pytorch-image-models/results/results-imagenetv2-matched-frequency.csv

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
tf_efficientnet_l2_ns_475,80.460,19.540,95.730,4.270,480.31,475,0.936,bicubic,-7.772,-2.816,+3
tf_efficientnet_l2_ns,80.250,19.750,95.840,4.160,480.31,800,0.960,bicubic,-8.098,-2.808,+1
beit_large_patch16_512,79.940,20.060,95.350,4.650,305.67,512,1.000,bicubic,-8.662,-3.306,-2
beit_large_patch16_384,79.500,20.500,95.170,4.830,305.00,384,1.000,bicubic,-8.904,-3.438,-2
beit_large_patch16_224,78.810,21.190,94.600,5.400,304.43,224,0.900,bicubic,-8.668,-3.706,+1
tf_efficientnet_b7_ns,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.330,-3.714,+5
vit_large_patch16_384,77.940,22.060,94.440,5.560,304.72,384,1.000,bicubic,-9.140,-3.862,+2
convnext_large_384_in22ft1k,77.740,22.260,94.080,5.920,197.77,384,1.000,bicubic,-9.658,-4.286,-1
convnext_xlarge_384_in22ft1k,77.700,22.300,94.200,5.800,350.20,384,1.000,bicubic,-9.844,-4.290,-4
tf_efficientnet_b6_ns,77.280,22.720,93.900,6.100,43.04,528,0.942,bicubic,-9.170,-3.982,+6
vit_large_r50_s32_384,77.070,22.930,93.720,6.280,329.09,384,1.000,bicubic,-9.112,-4.198,+10
swin_large_patch4_window12_384,77.040,22.960,93.750,6.250,196.74,384,1.000,bicubic,-10.108,-4.490,-4
tf_efficientnetv2_xl_in21ft1k,77.040,22.960,93.270,6.730,208.12,512,1.000,bicubic,-9.378,-4.596,+5
tf_efficientnetv2_l_in21ft1k,76.940,23.060,93.960,6.040,118.52,480,1.000,bicubic,-9.364,-4.018,+6
beit_base_patch16_384,76.900,23.100,93.910,6.090,86.74,384,1.000,bicubic,-9.898,-4.226,-3
ig_resnext101_32x48d,76.880,23.120,93.310,6.690,828.41,224,0.875,bilinear,-8.556,-4.266,+23
cait_m48_448,76.860,23.140,93.370,6.630,356.46,448,1.000,bicubic,-9.624,-4.382,-2
ig_resnext101_32x32d,76.820,23.180,93.210,6.790,468.53,224,0.875,bilinear,-8.282,-4.224,+31
tf_efficientnet_b5_ns,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.280,-4.170,+4
convnext_xlarge_in22ft1k,76.750,23.250,93.540,6.460,350.20,224,0.875,bicubic,-10.258,-4.668,-10
xcit_large_24_p8_384_dist,76.620,23.380,93.090,6.910,188.93,384,1.000,bicubic,-9.380,-4.594,+5
convnext_base_384_in22ft1k,76.570,23.430,93.750,6.250,88.59,384,1.000,bicubic,-9.996,-4.448,-8
vit_base_patch16_384,76.480,23.520,93.760,6.240,86.86,384,1.000,bicubic,-9.526,-4.242,+2
convnext_large_in22ft1k,76.410,23.590,93.480,6.520,197.77,224,0.875,bicubic,-10.216,-4.552,-11
cait_m36_384,76.320,23.680,93.060,6.940,271.22,384,1.000,bicubic,-9.732,-4.670,-1
vit_large_patch16_224,76.300,23.700,93.600,6.400,304.33,224,0.900,bicubic,-9.544,-4.224,+1
swin_base_patch4_window12_384,76.280,23.720,93.320,6.680,87.90,384,1.000,bicubic,-10.152,-4.736,-10
tf_efficientnetv2_l,76.280,23.720,92.970,7.030,118.52,480,1.000,bicubic,-9.210,-4.402,+9
swin_large_patch4_window7_224,76.270,23.730,93.410,6.590,196.53,224,0.900,bicubic,-10.048,-4.482,-10
cait_s36_384,76.220,23.780,92.970,7.030,68.37,384,1.000,bicubic,-9.242,-4.510,+8
xcit_medium_24_p8_384_dist,76.140,23.860,92.970,7.030,84.32,384,1.000,bicubic,-9.674,-4.622,-2
dm_nfnet_f6,76.130,23.870,93.110,6.890,438.36,576,0.956,bicubic,-10.014,-4.620,-10
tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+15
tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.562,+9
vit_base_patch8_224,76.010,23.990,93.370,6.630,86.58,224,0.900,bicubic,-9.782,-4.422,-4
xcit_large_24_p8_224_dist,75.990,24.010,92.730,7.270,188.93,224,1.000,bicubic,-9.408,-4.680,+6
tf_efficientnetv2_m_in21ft1k,75.910,24.090,93.290,6.710,54.14,480,1.000,bicubic,-9.682,-4.456,-3
dm_nfnet_f4,75.850,24.150,92.970,7.030,316.07,512,0.951,bicubic,-9.864,-4.552,-5
xcit_large_24_p16_384_dist,75.830,24.170,92.750,7.250,189.10,384,1.000,bicubic,-9.926,-4.788,-7
xcit_small_24_p8_384_dist,75.770,24.230,92.970,7.030,47.63,384,1.000,bicubic,-9.782,-4.602,-5
ig_resnext101_32x16d,75.740,24.260,92.880,7.120,194.03,224,0.875,bilinear,-8.432,-4.318,+46
tf_efficientnet_b4_ns,75.680,24.320,93.050,6.950,19.34,380,0.922,bicubic,-9.482,-4.420,+5
vit_base_r50_s16_384,75.590,24.410,92.780,7.220,98.95,384,1.000,bicubic,-9.382,-4.510,+16
deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-4
convnext_base_in22ft1k,75.530,24.470,93.150,6.850,88.59,224,0.875,bicubic,-10.266,-4.716,-15
tf_efficientnetv2_m,75.520,24.480,92.620,7.380,54.14,480,1.000,bicubic,-9.516,-4.658,+9
regnetz_e8,75.490,24.510,92.710,7.290,57.70,320,1.000,bicubic,-9.540,-4.554,+9
cait_s24_384,75.480,24.520,92.590,7.410,47.06,384,1.000,bicubic,-9.568,-4.758,+6
xcit_medium_24_p8_224_dist,75.470,24.530,92.900,7.100,84.32,224,1.000,bicubic,-9.598,-4.378,+3
swsl_resnext101_32x8d,75.420,24.580,92.750,7.250,88.79,224,0.875,bilinear,-8.870,-4.430,+31
tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+14
beit_base_patch16_224,75.360,24.640,93.040,6.960,86.53,224,0.900,bicubic,-9.868,-4.616,-6
dm_nfnet_f3,75.210,24.790,92.940,7.060,254.92,416,0.940,bicubic,-10.314,-4.522,-17
efficientnetv2_rw_m,75.160,24.840,92.570,7.430,53.24,416,1.000,bicubic,-9.650,-4.576,+10
ecaresnet269d,75.130,24.870,92.840,7.160,102.09,352,1.000,bicubic,-9.846,-4.386,+3
xcit_medium_24_p16_384_dist,75.100,24.900,92.450,7.550,84.40,384,1.000,bicubic,-10.320,-4.956,-15
dm_nfnet_f5,75.000,25.000,92.600,7.400,377.21,544,0.954,bicubic,-10.814,-4.886,-29
xcit_small_24_p8_224_dist,74.970,25.030,92.300,7.700,47.63,224,1.000,bicubic,-9.904,-4.888,+5
tf_efficientnet_b8,74.920,25.080,92.320,7.680,87.41,672,0.954,bicubic,-10.446,-5.072,-15
xcit_small_12_p8_384_dist,74.860,25.140,92.460,7.540,26.21,384,1.000,bicubic,-10.222,-4.820,-9
eca_nfnet_l2,74.830,25.170,92.650,7.350,56.72,384,1.000,bicubic,-9.866,-4.614,+7
tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.214,-4.986,-2
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
dm_nfnet_f2,74.620,25.380,92.250,7.750,193.78,352,0.920,bicubic,-10.444,-4.990,-11
xcit_small_24_p16_384_dist,74.600,25.400,92.450,7.550,47.67,384,1.000,bicubic,-10.494,-4.860,-15
