0.aa_in1k,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.538,-7.948,-12 tf_mixnet_m.in1k,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.062,-16 dpn68,64.230,35.770,85.180,14.820,12.61,224,0.875,bicubic,-12.088,-7.798,+1 tf_efficientnet_es.in1k,64.230,35.770,84.740,15.260,5.44,224,0.875,bicubic,-12.364,-8.462,-7 regnety_008,64.160,35.840,85.270,14.730,6.26,224,0.875,bicubic,-12.156,-7.796,0 vit_small_patch32_224.augreg_in21k_ft_in1k,64.070,35.930,85.560,14.440,22.88,224,0.900,bicubic,-11.920,-7.712,+2 mobilenetv2_140.ra_in1k,64.060,35.940,85.040,14.960,6.11,224,0.875,bicubic,-12.456,-7.956,-6 densenet121,63.750,36.250,84.590,15.410,7.98,224,0.875,bicubic,-11.828,-8.062,+9 hardcorenas_a,63.710,36.290,84.400,15.600,5.26,224,0.875,bilinear,-12.206,-8.114,+1 mobilevitv2_075,63.590,36.410,84.960,15.040,2.87,256,0.888,bicubic,-12.032,-7.808,+6 resnest14d,63.590,36.410,84.250,15.750,10.61,224,0.875,bilinear,-11.916,-8.268,+8 tf_mixnet_s.in1k,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.358,+2 resnet26,63.470,36.530,84.260,15.740,16.00,224,0.875,bicubic,-11.822,-8.310,+11 mixnet_s.ft_in1k,63.390,36.610,84.740,15.260,4.13,224,0.875,bicubic,-12.602,-8.056,-7 mobilenetv3_large_100.ra_in1k,63.360,36.640,84.090,15.910,5.48,224,0.875,bicubic,-12.406,-8.452,-3 vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,63.340,36.660,85.280,14.720,6.36,384,1.000,bicubic,-12.612,-7.980,-7 efficientnet_es_pruned.in1k,63.330,36.670,84.950,15.050,5.44,224,0.875,bicubic,-11.670,-7.498,+15 tv_resnet50,63.330,36.670,84.640,15.360,25.56,224,0.875,bilinear,-12.808,-8.224,-12 mixer_b16_224,63.270,36.730,83.310,16.690,59.88,224,0.875,bicubic,-13.330,-8.918,-23 efficientnet_lite0.ra_in1k,63.240,36.760,84.440,15.560,4.65,224,0.875,bicubic,-12.244,-8.070,0 mobilenetv3_rw.rmsp_in1k,63.220,36.780,84.510,15.490,5.48,224,0.875,bicubic,-12.414,-8.198,-6 semnasnet_100.rmsp_in1k,63.150,36.850,84.520,15.480,3.89,224,0.875,bicubic,-12.298,-8.084,0 pit_ti_distilled_224,63.150,36.850,83.960,16.040,5.10,224,0.900,bicubic,-11.380,-8.136,+20 vit_tiny_patch16_224.augreg_in21k_ft_in1k,63.110,36.890,84.850,15.150,5.72,224,0.900,bicubic,-12.344,-7.998,-3 regnety_006,63.110,36.890,84.250,15.750,6.06,224,0.875,bicubic,-12.136,-8.282,+1 mobilevit_xs,62.940,37.060,84.840,15.160,2.32,256,0.900,bicubic,-11.704,-7.512,+13 tv_densenet121,62.940,37.060,84.250,15.750,7.98,224,0.875,bicubic,-11.798,-7.900,+10 resnet34,62.870,37.130,84.140,15.860,21.80,224,0.875,bilinear,-12.240,-8.144,+1 legacy_seresnet34,62.850,37.150,84.210,15.790,21.96,224,0.875,bilinear,-11.958,-7.914,+7 mobilenetv2_110d.ra_in1k,62.830,37.170,84.500,15.500,4.52,224,0.875,bicubic,-12.206,-7.686,+1 edgenext_x_small,62.820,37.180,84.680,15.320,2.34,288,1.000,bicubic,-12.868,-8.086,-18 deit_tiny_distilled_patch16_224,62.810,37.190,83.930,16.070,5.91,224,0.900,bicubic,-11.700,-7.960,+11 hrnet_w18_small_v2,62.800,37.200,83.980,16.020,15.60,224,0.875,bilinear,-12.314,-8.436,-5 swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.516,-7.434,+22 