tf_efficientnet_b5_ap,74.590,25.410,91.990,8.010,30.39,456,0.934,bicubic,-9.666,-4.988,+18
dm_nfnet_f1,74.570,25.430,92.260,7.740,132.63,320,0.910,bicubic,-10.054,-4.838,+2
swin_base_patch4_window7_224,74.550,25.450,92.560,7.440,87.77,224,0.900,bicubic,-10.700,-5.000,-23
seresnet152d,74.510,25.490,92.080,7.920,66.84,320,1.000,bicubic,-9.848,-4.962,+9
resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.350,-5.034,+34
tf_efficientnetv2_s_in21ft1k,74.460,25.540,92.500,7.500,21.46,384,1.000,bicubic,-9.838,-4.754,+8
efficientnetv2_rw_s,74.180,25.820,91.710,8.290,23.94,384,1.000,bicubic,-9.630,-5.012,+35
resnest269e,74.180,25.820,91.930,8.070,110.93,416,0.928,bicubic,-10.336,-5.056,-2
cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.892,-4.978,+17
pit_b_distilled_224,74.160,25.840,91.670,8.330,74.79,224,0.900,bicubic,-9.982,-5.186,+13
swsl_resnext101_32x4d,74.140,25.860,92.000,8.000,44.18,224,0.875,bilinear,-9.096,-4.764,+50
eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.958,+20
xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.586,-5.048,-11
vit_large_r50_s32_224,74.110,25.890,92.380,7.620,328.99,224,0.900,bicubic,-10.320,-4.786,-4
convnext_large,74.070,25.930,91.550,8.450,197.77,224,0.875,bicubic,-10.226,-5.344,0
xcit_large_24_p8_224,74.070,25.930,90.890,9.110,188.93,224,1.000,bicubic,-10.322,-5.768,-4
vit_base_patch16_224_miil,74.050,25.950,91.700,8.300,86.54,224,0.875,bilinear,-10.220,-5.102,+1
resnetv2_152x4_bitm,74.010,25.990,92.330,7.670,936.53,480,1.000,bilinear,-10.906,-5.112,-21
vit_base_patch16_224,74.010,25.990,92.470,7.530,86.57,224,0.900,bicubic,-10.516,-4.828,-14
tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.886,-5.166,+14
swsl_resnext101_32x16d,73.980,26.020,92.180,7.820,194.03,224,0.875,bilinear,-9.376,-4.662,+35
regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.052,-4.916,+8
crossvit_18_dagger_408,73.960,26.040,91.410,8.590,44.61,408,1.000,bicubic,-10.232,-5.408,-2
xcit_small_12_p8_224_dist,73.930,26.070,91.720,8.280,26.21,224,1.000,bicubic,-10.302,-5.152,-4
resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.090,-5.364,-33
resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.588,-4.764,-19
resmlp_big_24_224_in22ft1k,73.900,26.100,91.750,8.250,129.14,224,0.875,bicubic,-10.494,-5.370,-16
tf_efficientnet_b6,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.208,-5.136,-4
tf_efficientnet_b3_ns,73.890,26.110,91.870,8.130,12.23,300,0.904,bicubic,-10.158,-5.038,-1
convnext_base,73.870,26.130,91.310,8.690,88.59,224,0.875,bicubic,-9.946,-5.458,+10
vit_small_r26_s32_384,73.790,26.210,92.300,7.700,36.47,384,1.000,bicubic,-10.256,-5.030,-2
regnetz_d8,73.760,26.240,92.020,7.980,23.37,320,1.000,bicubic,-10.292,-4.974,-5
resnetrs270,73.690,26.310,91.570,8.430,129.86,352,1.000,bicubic,-10.744,-5.402,-24
resnetv2_101x3_bitm,73.690,26.310,92.470,7.530,387.93,448,1.000,bilinear,-10.752,-4.912,-26
resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.282,-5.254,-2
ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.038,-4.472,+45
xcit_medium_24_p16_224_dist,73.650,26.350,91.580,8.420,84.40,224,1.000,bicubic,-10.630,-5.360,-20
tf_efficientnet_b5,73.560,26.440,91.460,8.540,30.39,456,0.934,bicubic,-10.252,-5.288,+3
resnet152d,73.530,26.470,91.230,8.770,60.21,320,1.000,bicubic,-10.144,-5.508,+10
resnetrs200,73.490,26.510,91.260,8.740,93.21,320,1.000,bicubic,-10.576,-5.614,-15
resnetrs350,73.410,26.590,91.310,8.690,163.96,384,1.000,bicubic,-11.310,-5.678,-40
xcit_tiny_24_p8_384_dist,73.400,26.600,91.570,8.430,12.11,384,1.000,bicubic,-10.348,-5.140,+2
twins_svt_large,73.380,26.620,90.910,9.090,99.27,224,0.900,bicubic,-10.300,-5.684,+5
regnety_160,73.370,26.630,91.700,8.300,83.59,288,1.000,bicubic,-10.316,-5.076,+3
efficientnet_b4,73.320,26.680,91.280,8.720,19.34,384,1.000,bicubic,-10.104,-5.316,+8
resmlp_big_24_distilled_224,73.290,26.710,91.170,8.830,129.14,224,0.875,bicubic,-10.298,-5.478,+4
xcit_small_24_p16_224_dist,73.290,26.710,91.440,8.560,47.67,224,1.000,bicubic,-10.572,-5.284,-12
vit_small_patch16_384,73.280,26.720,92.000,8.000,22.20,384,1.000,bicubic,-10.526,-5.100,-5
deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.150,-5.486,+5
resnetrs152,73.200,26.800,91.270,8.730,86.62,320,1.000,bicubic,-10.512,-5.344,-4
xcit_medium_24_p8_224,73.150,26.850,90.280,9.720,84.32,224,1.000,bicubic,-10.586,-6.114,-6
jx_nest_base,73.120,26.880,91.060,8.940,67.72,224,0.875,bicubic,-10.434,-5.304,-1
vit_base_patch32_384,73.120,26.880,91.240,8.760,88.30,384,1.000,bicubic,-10.228,-5.174,+5
cait_s24_224,73.070,26.930,91.120,8.880,46.92,224,1.000,bicubic,-10.388,-5.444,-2
xcit_small_24_p8_224,73.070,26.930,91.150,8.850,47.63,224,1.000,bicubic,-10.772,-5.486,-18
crossvit_15_dagger_408,72.970,27.030,91.090,8.910,28.50,408,1.000,bicubic,-10.862,-5.694,-18
resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.568,-21
tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.372,-5.414,+2
dm_nfnet_f0,72.870,27.130,91.080,8.920,71.49,256,0.900,bicubic,-10.516,-5.494,-4
regnety_032,72.770,27.230,90.950,9.050,19.44,288,1.000,bicubic,-9.956,-5.474,+19
nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+17
pnasnet5large,72.610,27.390,90.500,9.500,86.06,331,0.911,bicubic,-10.178,-5.540,+15
xcit_small_12_p8_224,72.610,27.390,90.670,9.330,26.21,224,1.000,bicubic,-10.734,-5.810,-4
resnest101e,72.580,27.420,90.820,9.180,48.28,256,0.875,bilinear,-10.308,-5.500,+9
twins_pcpvt_large,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.556,-5.902,-2
swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.614,-5.382,+44
tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.504,-5.862,+2
twins_svt_base,72.550,27.450,90.460,9.540,56.07,224,0.900,bicubic,-10.586,-5.960,-4
deit_base_patch16_384,72.540,27.460,90.270,9.730,86.86,384,1.000,bicubic,-10.566,-6.100,-2
gc_efficientnetv2_rw_t,72.530,27.470,90.820,9.180,13.68,288,1.000,bicubic,-9.936,-5.476,+22
resnetv2_50x3_bitm,72.510,27.490,91.760,8.240,217.32,448,1.000,bilinear,-11.504,-5.364,-40
xcit_small_12_p16_224_dist,72.500,27.500,91.120,8.880,26.25,224,1.000,bicubic,-10.848,-5.716,-15
xcit_tiny_24_p8_224_dist,72.440,27.560,90.920,9.080,12.11,224,1.000,bicubic,-10.122,-5.248,+15
resnet101d,72.410,27.590,90.640,9.360,44.57,320,1.000,bicubic,-10.612,-5.806,-3
jx_nest_small,72.360,27.640,90.700,9.300,38.35,224,0.875,bicubic,-10.760,-5.628,-9
convnext_small,72.310,27.690,90.830,9.170,50.22,224,0.875,bicubic,-10.816,-5.594,-11
regnetz_c16,72.310,27.690,90.820,9.180,13.46,320,0.940,bicubic,-10.208,-5.540,+14
tf_efficientnet_b2_ns,72.290,27.710,91.090,8.910,9.11,260,0.890,bicubic,-10.090,-5.158,+18
tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-9
tresnet_m,72.270,27.730,90.230,9.770,31.39,224,0.875,bilinear,-10.802,-5.888,-12
resnetv2_50x1_bit_distilled,72.260,27.740,91.000,9.000,25.55,224,0.875,bicubic,-10.568,-5.526,-6
crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.150,-5.784,+12
efficientnetv2_rw_t,72.240,27.760,90.420,9.580,13.65,288,1.000,bicubic,-10.104,-5.776,+16
nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.396,-5.586,-1
twins_pcpvt_base,72.200,27.800,90.500,9.500,43.83,224,0.900,bicubic,-10.504,-5.848,-5
cait_xxs36_384,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.002,-5.306,+23
crossvit_18_dagger_240,72.130,27.870,90.070,9.930,44.27,240,0.875,bicubic,-10.390,-6.002,+3
xcit_tiny_24_p16_384_dist,72.080,27.920,90.580,9.420,12.12,384,1.000,bicubic,-10.490,-5.704,-1
resnet152,72.060,27.940,90.320,9.680,60.19,224,0.950,bicubic,-10.764,-5.814,-13
eca_nfnet_l0,71.850,28.150,91.110,8.890,24.14,288,1.000,bicubic,-10.728,-5.382,-4
swin_small_patch4_window7_224,71.760,28.240,90.240,9.760,49.61,224,0.900,bicubic,-11.454,-6.084,-29
pit_b_224,71.710,28.290,89.250,10.750,73.76,224,0.900,bicubic,-10.734,-6.462,+1
xcit_large_24_p16_224,71.710,28.290,89.170,10.830,189.10,224,1.000,bicubic,-11.182,-6.708,-21
swsl_resnet50,71.700,28.300,90.480,9.520,25.56,224,0.875,bilinear,-9.470,-5.498,+61
resnet61q,71.680,28.320,90.280,9.720,36.85,288,1.000,bicubic,-10.846,-5.854,-6
tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.398,-6.306,+19
convit_base,71.610,28.390,90.160,9.840,86.54,224,0.875,bicubic,-10.684,-5.774,+7
tresnet_l_448,71.590,28.410,90.060,9.940,55.99,448,0.875,bilinear,-10.680,-5.918,+8
xcit_tiny_12_p8_384_dist,71.580,28.420,90.710,9.290,6.71,384,1.000,bicubic,-10.812,-5.512,-4
crossvit_15_dagger_240,71.510,28.490,89.860,10.140,28.21,240,0.875,bicubic,-10.816,-6.098,+1
ssl_resnext101_32x8d,71.510,28.490,90.470,9.530,88.79,224,0.875,bilinear,-10.098,-5.572,+31
fbnetv3_g,71.490,28.510,90.370,9.630,16.62,288,0.950,bilinear,-10.556,-5.694,+14
efficientnet_b3,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.762,-6.054,+4
ecaresnet101d,71.470,28.530,90.320,9.680,44.57,224,0.875,bicubic,-10.702,-5.728,+7
resnet51q,71.420,28.580,90.180,9.820,35.70,288,1.000,bilinear,-10.942,-6.000,-8
ssl_resnext101_32x16d,71.420,28.580,90.520,9.480,194.03,224,0.875,bilinear,-10.434,-5.574,+19
pit_s_distilled_224,71.360,28.640,89.780,10.220,24.04,224,0.900,bicubic,-10.636,-6.016,+11
xcit_tiny_24_p8_224,71.350,28.650,90.240,9.760,12.11,224,1.000,bicubic,-10.542,-5.738,+15
mixer_b16_224_miil,71.310,28.690,89.660,10.340,59.88,224,0.875,bilinear,-10.994,-6.056,-6
resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.582,-6.140,-36
resnetv2_101,71.270,28.730,89.910,10.090,44.54,224,0.950,bicubic,-10.772,-5.952,+6
ecaresnet50t,71.260,28.740,90.420,9.580,25.57,320,0.950,bicubic,-11.088,-5.718,-14
convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.136,-6.174,+33
xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.776,-6.068,+6
crossvit_base_240,71.180,28.820,89.840,10.160,105.03,240,0.875,bicubic,-11.034,-5.992,-7
deit_base_patch16_224,71.180,28.820,89.190,10.810,86.57,224,0.900,bicubic,-10.814,-6.544,+3
halo2botnet50ts_256,71.100,28.900,89.630,10.370,22.64,256,0.950,bicubic,-10.962,-6.012,-3
xcit_tiny_12_p8_224_dist,71.040,28.960,89.880,10.120,6.71,224,1.000,bicubic,-10.168,-5.722,+35
xcit_medium_24_p16_224,71.030,28.970,89.520,10.480,84.40,224,1.000,bicubic,-11.608,-6.456,-37
xcit_small_24_p16_224,71.020,28.980,89.700,10.300,47.67,224,1.000,bicubic,-11.562,-6.304,-35
visformer_small,71.010,28.990,89.450,10.550,40.22,224,0.900,bicubic,-11.096,-6.424,-9
lamhalobotnet50ts_256,70.990,29.010,89.080,10.920,22.57,256,0.950,bicubic,-10.560,-6.422,+11
resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.344,-5.426,-23
tresnet_m_448,70.990,29.010,88.690,11.310,31.39,448,0.875,bilinear,-10.714,-6.884,+3
convnext_tiny,70.960,29.040,89.760,10.240,28.59,224,0.875,bicubic,-11.104,-6.074,-12
tnt_s_patch16_224,70.940,29.060,89.590,10.410,23.76,224,0.900,bicubic,-10.576,-6.156,+10
wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.512,-6.300,+13
resnest50d_4s2x40d,70.930,29.070,89.710,10.290,30.42,224,0.875,bicubic,-10.180,-5.854,+31
tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.906,-6.194,-3
vit_small_patch16_224,70.910,29.090,90.160,9.840,22.05,224,0.900,bicubic,-10.486,-5.974,+13
resnet101,70.870,29.130,89.520,10.480,44.55,224,0.950,bicubic,-11.062,-6.246,-9
jx_nest_tiny,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.562,-5.676,+10
resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.428,-6.178,-28
rexnet_200,70.850,29.150,89.700,10.300,16.37,224,0.875,bicubic,-10.778,-5.968,-3
tf_efficientnet_b1_ns,70.850,29.150,90.120,9.880,7.79,240,0.882,bicubic,-10.536,-5.616,+9
vit_large_patch32_384,70.850,29.150,90.570,9.430,306.63,384,1.000,bicubic,-10.660,-5.524,+1
tf_efficientnetv2_b3,70.840,29.160,89.510,10.490,14.36,300,0.904,bicubic,-11.128,-6.270,-16
tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.994,+1