tinynet_b.in1k,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.244,-7.938,-2 repvgg_b0,62.720,37.280,83.860,16.140,15.82,224,0.875,bilinear,-12.432,-8.558,-10 gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.018,-8.000,+4 xcit_nano_12_p8_224,62.560,37.440,84.200,15.800,3.05,224,1.000,bicubic,-11.354,-7.972,+11 tf_efficientnet_lite0.in1k,62.550,37.450,84.220,15.780,4.65,224,0.875,bicubic,-12.280,-7.956,-4 regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.548,-8.316,-10 dla34,62.480,37.520,83.910,16.090,15.74,224,0.875,bilinear,-12.150,-8.168,-1 tf_mobilenetv3_large_100.in1k,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.636,-24 fbnetc_100.rmsp_in1k,62.440,37.560,83.380,16.620,5.57,224,0.875,bilinear,-12.684,-9.006,-16 crossvit_9_240,62.260,37.740,84.270,15.730,8.55,240,0.875,bicubic,-11.704,-7.698,+4 crossvit_tiny_240,62.070,37.930,83.600,16.400,7.01,240,0.875,bicubic,-11.254,-8.316,+9 mnasnet_100.rmsp_in1k,61.900,38.100,83.710,16.290,4.38,224,0.875,bicubic,-12.758,-8.404,-8 regnety_004,61.870,38.130,83.430,16.570,4.34,224,0.875,bicubic,-12.164,-8.322,-1 vgg19_bn,61.860,38.140,83.450,16.550,143.68,224,0.875,bilinear,-12.354,-8.392,-4 convit_tiny,61.590,38.410,84.120,15.880,5.71,224,0.875,bicubic,-11.526,-7.594,+8 ssl_resnet18,61.480,38.520,83.300,16.700,11.69,224,0.875,bilinear,-11.130,-8.116,+12 regnetx_006,61.350,38.650,83.450,16.550,6.20,224,0.875,bicubic,-12.502,-8.222,-1 spnasnet_100.rmsp_in1k,61.220,38.780,82.790,17.210,4.42,224,0.875,bilinear,-12.864,-9.028,-7 tv_resnet34,61.190,38.810,82.710,17.290,21.80,224,0.875,bilinear,-12.122,-8.716,+2 vit_base_patch32_224.augreg_in1k,61.050,38.950,82.740,17.260,88.22,224,0.900,bicubic,-13.854,-9.038,-20 pit_ti_224,60.980,39.020,83.860,16.140,4.85,224,0.900,bicubic,-11.932,-7.542,+6 skresnet18,60.860,39.140,82.880,17.120,11.96,224,0.875,bicubic,-12.178,-8.288,+2 ghostnet_100,60.830,39.170,82.360,17.640,5.18,224,0.875,bilinear,-13.148,-9.096,-10 vgg16_bn,60.760,39.240,82.950,17.050,138.37,224,0.875,bilinear,-12.590,-8.556,-5 semnasnet_075.rmsp_in1k,60.710,39.290,82.510,17.490,2.91,224,0.875,bicubic,-12.264,-8.626,0 tf_mobilenetv3_large_075.in1k,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.038,-9.400,-8 xcit_nano_12_p16_224_dist,60.240,39.760,82.490,17.510,3.05,224,1.000,bicubic,-12.062,-8.372,+6 mobilenetv2_100.ra_in1k,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.780,-8.776,-2 resnet18d,60.160,39.840,82.300,17.700,11.71,224,0.875,bicubic,-12.100,-8.396,+5 vit_base_patch32_224.sam,60.010,39.990,81.230,18.770,88.22,224,0.900,bicubic,-13.680,-9.784,-13 deit_tiny_patch16_224,59.830,40.170,82.670,17.330,5.72,224,0.900,bicubic,-12.338,-8.448,+5 legacy_seresnet18,59.800,40.200,81.690,18.310,11.78,224,0.875,bicubic,-11.944,-8.644,+9 vgg19,59.710,40.290,81.450,18.550,143.67,224,0.875,bilinear,-12.658,-9.422,-3 regnetx_004,59.410,40.590,81.690,18.310,5.16,224,0.875,bicubic,-12.986,-9.140,-5 edgenext_xx_small,59.390,40.610,81.820,18.180,1.33,288,1.000,bicubic,-12.476,-8.724,+4 vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,59.070,40.930,81.760,18.240,6.34,224,0.900,bicubic,-12.718,-9.068,+3 