coat_lite_small,70.770,29.230,89.570,10.430,19.84,224,0.900,bicubic,-11.540,-6.278,-37
levit_384,70.750,29.250,89.300,10.700,39.13,224,0.900,bicubic,-11.838,-6.722,-56
tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-11
gluon_senet154,70.620,29.380,88.920,11.080,115.09,224,0.875,bicubic,-10.612,-6.428,+9
crossvit_small_240,70.620,29.380,89.360,10.640,26.86,240,0.875,bicubic,-10.402,-6.098,+23
cait_xxs24_384,70.610,29.390,89.720,10.280,12.03,384,1.000,bicubic,-10.354,-5.926,+26
convit_small,70.590,29.410,89.580,10.420,27.78,224,0.875,bicubic,-10.834,-6.162,-4
twins_pcpvt_small,70.560,29.440,89.080,10.920,24.11,224,0.900,bicubic,-10.528,-6.560,+16
ssl_resnext101_32x4d,70.530,29.470,89.780,10.220,44.18,224,0.875,bilinear,-10.396,-5.944,+26
deit_small_distilled_patch16_224,70.520,29.480,89.480,10.520,22.44,224,0.900,bicubic,-10.684,-5.898,+6
legacy_senet154,70.510,29.490,89.010,10.990,115.09,224,0.875,bilinear,-10.800,-6.480,-1
vit_small_r26_s32_224,70.510,29.490,90.110,9.890,36.43,224,0.900,bicubic,-11.346,-5.910,-26
halonet50ts,70.480,29.520,89.330,10.670,22.73,256,0.940,bicubic,-11.178,-6.280,-22
regnetz_b16,70.450,29.550,89.530,10.470,9.72,288,0.940,bicubic,-10.266,-5.948,+30
twins_svt_small,70.440,29.560,89.360,10.640,24.06,224,0.900,bicubic,-11.244,-6.312,-25
crossvit_15_240,70.430,29.570,89.540,10.460,27.53,240,0.875,bicubic,-11.114,-6.148,-20
gluon_seresnext101_64x4d,70.430,29.570,89.360,10.640,88.23,224,0.875,bicubic,-10.448,-5.938,+20
resnest50d,70.430,29.570,88.760,11.240,27.48,224,0.875,bilinear,-10.548,-6.618,+12
tf_efficientnet_lite4,70.430,29.570,89.100,10.900,13.01,380,0.920,bilinear,-11.106,-6.568,-22
resnest50d_1s4x24d,70.400,29.600,89.230,10.770,25.68,224,0.875,bicubic,-10.586,-6.090,+9
seresnext50_32x4d,70.400,29.600,89.110,10.890,27.56,224,0.875,bicubic,-10.858,-6.518,-8
gernet_l,70.370,29.630,88.980,11.020,31.08,256,0.875,bilinear,-10.976,-6.552,-13
gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.732,-6.564,+5
repvgg_b3,70.250,29.750,88.740,11.260,123.09,224,0.875,bilinear,-10.246,-6.524,+27
coat_mini,70.210,29.790,89.440,10.560,10.34,224,0.900,bicubic,-11.054,-5.954,-13
sebotnet33ts_256,70.150,29.850,88.800,11.200,13.70,256,0.940,bicubic,-11.004,-6.368,-7
efficientnet_el,70.130,29.870,89.290,10.710,10.59,300,0.904,bicubic,-11.176,-6.236,-16
inception_resnet_v2,70.130,29.870,88.700,11.300,55.84,299,0.897,bicubic,-10.330,-6.608,+28
ecaresnet101d_pruned,70.110,29.890,89.590,10.410,24.88,224,0.875,bicubic,-10.706,-6.044,+10
resmlp_36_distilled_224,70.100,29.900,89.100,10.900,44.69,224,0.875,bicubic,-11.054,-6.388,-12
haloregnetz_b,70.090,29.910,88.860,11.140,11.68,224,0.940,bicubic,-10.962,-6.334,-6
gluon_seresnext101_32x4d,70.040,29.960,88.920,11.080,48.96,224,0.875,bicubic,-10.866,-6.376,+4
sehalonet33ts,70.020,29.980,88.700,11.300,13.69,256,0.940,bicubic,-10.946,-6.572,-2
regnety_320,69.990,30.010,88.890,11.110,145.05,224,0.875,bicubic,-10.818,-6.354,+6
levit_256,69.970,30.030,89.240,10.760,18.89,224,0.900,bicubic,-11.536,-6.252,-35
gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.516,-6.718,+17
pit_s_224,69.900,30.100,88.930,11.070,23.46,224,0.900,bicubic,-11.198,-6.400,-14
ecaresnet50d,69.840,30.160,89.390,10.610,25.58,224,0.875,bicubic,-10.762,-5.930,+10
ssl_resnext50_32x4d,69.720,30.280,89.440,10.560,25.03,224,0.875,bilinear,-10.596,-5.970,+26
gluon_resnext101_64x4d,69.710,30.290,88.270,11.730,83.46,224,0.875,bicubic,-10.894,-6.722,+7
xcit_tiny_24_p16_224_dist,69.710,30.290,88.720,11.280,12.12,224,1.000,bicubic,-10.738,-6.496,+16
xcit_tiny_12_p16_384_dist,69.690,30.310,89.020,10.980,6.72,384,1.000,bicubic,-11.254,-6.390,-9
lambda_resnet50ts,69.680,30.320,88.820,11.180,21.54,256,0.950,bicubic,-11.470,-6.284,-23
resmlp_24_distilled_224,69.680,30.320,89.050,10.950,30.02,224,0.875,bicubic,-11.084,-6.174,-3
resnext50_32x4d,69.670,30.330,88.650,11.350,25.03,224,0.950,bicubic,-11.434,-6.676,-23
efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.276,-6.264,-8
gernet_m,69.560,30.440,88.700,11.300,21.14,224,0.875,bilinear,-11.186,-6.484,-5
nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.114,-6.604,-4
gcresnext50ts,69.540,30.460,88.850,11.150,15.67,256,0.900,bicubic,-11.038,-6.320,+1
repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.692,-6.656,+25
efficientnet_el_pruned,69.510,30.490,88.920,11.080,10.59,300,0.904,bicubic,-10.792,-6.298,+16
ens_adv_inception_resnet_v2,69.510,30.490,88.510,11.490,55.84,299,0.897,bicubic,-10.470,-6.428,+36
efficientnet_b2,69.500,30.500,88.670,11.330,9.11,288,1.000,bicubic,-11.112,-6.644,-7
gcresnet50t,69.490,30.510,89.060,10.940,25.90,256,0.900,bicubic,-11.448,-6.392,-20
rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+11
regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.800,-6.752,+17
swin_tiny_patch4_window7_224,69.430,30.570,89.020,10.980,28.29,224,0.900,bicubic,-11.944,-6.522,-50
vit_base_patch32_224,69.410,30.590,89.430,10.570,88.22,224,0.900,bicubic,-11.312,-6.136,-15
convmixer_768_32,69.400,30.600,88.870,11.130,21.11,224,0.960,bicubic,-10.764,-6.202,+20
legacy_seresnext101_32x4d,69.380,30.620,88.060,11.940,48.96,224,0.875,bilinear,-10.848,-6.954,+14
inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.810,-6.190,+17
ecaresnetlight,69.350,30.650,89.230,10.770,30.16,224,0.875,bicubic,-11.112,-6.022,-7
resnet50d,69.340,30.660,88.220,11.780,25.58,224,0.875,bicubic,-11.186,-6.942,-13
xception71,69.320,30.680,88.270,11.730,42.34,299,0.903,bicubic,-10.552,-6.652,+30
vit_small_patch32_384,69.290,30.710,89.820,10.180,22.92,384,1.000,bicubic,-11.194,-5.778,-13
gluon_xception65,69.160,30.840,88.080,11.920,39.92,299,0.903,bicubic,-10.556,-6.780,+38
gluon_resnet152_v1c,69.140,30.860,87.860,12.140,60.21,224,0.875,bicubic,-10.772,-6.988,+24
mixnet_xl,69.120,30.880,88.310,11.690,11.90,224,0.875,bicubic,-11.356,-6.624,-14
seresnet33ts,69.110,30.890,88.490,11.510,19.78,256,0.900,bicubic,-11.246,-6.618,-7
tf_efficientnetv2_b2,69.080,30.920,88.220,11.780,10.10,260,0.890,bicubic,-11.126,-6.822,+6
resnetv2_50,69.060,30.940,88.440,11.560,25.55,224,0.950,bicubic,-11.360,-6.634,-13
gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.406,-6.916,-13
repvgg_b2g4,69.000,31.000,88.360,11.640,61.76,224,0.875,bilinear,-10.370,-6.326,+50
gcresnet33ts,68.990,31.010,88.470,11.530,19.88,256,0.900,bicubic,-11.094,-6.530,+8
xception65,68.980,31.020,88.480,11.520,39.92,299,0.903,bicubic,-10.568,-6.176,+39
seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.314,-6.372,-7
gluon_resnext101_32x4d,68.950,31.050,88.360,11.640,44.18,224,0.875,bicubic,-11.390,-6.566,-12
tf_efficientnet_b2_ap,68.930,31.070,88.350,11.650,9.11,260,0.890,bicubic,-11.372,-6.678,-9
cspdarknet53,68.920,31.080,88.600,11.400,27.64,256,0.887,bilinear,-11.142,-6.484,+5
regnety_120,68.870,31.130,88.330,11.670,51.82,224,0.875,bicubic,-11.500,-6.794,-19
resnet50_gn,68.850,31.150,88.420,11.580,25.56,224,0.940,bicubic,-11.202,-6.526,+4
gluon_resnet152_v1b,68.820,31.180,87.720,12.280,60.19,224,0.875,bicubic,-10.856,-7.018,+26
eca_resnet33ts,68.810,31.190,88.580,11.420,19.68,256,0.900,bicubic,-11.274,-6.390,-2
cspresnext50,68.790,31.210,87.940,12.060,20.57,224,0.875,bilinear,-11.260,-7.006,+2
dpn131,68.760,31.240,87.450,12.550,79.25,224,0.875,bicubic,-11.064,-7.258,+14
gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.882,-6.544,+25
resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.930,-6.564,+22
tf_efficientnet_b2,68.740,31.260,87.960,12.040,9.11,260,0.890,bicubic,-11.340,-6.948,-5
resnet50,68.730,31.270,87.670,12.330,25.56,224,0.950,bicubic,-11.642,-6.940,-29
deit_small_patch16_224,68.710,31.290,88.200,11.800,22.05,224,0.900,bicubic,-11.156,-6.846,+5
gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-23
regnety_080,68.710,31.290,87.970,12.030,39.18,224,0.875,bicubic,-11.170,-6.860,+1
dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.472,-6.766,-16
gluon_seresnext50_32x4d,68.670,31.330,88.320,11.680,27.56,224,0.875,bicubic,-11.246,-6.514,-4
hrnet_w64,68.640,31.360,88.050,11.950,128.06,224,0.875,bilinear,-10.828,-6.604,+23
dpn98,68.610,31.390,87.660,12.340,61.57,224,0.875,bicubic,-11.034,-6.938,+14
xcit_tiny_12_p8_224,68.570,31.430,88.690,11.310,6.71,224,1.000,bicubic,-11.124,-6.364,+9
regnetx_160,68.530,31.470,88.440,11.560,54.28,224,0.875,bicubic,-11.318,-6.390,-1
rexnet_130,68.460,31.540,88.040,11.960,7.56,224,0.875,bicubic,-11.040,-6.642,+17
cspresnet50,68.440,31.560,87.970,12.030,21.62,256,0.887,bilinear,-11.140,-6.734,+13
tf_efficientnet_el,68.430,31.570,88.210,11.790,10.59,300,0.904,bicubic,-11.820,-6.920,-30
xcit_tiny_24_p16_224,68.430,31.570,88.290,11.710,12.12,224,1.000,bicubic,-11.018,-6.596,+19
regnety_064,68.420,31.580,88.080,11.920,30.58,224,0.875,bicubic,-11.300,-6.684,0
cait_xxs36_224,68.400,31.600,88.640,11.360,17.30,224,1.000,bicubic,-11.350,-6.230,-2
ecaresnet50d_pruned,68.400,31.600,88.370,11.630,19.94,224,0.875,bicubic,-11.310,-6.510,0
skresnext50_32x4d,68.370,31.630,87.560,12.440,27.48,224,0.875,bicubic,-11.782,-7.084,-26
ssl_resnet50,68.370,31.630,88.530,11.470,25.56,224,0.875,bilinear,-10.850,-6.302,+30
dla102x2,68.340,31.660,87.890,12.110,41.28,224,0.875,bilinear,-11.110,-6.744,+12
fbnetv3_d,68.340,31.660,88.450,11.550,10.31,256,0.950,bilinear,-11.342,-6.500,-2
resmlp_big_24_224,68.320,31.680,87.530,12.470,129.14,224,0.875,bicubic,-12.712,-7.490,-85
efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.754,-21
gluon_resnext50_32x4d,68.300,31.700,87.290,12.710,25.03,224,0.875,bicubic,-11.068,-7.136,+12
vit_base_patch16_sam_224,68.260,31.740,87.720,12.280,86.57,224,0.900,bicubic,-11.982,-7.036,-41
ecaresnet26t,68.230,31.770,88.800,11.200,16.01,320,0.950,bicubic,-11.618,-6.284,-18
tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.588,-7.174,-15
ese_vovnet39b,68.200,31.800,88.260,11.740,24.57,224,0.875,bicubic,-11.110,-6.456,+10
regnetx_120,68.170,31.830,87.660,12.340,46.11,224,0.875,bicubic,-11.422,-7.074,-5
fbnetv3_b,68.150,31.850,87.930,12.070,8.60,256,0.950,bilinear,-11.000,-6.816,+25
resmlp_36_224,68.060,31.940,88.190,11.810,44.69,224,0.875,bicubic,-11.708,-6.696,-18
resnetrs50,68.040,31.960,87.710,12.290,35.69,224,0.910,bicubic,-11.850,-7.256,-28
pit_xs_distilled_224,68.010,31.990,87.720,12.280,11.00,224,0.900,bicubic,-11.294,-6.646,+9
dpn92,67.960,32.040,87.560,12.440,37.67,224,0.875,bicubic,-12.056,-7.268,-35
nf_regnet_b1,67.960,32.040,88.200,11.800,10.22,288,0.900,bicubic,-11.328,-6.550,+9
gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.136,-7.340,+23
resnetv2_50x1_bitm,67.920,32.080,89.290,10.710,25.55,448,1.000,bilinear,-12.422,-6.390,-62
tf_efficientnetv2_b1,67.900,32.100,87.790,12.210,8.14,240,0.882,bicubic,-11.562,-6.936,-8
levit_192,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.932,-6.896,-28
regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.320,-7.562,+13
legacy_seresnext50_32x4d,67.860,32.140,87.620,12.380,27.56,224,0.875,bilinear,-11.210,-6.812,+19
resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.456,-7.028,-5
efficientnet_em,67.830,32.170,88.120,11.880,6.90,240,0.882,bicubic,-11.420,-6.676,+5
lambda_resnet26t,67.810,32.190,87.780,12.220,10.96,256,0.940,bicubic,-11.286,-6.808,+13
resmlp_24_224,67.800,32.200,87.620,12.380,30.02,224,0.875,bicubic,-11.582,-6.926,-11
hrnet_w48,67.770,32.230,87.400,12.600,77.47,224,0.875,bilinear,-11.530,-7.112,-3
hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.160,-6.812,+21
coat_lite_mini,67.720,32.280,87.690,12.310,11.01,224,0.900,bicubic,-11.372,-6.916,+10
tf_efficientnet_b0_ns,67.720,32.280,88.070,11.930,5.29,224,0.875,bicubic,-10.938,-6.306,+28
eca_botnext26ts_256,67.670,32.330,87.050,12.950,10.59,256,0.950,bicubic,-11.602,-7.566,-4
regnetx_064,67.670,32.330,87.530,12.470,26.21,224,0.875,bicubic,-11.396,-6.928,+10