tf_mobilenetv3_large_minimal_100.in1k,59.070,40.930,81.150,18.850,3.92,224,0.875,bilinear,-13.178,-9.480,-1 vgg13_bn,59.000,41.000,81.070,18.930,133.05,224,0.875,bilinear,-12.594,-9.312,+5 hrnet_w18_small,58.950,41.050,81.340,18.660,13.19,224,0.875,bilinear,-13.392,-9.338,-7 lcnet_100.ra2_in1k,58.870,41.130,81.180,18.820,2.95,224,0.875,bicubic,-13.244,-9.198,-3 vgg16,58.830,41.170,81.660,18.340,138.36,224,0.875,bilinear,-12.764,-8.716,+1 pvt_v2_b0,58.760,41.240,82.130,17.870,3.67,224,0.900,bicubic,-11.896,-8.078,+4 xcit_nano_12_p16_224,58.350,41.650,80.880,19.120,3.05,224,1.000,bicubic,-11.604,-8.874,+7 gluon_resnet18_v1b,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.496,-8.790,+1 tinynet_c.in1k,58.170,41.830,80.280,19.720,2.46,184,0.875,bicubic,-13.062,-9.468,-1 resnet14t,57.800,42.200,79.920,20.080,10.08,224,0.950,bilinear,-14.550,-10.420,-15 mobilevitv2_050,57.720,42.280,80.900,19.100,1.37,256,0.888,bicubic,-12.420,-9.026,+2 vgg11_bn,57.410,42.590,80.020,19.980,132.87,224,0.875,bilinear,-12.950,-9.782,-1 resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.578,-8.878,+2 mobilevit_xxs,57.170,42.830,79.740,20.260,1.27,256,0.900,bicubic,-11.742,-9.198,+5 vgg13,57.150,42.850,79.540,20.460,133.05,224,0.875,bilinear,-12.776,-9.706,0 regnety_002,57.000,43.000,79.840,20.160,3.16,224,0.875,bicubic,-13.252,-9.700,-4 mixer_l16_224,56.690,43.310,75.990,24.010,208.20,224,0.875,bicubic,-15.368,-11.678,-15 regnetx_002,56.050,43.950,79.210,20.790,2.68,224,0.875,bicubic,-12.712,-9.346,+2 dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+4 vgg11,55.800,44.200,78.830,21.170,132.86,224,0.875,bilinear,-13.224,-9.798,-3 resnet10t,55.670,44.330,78.020,21.980,5.44,224,0.950,bilinear,-12.624,-10.058,0 lcnet_075.ra2_in1k,55.410,44.590,78.300,21.700,2.36,224,0.875,bicubic,-13.408,-10.070,-3 mobilenetv3_small_100.lamb_in1k,54.700,45.300,77.770,22.230,2.54,224,0.875,bicubic,-12.952,-9.866,+1 tf_mobilenetv3_small_100.in1k,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.392,-10.604,-2 tinynet_d.in1k,53.420,46.580,76.350,23.650,2.34,152,0.875,bicubic,-13.542,-10.716,0 mnasnet_small.lamb_in1k,53.280,46.720,75.890,24.110,2.03,224,0.875,bicubic,-12.926,-10.618,0 dla46x_c,53.050,46.950,76.870,23.130,1.07,224,0.875,bilinear,-12.920,-10.110,0 mobilenetv2_050.lamb_in1k,52.850,47.150,75.440,24.560,1.97,224,0.875,bicubic,-13.092,-10.642,0 tf_mobilenetv3_small_075.in1k,52.160,47.840,75.470,24.530,2.04,224,0.875,bilinear,-13.556,-10.660,0 dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.602,+1 mobilenetv3_small_075.lamb_in1k,51.900,48.100,74.730,25.270,2.04,224,0.875,bicubic,-13.346,-10.706,-1 lcnet_050.ra2_in1k,49.990,50.010,73.450,26.550,1.88,224,0.875,bicubic,-13.110,-10.930,0 tf_mobilenetv3_small_minimal_100.in1k,49.500,50.500,73.050,26.950,2.04,224,0.875,bilinear,-13.406,-11.180,0 tinynet_e.in1k,46.700,53.300,70.360,29.640,2.04,106,0.875,bicubic,-13.156,-11.402,0 mobilenetv3_small_050.lamb_in1k,44.890,55.110,67.670,32.330,1.59,224,0.875,bicubic,-13.000,-12.524,0