xception,67.670,32.330,87.580,12.420,22.86,299,0.897,bicubic,-11.378,-6.812,+10
halonet26t,67.630,32.370,87.240,12.760,12.48,256,0.950,bicubic,-11.486,-7.072,+3
dla169,67.620,32.380,87.590,12.410,53.39,224,0.875,bilinear,-11.074,-6.746,+22
dpn68b,67.620,32.380,87.660,12.340,12.61,224,0.875,bicubic,-11.594,-6.754,-4
regnety_040,67.590,32.410,87.490,12.510,20.65,224,0.875,bicubic,-11.626,-7.166,-7
gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.216,-6.902,+15
hrnet_w40,67.580,32.420,87.130,12.870,57.56,224,0.875,bilinear,-11.336,-7.344,+8
gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.952,-7.400,-31
legacy_seresnet152,67.530,32.470,87.410,12.590,66.82,224,0.875,bilinear,-11.126,-6.958,+18
tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.758,-6.546,-16
eca_halonext26ts,67.480,32.520,87.240,12.760,10.76,256,0.940,bicubic,-12.008,-7.356,-33
gluon_resnet101_v1b,67.470,32.530,87.230,12.770,44.55,224,0.875,bicubic,-11.834,-7.292,-22
resnetblur50,67.470,32.530,87.440,12.560,25.56,224,0.875,bicubic,-11.838,-7.194,-25
res2net101_26w_4s,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.738,-7.428,-13
efficientnet_b1,67.460,32.540,87.510,12.490,7.79,256,1.000,bicubic,-11.330,-6.832,+8
res2net50_26w_8s,67.460,32.540,87.280,12.720,48.40,224,0.875,bilinear,-11.516,-6.898,-2
tf_efficientnet_cc_b1_8e,67.450,32.550,87.320,12.680,39.72,240,0.882,bicubic,-11.856,-7.050,-28
resnet33ts,67.370,32.630,87.570,12.430,19.68,256,0.900,bicubic,-11.842,-7.002,-17
cait_xxs24_224,67.330,32.670,87.510,12.490,11.96,224,1.000,bicubic,-11.054,-6.800,+23
regnetx_032,67.290,32.710,86.990,13.010,15.30,224,0.875,bicubic,-10.882,-7.098,+32
coat_tiny,67.250,32.750,87.280,12.720,5.50,224,0.900,bicubic,-11.178,-6.758,+18
xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.258,-7.080,+9
resnest26d,67.190,32.810,87.170,12.830,17.07,224,0.875,bilinear,-11.294,-7.124,+10
legacy_seresnet101,67.170,32.830,87.050,12.950,49.33,224,0.875,bilinear,-11.218,-7.216,+17
repvgg_b2,67.160,32.840,87.330,12.670,89.02,224,0.875,bilinear,-11.632,-7.088,-4
botnet26t_256,67.130,32.870,87.530,12.470,12.49,256,0.950,bicubic,-12.122,-6.998,-30
dla60x,67.100,32.900,87.180,12.820,17.35,224,0.875,bilinear,-11.146,-6.840,+21
gluon_resnet50_v1s,67.050,32.950,86.860,13.140,25.68,224,0.875,bicubic,-11.658,-7.380,-4
dla60_res2net,67.030,32.970,87.170,12.830,20.85,224,0.875,bilinear,-11.432,-7.036,+6
dla102x,67.030,32.970,86.800,13.200,26.31,224,0.875,bilinear,-11.484,-7.424,0
tv_resnet152,67.030,32.970,87.550,12.450,60.19,224,0.875,bilinear,-11.290,-6.486,+14
xcit_tiny_12_p16_224_dist,67.010,32.990,87.410,12.590,6.72,224,1.000,bicubic,-11.564,-6.788,-4
lambda_resnet26rpt_256,66.970,33.030,87.130,12.870,10.99,256,0.940,bicubic,-11.998,-7.298,-18
mixnet_l,66.940,33.060,86.920,13.080,7.33,224,0.875,bicubic,-12.036,-7.374,-20
res2net50_26w_6s,66.920,33.080,86.850,13.150,37.05,224,0.875,bilinear,-11.646,-7.284,-6
pit_xs_224,66.910,33.090,87.290,12.710,10.62,224,0.900,bicubic,-11.278,-6.876,+15
repvgg_b1,66.910,33.090,86.790,13.210,57.42,224,0.875,bilinear,-11.458,-7.306,+6
xcit_nano_12_p8_384_dist,66.900,33.100,87.110,12.890,3.05,384,1.000,bicubic,-10.918,-6.934,+34
tf_efficientnet_b1,66.890,33.110,87.020,12.980,7.79,240,0.882,bicubic,-11.930,-7.176,-20
efficientnet_es,66.870,33.130,86.720,13.280,5.44,224,0.875,bicubic,-11.190,-7.218,+16
regnetx_040,66.830,33.170,86.720,13.280,22.12,224,0.875,bicubic,-11.652,-7.524,-7
resnet32ts,66.830,33.170,87.260,12.740,17.96,256,0.900,bicubic,-12.184,-7.096,-30
tf_mixnet_l,66.790,33.210,86.460,13.540,7.33,224,0.875,bicubic,-11.984,-7.536,-20
hrnet_w30,66.780,33.220,86.780,13.220,37.71,224,0.875,bilinear,-11.418,-7.444,+6
hrnet_w32,66.760,33.240,87.310,12.690,41.23,224,0.875,bilinear,-11.686,-6.878,-9
selecsls60b,66.740,33.260,86.520,13.480,32.77,224,0.875,bicubic,-11.672,-7.650,-6
wide_resnet101_2,66.720,33.280,87.030,12.970,126.89,224,0.875,bilinear,-12.132,-7.258,-29
tf_efficientnetv2_b0,66.710,33.290,86.710,13.290,7.14,224,0.875,bicubic,-11.650,-7.314,-4
adv_inception_v3,66.650,33.350,86.540,13.460,23.83,299,0.875,bicubic,-10.932,-7.198,+31
dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.802,-7.120,-13
vit_tiny_patch16_384,66.570,33.430,87.280,12.720,5.79,384,1.000,bicubic,-11.862,-7.262,-13
gluon_resnet50_v1c,66.550,33.450,86.180,13.820,25.58,224,0.875,bicubic,-11.460,-7.808,+7
levit_128,66.550,33.450,86.760,13.240,9.21,224,0.900,bicubic,-11.936,-7.246,-21
dla102,66.530,33.470,86.910,13.090,33.27,224,0.875,bilinear,-11.498,-7.040,+4
gmixer_24_224,66.420,33.580,86.160,13.840,24.72,224,0.875,bicubic,-11.618,-7.510,+2
tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.444,-6.978,+13
bat_resnext26ts,66.390,33.610,86.830,13.170,10.73,256,0.900,bicubic,-11.860,-7.268,-11
hardcorenas_f,66.370,33.630,86.200,13.800,8.20,224,0.875,bilinear,-11.728,-7.604,-3
coat_lite_tiny,66.300,33.700,86.980,13.020,5.72,224,0.900,bicubic,-11.210,-6.932,+24
efficientnet_b0,66.300,33.700,85.980,14.020,5.29,224,0.875,bicubic,-11.394,-7.554,+14
legacy_seresnet50,66.260,33.740,86.340,13.660,28.09,224,0.875,bilinear,-11.372,-7.412,+15
selecsls60,66.200,33.800,86.330,13.670,30.67,224,0.875,bicubic,-11.774,-7.502,-1
tf_efficientnet_cc_b0_8e,66.170,33.830,86.240,13.760,24.01,224,0.875,bicubic,-11.738,-7.416,+2
tf_efficientnet_em,66.170,33.830,86.350,13.650,6.90,240,0.882,bicubic,-11.962,-7.696,-10
tv_resnext50_32x4d,66.170,33.830,86.040,13.960,25.03,224,0.875,bilinear,-11.448,-7.656,+12
inception_v3,66.150,33.850,86.330,13.670,23.83,299,0.875,bicubic,-11.288,-7.146,+20
res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.816,-7.252,-5
resmlp_12_distilled_224,66.140,33.860,86.620,13.380,15.35,224,0.875,bicubic,-11.802,-6.938,-5
efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.150,-7.262,-20
regnety_016,66.080,33.920,86.370,13.630,11.20,224,0.875,bicubic,-11.780,-7.352,-3
gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.462,+10
rexnet_100,66.070,33.930,86.500,13.500,4.80,224,0.875,bicubic,-11.788,-7.370,-4
tinynet_a,66.010,33.990,85.790,14.210,6.19,192,0.875,bicubic,-11.642,-7.748,+1
res2net50_14w_8s,66.010,33.990,86.240,13.760,25.06,224,0.875,bilinear,-12.134,-7.610,-20
gcresnext26ts,65.950,34.050,85.920,14.080,10.48,256,0.900,bicubic,-11.870,-7.912,-4
seresnext26t_32x4d,65.880,34.120,85.670,14.330,16.81,224,0.875,bicubic,-12.096,-8.074,-16
res2next50,65.860,34.140,85.840,14.160,24.67,224,0.875,bilinear,-12.390,-8.046,-30
densenet161,65.850,34.150,86.450,13.550,28.68,224,0.875,bicubic,-11.502,-7.188,+11
repvgg_b1g4,65.840,34.160,86.110,13.890,39.97,224,0.875,bilinear,-11.746,-7.720,0
hardcorenas_e,65.830,34.170,85.980,14.020,8.07,224,0.875,bilinear,-11.962,-7.718,-7
resnet34d,65.790,34.210,86.720,13.280,21.82,224,0.875,bicubic,-11.324,-6.660,+15
xcit_tiny_12_p16_224,65.780,34.220,86.220,13.780,6.72,224,1.000,bicubic,-11.346,-7.494,+13
eca_resnext26ts,65.770,34.230,85.840,14.160,10.30,256,0.900,bicubic,-11.682,-7.726,+2
mobilenetv3_large_100_miil,65.760,34.240,85.200,14.800,5.48,224,0.875,bilinear,-12.158,-7.706,-20
skresnet34,65.740,34.260,85.960,14.040,22.28,224,0.875,bicubic,-11.164,-7.360,+21
tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.688,-7.562,+2
seresnext26ts,65.650,34.350,86.150,13.850,10.39,256,0.900,bicubic,-12.202,-7.640,-17
hardcorenas_d,65.620,34.380,85.460,14.540,7.50,224,0.875,bilinear,-11.812,-8.024,-1
selecsls42b,65.620,34.380,85.810,14.190,32.46,224,0.875,bicubic,-11.554,-7.584,+5
tf_efficientnet_b0_ap,65.480,34.520,85.580,14.420,5.29,224,0.875,bicubic,-11.610,-7.678,+8
convmixer_1024_20_ks9_p14,65.410,34.590,85.590,14.410,24.38,224,0.960,bicubic,-11.532,-7.766,+12
seresnext26d_32x4d,65.400,34.600,85.960,14.040,16.81,224,0.875,bicubic,-12.202,-7.648,-14
resnet26t,65.390,34.610,86.110,13.890,16.01,256,0.940,bicubic,-12.474,-7.736,-27
tf_efficientnet_lite2,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.766,-10
res2net50_48w_2s,65.370,34.630,85.950,14.050,25.29,224,0.875,bilinear,-12.152,-7.602,-13
densenetblur121d,65.300,34.700,85.700,14.300,8.00,224,0.875,bicubic,-11.282,-7.488,+20
densenet201,65.290,34.710,85.680,14.320,20.01,224,0.875,bicubic,-12.000,-7.798,-5
crossvit_9_dagger_240,65.210,34.790,86.590,13.410,8.78,240,0.875,bicubic,-11.768,-7.022,+3
dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.836,-7.558,+1
ese_vovnet19b_dw,65.190,34.810,85.460,14.540,6.54,224,0.875,bicubic,-11.610,-7.812,+8
tf_efficientnet_cc_b0_4e,65.150,34.850,85.150,14.850,13.31,224,0.875,bicubic,-12.154,-8.184,-11
gernet_s,65.130,34.870,85.520,14.480,8.17,224,0.875,bilinear,-11.782,-7.614,+3
legacy_seresnext26_32x4d,65.070,34.930,85.640,14.360,16.79,224,0.875,bicubic,-12.032,-7.676,-6
mobilenetv2_120d,65.010,34.990,85.950,14.050,5.83,224,0.875,bicubic,-12.286,-7.546,-13
hrnet_w18,64.930,35.070,85.740,14.260,21.30,224,0.875,bilinear,-11.822,-7.702,+5
hardcorenas_c,64.850,35.150,85.240,14.760,5.52,224,0.875,bilinear,-12.198,-7.916,-7
densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.140,-7.790,+22
mixnet_m,64.700,35.300,85.460,14.540,5.01,224,0.875,bicubic,-12.564,-7.964,-15
resnet26d,64.690,35.310,85.110,14.890,16.01,224,0.875,bicubic,-12.010,-8.036,+2
levit_128s,64.600,35.400,84.740,15.260,7.78,224,0.900,bicubic,-11.920,-8.126,+8
resnext26ts,64.590,35.410,85.100,14.900,10.30,256,0.900,bicubic,-12.190,-8.028,-2
xcit_nano_12_p8_224_dist,64.550,35.450,85.990,14.010,3.05,224,1.000,bicubic,-11.770,-7.096,+9
repvgg_a2,64.440,35.560,85.130,14.870,28.21,224,0.875,bilinear,-12.020,-7.876,+7
hardcorenas_b,64.420,35.580,84.880,15.120,5.18,224,0.875,bilinear,-12.112,-7.874,+3
xcit_nano_12_p16_384_dist,64.420,35.580,85.310,14.690,3.05,384,1.000,bicubic,-11.030,-7.382,+24
tf_efficientnet_lite1,64.390,35.610,85.480,14.520,5.42,240,0.882,bicubic,-12.246,-7.742,-3
regnetx_016,64.370,35.630,85.460,14.540,9.19,224,0.875,bicubic,-12.580,-7.962,-15
resmlp_12_224,64.350,35.650,85.590,14.410,15.35,224,0.875,bicubic,-12.306,-7.590,-6
tf_efficientnet_b0,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.536,-7.946,-12
tf_mixnet_m,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,-12.076,-7.794,+2
tf_efficientnet_es,64.230,35.770,84.740,15.260,5.44,224,0.875,bicubic,-12.368,-8.464,-7
regnety_008,64.150,35.850,85.280,14.720,6.26,224,0.875,bicubic,-12.162,-7.790,-1
vit_small_patch32_224,64.070,35.930,85.570,14.430,22.88,224,0.900,bicubic,-11.928,-7.702,+1
mobilenetv2_140,64.040,35.960,85.030,14.970,6.11,224,0.875,bicubic,-12.468,-7.968,-6
densenet121,63.740,36.260,84.600,15.400,7.98,224,0.875,bicubic,-11.842,-8.052,+7
hardcorenas_a,63.710,36.290,84.400,15.600,5.26,224,0.875,bilinear,-12.212,-8.116,+1
resnest14d,63.610,36.390,84.260,15.740,10.61,224,0.875,bilinear,-11.896,-8.260,+7
tf_mixnet_s,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.358,+2
resnet26,63.450,36.550,84.260,15.740,16.00,224,0.875,bicubic,-11.852,-8.316,+10
mixnet_s,63.380,36.620,84.740,15.260,4.13,224,0.875,bicubic,-12.612,-8.058,-5
mobilenetv3_large_100,63.340,36.660,84.090,15.910,5.48,224,0.875,bicubic,-12.422,-8.450,-2
tv_resnet50,63.340,36.660,84.650,15.350,25.56,224,0.875,bilinear,-12.798,-8.212,-9
vit_tiny_r_s16_p8_384,63.320,36.680,85.280,14.720,6.36,384,1.000,bicubic,-12.636,-7.982,-7
efficientnet_es_pruned,63.290,36.710,84.950,15.050,5.44,224,0.875,bicubic,-11.708,-7.488,+13
mixer_b16_224,63.260,36.740,83.300,16.700,59.88,224,0.875,bicubic,-13.350,-8.930,-22
efficientnet_lite0,63.240,36.760,84.430,15.570,4.65,224,0.875,bicubic,-12.236,-8.082,-1
mobilenetv3_rw,63.230,36.770,84.510,15.490,5.48,224,0.875,bicubic,-12.400,-8.198,-6
semnasnet_100,63.160,36.840,84.530,15.470,3.89,224,0.875,bicubic,-12.290,-8.070,-1
pit_ti_distilled_224,63.150,36.850,83.980,16.020,5.10,224,0.900,bicubic,-11.382,-8.118,+16
regnety_006,63.110,36.890,84.260,15.740,6.06,224,0.875,bicubic,-12.136,-8.274,0
vit_tiny_patch16_224,63.110,36.890,84.870,15.130,5.72,224,0.900,bicubic,-12.346,-7.976,-5
tv_densenet121,62.950,37.050,84.250,15.750,7.98,224,0.875,bicubic,-11.794,-7.900,+9
resnet34,62.870,37.130,84.130,15.870,21.80,224,0.875,bilinear,-12.244,-8.154,+1
legacy_seresnet34,62.840,37.160,84.220,15.780,21.96,224,0.875,bilinear,-11.970,-7.906,+6
mobilenetv2_110d,62.830,37.170,84.500,15.500,4.52,224,0.875,bicubic,-12.210,-7.684,0
deit_tiny_distilled_patch16_224,62.810,37.190,83.920,16.080,5.91,224,0.900,bicubic,-11.702,-7.968,+10
hrnet_w18_small_v2,62.790,37.210,83.980,16.020,15.60,224,0.875,bilinear,-12.328,-8.436,-4
swsl_resnet18,62.770,37.230,84.290,15.710,11.69,224,0.875,bilinear,-10.504,-7.448,+21
repvgg_b0,62.730,37.270,83.870,16.130,15.82,224,0.875,bilinear,-12.426,-8.548,-8
tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.250,-7.936,-2
gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.022,-7.998,+3
xcit_nano_12_p8_224,62.560,37.440,84.200,15.800,3.05,224,1.000,bicubic,-11.358,-7.970,+10
tf_efficientnet_lite0,62.540,37.460,84.220,15.780,4.65,224,0.875,bicubic,-12.292,-7.956,-4
regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.546,-8.320,-8
dla34,62.480,37.520,83.910,16.090,15.74,224,0.875,bilinear,-12.140,-8.162,-2
fbnetc_100,62.460,37.540,83.380,16.620,5.57,224,0.875,bilinear,-12.666,-9.002,-14
tf_mobilenetv3_large_100,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.634,-24
crossvit_9_240,62.270,37.730,84.280,15.720,8.55,240,0.875,bicubic,-11.700,-7.684,+3
crossvit_tiny_240,62.060,37.940,83.610,16.390,7.01,240,0.875,bicubic,-11.276,-8.306,+8
mnasnet_100,61.890,38.110,83.710,16.290,4.38,224,0.875,bicubic,-12.764,-8.400,-8
regnety_004,61.860,38.140,83.420,16.580,4.34,224,0.875,bicubic,-12.164,-8.334,-2
vgg19_bn,61.860,38.140,83.450,16.550,143.68,224,0.875,bilinear,-12.354,-8.398,-5
convit_tiny,61.580,38.420,84.120,15.880,5.71,224,0.875,bicubic,-11.540,-7.600,+7
ssl_resnet18,61.470,38.530,83.310,16.690,11.69,224,0.875,bilinear,-11.136,-8.114,+11
regnetx_006,61.370,38.630,83.450,16.550,6.20,224,0.875,bicubic,-12.482,-8.224,-2
spnasnet_100,61.210,38.790,82.790,17.210,4.42,224,0.875,bilinear,-12.876,-9.028,-8
tv_resnet34,61.190,38.810,82.720,17.280,21.80,224,0.875,bilinear,-12.118,-8.704,+1
pit_ti_224,60.970,39.030,83.860,16.140,4.85,224,0.900,bicubic,-11.940,-7.546,+6
skresnet18,60.870,39.130,82.880,17.120,11.96,224,0.875,bicubic,-12.166,-8.288,+2
ghostnet_100,60.830,39.170,82.360,17.640,5.18,224,0.875,bilinear,-13.148,-9.098,-10
vgg16_bn,60.760,39.240,82.950,17.050,138.37,224,0.875,bilinear,-12.590,-8.554,-5
semnasnet_075,60.710,39.290,82.510,17.490,2.91,224,0.875,bicubic,-12.264,-8.626,0
tf_mobilenetv3_large_075,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.040,-9.398,-8
xcit_nano_12_p16_224_dist,60.240,39.760,82.500,17.500,3.05,224,1.000,bicubic,-12.062,-8.362,+5
mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.776,-8.778,-2
resnet18d,60.180,39.820,82.310,17.690,11.71,224,0.875,bicubic,-12.070,-8.378,+4
vit_base_patch32_sam_224,60.010,39.990,81.230,18.770,88.22,224,0.900,bicubic,-13.682,-9.782,-13
deit_tiny_patch16_224,59.830,40.170,82.660,17.340,5.72,224,0.900,bicubic,-12.336,-8.460,+4
legacy_seresnet18,59.810,40.190,81.690,18.310,11.78,224,0.875,bicubic,-11.932,-8.642,+7
vgg19,59.710,40.290,81.450,18.550,143.67,224,0.875,bilinear,-12.656,-9.420,-3
regnetx_004,59.420,40.580,81.690,18.310,5.16,224,0.875,bicubic,-12.970,-9.140,-5
tf_mobilenetv3_large_minimal_100,59.080,40.920,81.150,18.850,3.92,224,0.875,bilinear,-13.170,-9.480,-1
vit_tiny_r_s16_p8_224,59.080,40.920,81.750,18.250,6.34,224,0.900,bicubic,-12.708,-9.072,+2
vgg13_bn,59.000,41.000,81.080,18.920,133.05,224,0.875,bilinear,-12.594,-9.296,+3
hrnet_w18_small,58.960,41.040,81.350,18.650,13.19,224,0.875,bilinear,-13.380,-9.328,-7
lcnet_100,58.870,41.130,81.190,18.810,2.95,224,0.875,bicubic,-13.238,-9.188,-3
vgg16,58.840,41.160,81.660,18.340,138.36,224,0.875,bilinear,-12.750,-8.722,+1
xcit_nano_12_p16_224,58.330,41.670,80.880,19.120,3.05,224,1.000,bicubic,-11.634,-8.880,+5
gluon_resnet18_v1b,58.320,41.680,80.970,19.030,11.69,224,0.875,bicubic,-12.518,-8.792,+1
tinynet_c,58.170,41.830,80.280,19.720,2.46,184,0.875,bicubic,-13.058,-9.470,-1
vgg11_bn,57.410,42.590,80.020,19.980,132.87,224,0.875,bilinear,-12.950,-9.782,0
resnet18,57.180,42.820,80.200,19.800,11.69,224,0.875,bilinear,-12.564,-8.882,+3
vgg13,57.140,42.860,79.550,20.450,133.05,224,0.875,bilinear,-12.786,-9.696,+1
regnety_002,56.990,43.010,79.860,20.140,3.16,224,0.875,bicubic,-13.264,-9.680,-2
mixer_l16_224,56.680,43.320,76.000,24.000,208.20,224,0.875,bicubic,-15.368,-11.664,-11
regnetx_002,56.060,43.940,79.220,20.780,2.68,224,0.875,bicubic,-12.690,-9.336,+2
dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+3
vgg11,55.800,44.200,78.840,21.160,132.86,224,0.875,bilinear,-13.228,-9.786,-2
lcnet_075,55.420,44.580,78.300,21.700,2.36,224,0.875,bicubic,-13.398,-10.074,-2
tf_mobilenetv3_small_100,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.394,-10.604,-1
tinynet_d,53.420,46.580,76.350,23.650,2.34,152,0.875,bicubic,-13.538,-10.714,0
dla46x_c,53.050,46.950,76.870,23.130,1.07,224,0.875,bilinear,-12.920,-10.110,0
mobilenetv2_050,52.850,47.150,75.430,24.570,1.97,224,0.875,bicubic,-13.092,-10.652,0
mnasnet_small,52.790,47.210,75.530,24.470,2.03,224,0.875,bicubic,-12.806,-10.658,+1
tf_mobilenetv3_small_075,52.160,47.840,75.480,24.520,2.04,224,0.875,bilinear,-13.554,-10.654,-1
dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.604,0
lcnet_050,49.990,50.010,73.460,26.540,1.88,224,0.875,bicubic,-13.110,-10.922,0
tf_mobilenetv3_small_minimal_100,49.500,50.500,73.050,26.950,2.04,224,0.875,bilinear,-13.408,-11.184,0
tinynet_e,46.690,53.310,70.360,29.640,2.04,106,0.875,bicubic,-13.166,-11.406,0