diff --git a/results/results-imagenet-a-clean.csv b/results/results-imagenet-a-clean.csv index 13a9ae2b..68822bd8 100644 --- a/results/results-imagenet-a-clean.csv +++ b/results/results-imagenet-a-clean.csv @@ -5,37 +5,37 @@ beit_large_patch16_384,98.520,1.480,99.820,0.180,305.00,384,1.000,bicubic tf_efficientnet_l2_ns_475,98.500,1.500,99.830,0.170,480.31,475,0.936,bicubic deit3_large_patch16_384_in21ft1k,98.460,1.540,99.760,0.240,304.76,384,1.000,bicubic convnext_xlarge_384_in22ft1k,98.350,1.650,99.800,0.200,350.20,384,1.000,bicubic -convnext_large_384_in22ft1k,98.220,1.780,99.730,0.270,197.77,384,1.000,bicubic vit_large_patch16_384,98.220,1.780,99.800,0.200,304.72,384,1.000,bicubic +convnext_large_384_in22ft1k,98.220,1.780,99.730,0.270,197.77,384,1.000,bicubic beit_large_patch16_224,98.180,1.820,99.760,0.240,304.43,224,0.900,bicubic -deit3_huge_patch14_224_in21ft1k,98.170,1.830,99.730,0.270,632.13,224,1.000,bicubic deit3_large_patch16_224_in21ft1k,98.170,1.830,99.760,0.240,304.37,224,1.000,bicubic +deit3_huge_patch14_224_in21ft1k,98.170,1.830,99.730,0.270,632.13,224,1.000,bicubic swinv2_large_window12to24_192to384_22kft1k,98.150,1.850,99.690,0.310,196.74,384,1.000,bicubic swinv2_base_window12to24_192to384_22kft1k,98.140,1.860,99.780,0.220,87.92,384,1.000,bicubic swin_large_patch4_window12_384,98.040,1.960,99.690,0.310,196.74,384,1.000,bicubic convnext_base_384_in22ft1k,97.950,2.050,99.650,0.350,88.59,384,1.000,bicubic -convnext_xlarge_in22ft1k,97.920,2.080,99.680,0.320,350.20,224,0.875,bicubic tf_efficientnet_b7_ns,97.920,2.080,99.720,0.280,66.35,600,0.949,bicubic +convnext_xlarge_in22ft1k,97.920,2.080,99.680,0.320,350.20,224,0.875,bicubic swin_base_patch4_window12_384,97.890,2.110,99.710,0.290,87.90,384,1.000,bicubic -swinv2_large_window12to16_192to256_22kft1k,97.860,2.140,99.650,0.350,196.74,256,0.900,bicubic vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic +swinv2_large_window12to16_192to256_22kft1k,97.860,2.140,99.650,0.350,196.74,256,0.900,bicubic vit_base_patch16_384,97.840,2.160,99.670,0.330,86.86,384,1.000,bicubic -deit3_base_patch16_384_in21ft1k,97.830,2.170,99.680,0.320,86.88,384,1.000,bicubic convnext_large_in22ft1k,97.830,2.170,99.690,0.310,197.77,224,0.875,bicubic +deit3_base_patch16_384_in21ft1k,97.830,2.170,99.680,0.320,86.88,384,1.000,bicubic beit_base_patch16_384,97.820,2.180,99.700,0.300,86.74,384,1.000,bicubic volo_d5_512,97.770,2.230,99.670,0.330,296.09,512,1.150,bicubic volo_d5_448,97.760,2.240,99.620,0.380,295.91,448,1.150,bicubic tf_efficientnetv2_l_in21ft1k,97.700,2.300,99.670,0.330,118.52,480,1.000,bicubic volo_d4_448,97.670,2.330,99.610,0.390,193.41,448,1.150,bicubic tf_efficientnetv2_xl_in21ft1k,97.660,2.340,99.490,0.510,208.12,512,1.000,bicubic -swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic swinv2_base_window12to16_192to256_22kft1k,97.650,2.350,99.720,0.280,87.92,256,0.900,bicubic +swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic ig_resnext101_32x48d,97.620,2.380,99.700,0.300,828.41,224,0.875,bilinear dm_nfnet_f6,97.600,2.400,99.550,0.450,438.36,576,0.956,bicubic -dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic vit_base_patch8_224,97.580,2.420,99.670,0.330,86.58,224,0.900,bicubic +dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic volo_d3_448,97.550,2.450,99.550,0.450,86.63,448,1.000,bicubic dm_nfnet_f5,97.540,2.460,99.570,0.430,377.21,544,0.954,bicubic xcit_large_24_p8_384_dist,97.520,2.480,99.540,0.460,188.93,384,1.000,bicubic @@ -61,10 +61,10 @@ xcit_medium_24_p16_384_dist,97.280,2.720,99.460,0.540,84.40,384,1.000,bicubic swin_base_patch4_window7_224,97.250,2.750,99.530,0.470,87.77,224,0.900,bicubic xcit_small_24_p8_384_dist,97.240,2.760,99.610,0.390,47.63,384,1.000,bicubic xcit_small_12_p8_384_dist,97.230,2.770,99.480,0.520,26.21,384,1.000,bicubic -tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic -tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear +tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic regnetz_e8,97.200,2.800,99.500,0.500,57.70,320,1.000,bicubic +tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic tf_efficientnetv2_m,97.140,2.860,99.410,0.590,54.14,480,1.000,bicubic deit3_small_patch16_384_in21ft1k,97.130,2.870,99.500,0.500,22.21,384,1.000,bicubic @@ -77,8 +77,8 @@ tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic cait_s24_384,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic xcit_large_24_p8_224_dist,97.070,2.930,99.420,0.580,188.93,224,1.000,bicubic -deit3_base_patch16_384,97.020,2.980,99.390,0.610,86.88,384,1.000,bicubic dm_nfnet_f2,97.020,2.980,99.440,0.560,193.78,352,0.920,bicubic +deit3_base_patch16_384,97.020,2.980,99.390,0.610,86.88,384,1.000,bicubic resnetv2_152x2_bitm,97.010,2.990,99.590,0.410,236.34,448,1.000,bilinear tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic volo_d2_224,97.000,3.000,99.390,0.610,58.68,224,0.960,bicubic @@ -86,8 +86,8 @@ resnetv2_101x3_bitm,96.990,3.010,99.490,0.510,387.93,448,1.000,bilinear convnext_small_in22ft1k,96.990,3.010,99.410,0.590,50.22,224,0.875,bicubic efficientnetv2_rw_m,96.980,3.020,99.540,0.460,53.24,416,1.000,bicubic deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic -seresnextaa101d_32x8d,96.950,3.050,99.390,0.610,93.59,288,1.000,bicubic tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic +seresnextaa101d_32x8d,96.950,3.050,99.390,0.610,93.59,288,1.000,bicubic deit3_large_patch16_224,96.940,3.060,99.340,0.660,304.37,224,0.900,bicubic xcit_small_12_p16_384_dist,96.930,3.070,99.400,0.600,26.25,384,1.000,bicubic xcit_medium_24_p8_224_dist,96.920,3.080,99.390,0.610,84.32,224,1.000,bicubic @@ -95,24 +95,24 @@ volo_d1_384,96.910,3.090,99.520,0.480,26.78,384,1.000,bicubic resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic dm_nfnet_f1,96.910,3.090,99.410,0.590,132.63,320,0.910,bicubic deit3_huge_patch14_224,96.890,3.110,99.480,0.520,632.13,224,0.900,bicubic -convnext_tiny_384_in22ft1k,96.880,3.120,99.470,0.530,28.59,384,1.000,bicubic vit_base_patch16_224,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic +convnext_tiny_384_in22ft1k,96.880,3.120,99.470,0.530,28.59,384,1.000,bicubic xcit_small_24_p8_224_dist,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic resnetv2_152x2_bit_teacher_384,96.830,3.170,99.450,0.550,236.34,384,1.000,bicubic ig_resnext101_32x16d,96.810,3.190,99.600,0.400,194.03,224,0.875,bilinear xcit_large_24_p16_224_dist,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic vit_large_r50_s32_224,96.790,3.210,99.350,0.650,328.99,224,0.900,bicubic -seresnext101_32x8d,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic +seresnext101_32x8d,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,bicubic swinv2_base_window16_256,96.760,3.240,99.350,0.650,87.92,256,0.900,bicubic convnext_large,96.760,3.240,99.300,0.700,197.77,224,0.875,bicubic -resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic tf_efficientnetv2_s_in21ft1k,96.720,3.280,99.420,0.580,21.46,384,1.000,bicubic -seresnext101d_32x8d,96.710,3.290,99.360,0.640,93.59,288,1.000,bicubic +resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear -regnetz_040,96.710,3.290,99.470,0.530,27.12,320,1.000,bicubic regnetz_040h,96.710,3.290,99.500,0.500,28.94,320,1.000,bicubic +regnetz_040,96.710,3.290,99.470,0.530,27.12,320,1.000,bicubic +seresnext101d_32x8d,96.710,3.290,99.360,0.640,93.59,288,1.000,bicubic vit_small_patch16_384,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic resnetrs200,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic @@ -120,29 +120,30 @@ xcit_small_12_p8_224_dist,96.690,3.310,99.390,0.610,26.21,224,1.000,bicubic resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic vit_small_r26_s32_384,96.680,3.320,99.580,0.420,36.47,384,1.000,bicubic tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic -pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic +pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic deit3_small_patch16_224_in21ft1k,96.660,3.340,99.330,0.670,22.06,224,1.000,bicubic resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic -resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic regnetz_d8_evos,96.610,3.390,99.440,0.560,23.46,320,0.950,bicubic -regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic +resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear +regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic xcit_medium_24_p16_224_dist,96.590,3.410,99.270,0.730,84.40,224,1.000,bicubic resnetrs152,96.580,3.420,99.240,0.760,86.62,320,1.000,bicubic xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,bicubic -swinv2_base_window8_256,96.540,3.460,99.270,0.730,87.92,256,0.900,bicubic cait_xs24_384,96.540,3.460,99.420,0.580,26.67,384,1.000,bicubic efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic -crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic +swinv2_base_window8_256,96.540,3.460,99.270,0.730,87.92,256,0.900,bicubic regnety_080,96.530,3.470,99.320,0.680,39.18,288,1.000,bicubic +crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic vit_base_patch32_384,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic convnext_base,96.470,3.530,99.230,0.770,88.59,224,0.875,bicubic swinv2_small_window16_256,96.460,3.540,99.200,0.800,49.73,256,0.900,bicubic -vit_base_patch16_224_miil,96.450,3.550,99.300,0.700,86.54,224,0.875,bilinear resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic +vit_base_patch16_224_miil,96.450,3.550,99.300,0.700,86.54,224,0.875,bilinear +cs3se_edgenet_x,96.440,3.560,99.400,0.600,50.72,320,1.000,bicubic swsl_resnext101_32x4d,96.430,3.570,99.470,0.530,44.18,224,0.875,bilinear regnetv_064,96.410,3.590,99.360,0.640,30.58,288,1.000,bicubic xcit_large_24_p8_224,96.410,3.590,98.980,1.020,188.93,224,1.000,bicubic @@ -150,146 +151,149 @@ xcit_small_24_p8_224,96.400,3.600,99.150,0.850,47.63,224,1.000,bicubic tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic cait_s24_224,96.380,3.620,99.150,0.850,46.92,224,1.000,bicubic -regnety_064,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,bicubic +regnety_064,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic regnety_160,96.350,3.650,99.330,0.670,83.59,288,1.000,bicubic tf_efficientnet_b5,96.350,3.650,99.310,0.690,30.39,456,0.934,bicubic xception65,96.350,3.650,99.240,0.760,39.92,299,0.940,bicubic tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic volo_d1_224,96.330,3.670,99.310,0.690,26.63,224,0.960,bicubic ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear -deit3_base_patch16_224,96.300,3.700,99.180,0.820,86.59,224,0.900,bicubic resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic +deit3_base_patch16_224,96.300,3.700,99.180,0.820,86.59,224,0.900,bicubic swinv2_small_window8_256,96.290,3.710,99.210,0.790,49.73,256,0.900,bicubic twins_svt_large,96.270,3.730,99.170,0.830,99.27,224,0.900,bicubic jx_nest_base,96.250,3.750,99.210,0.790,67.72,224,0.875,bicubic swin_s3_base_224,96.250,3.750,99.140,0.860,71.13,224,0.900,bicubic swin_s3_small_224,96.230,3.770,99.090,0.910,49.74,224,0.900,bicubic convnext_tiny_in22ft1k,96.220,3.780,99.340,0.660,28.59,224,0.875,bicubic -xception65p,96.210,3.790,99.180,0.820,39.82,299,0.940,bicubic xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic +xception65p,96.210,3.790,99.180,0.820,39.82,299,0.940,bicubic deit3_small_patch16_384,96.200,3.800,99.290,0.710,22.21,384,1.000,bicubic regnetv_040,96.190,3.810,99.330,0.670,20.64,288,1.000,bicubic -mobilevitv2_175_384_in22ft1k,96.180,3.820,99.130,0.870,14.25,384,1.000,bicubic swinv2_cr_small_ns_224,96.180,3.820,99.140,0.860,49.70,224,0.900,bicubic +mobilevitv2_175_384_in22ft1k,96.180,3.820,99.130,0.870,14.25,384,1.000,bicubic convnext_small,96.170,3.830,99.100,0.900,50.22,224,0.875,bicubic -twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic -twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic +twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic +dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic efficientnet_b4,96.150,3.850,99.190,0.810,19.34,384,1.000,bicubic +twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic -dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic sequencer2d_l,96.140,3.860,99.160,0.840,54.30,224,0.875,bicubic regnetz_c16_evos,96.130,3.870,99.360,0.640,13.49,320,0.950,bicubic -nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic resnetv2_50x1_bit_distilled,96.120,3.880,99.280,0.720,25.55,224,0.875,bicubic -xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic +nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic -resnetv2_152x2_bit_teacher,96.100,3.900,99.270,0.730,236.34,224,0.875,bicubic +xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear +resnetv2_152x2_bit_teacher,96.100,3.900,99.270,0.730,236.34,224,0.875,bicubic deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic resnext101_64x4d,96.080,3.920,99.240,0.760,83.46,288,1.000,bicubic xcit_tiny_12_p8_384_dist,96.080,3.920,99.140,0.860,6.71,384,1.000,bicubic swinv2_cr_small_224,96.060,3.940,98.870,1.130,49.70,224,0.900,bicubic +cs3edgenet_x,96.050,3.950,99.140,0.860,47.82,288,1.000,bicubic +cs3sedarknet_x,96.040,3.960,99.110,0.890,35.40,288,1.000,bicubic mobilevitv2_200_384_in22ft1k,96.040,3.960,99.080,0.920,18.45,384,1.000,bicubic xcit_small_12_p16_224_dist,96.020,3.980,99.130,0.870,26.25,224,1.000,bicubic regnety_040,96.010,3.990,99.180,0.820,20.65,288,1.000,bicubic sequencer2d_s,95.990,4.010,99.050,0.950,27.65,224,0.875,bicubic -tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic +tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear jx_nest_small,95.960,4.040,99.030,0.970,38.35,224,0.875,bicubic eca_nfnet_l0,95.950,4.050,99.210,0.790,24.14,288,1.000,bicubic swinv2_tiny_window16_256,95.940,4.060,99.140,0.860,28.35,256,0.900,bicubic xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic -resnet152,95.900,4.100,99.080,0.920,60.19,224,0.950,bicubic tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic +resnet152,95.900,4.100,99.080,0.920,60.19,224,0.950,bicubic resnet51q,95.870,4.130,99.130,0.870,35.70,288,1.000,bilinear -tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear -cs3darknet_x,95.860,4.140,99.180,0.820,35.05,288,1.000,bicubic -resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear swsl_resnext50_32x4d,95.860,4.140,99.250,0.750,25.03,224,0.875,bilinear +resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear +cs3darknet_x,95.860,4.140,99.180,0.820,35.05,288,1.000,bicubic +tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear cait_xxs36_384,95.840,4.160,99.090,0.910,17.37,384,1.000,bicubic vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic -sequencer2d_m,95.810,4.190,99.110,0.890,38.31,224,0.875,bicubic xcit_tiny_24_p8_224_dist,95.810,4.190,99.210,0.790,12.11,224,1.000,bicubic +sequencer2d_m,95.810,4.190,99.110,0.890,38.31,224,0.875,bicubic regnetz_c16,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic ssl_resnext101_32x16d,95.790,4.210,99.180,0.820,194.03,224,0.875,bilinear twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic resnet61q,95.780,4.220,98.990,1.010,36.85,288,1.000,bicubic -vit_relpos_base_patch16_clsgap_224,95.760,4.240,99.040,0.960,86.43,224,0.900,bicubic tf_efficientnet_b2_ns,95.760,4.240,99.120,0.880,9.11,260,0.890,bicubic +vit_relpos_base_patch16_clsgap_224,95.760,4.240,99.040,0.960,86.43,224,0.900,bicubic gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic efficientnet_b3,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic -pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic tresnet_m,95.710,4.290,99.030,0.970,31.39,224,0.875,bilinear +pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic mobilevitv2_150_384_in22ft1k,95.700,4.300,99.140,0.860,10.59,384,1.000,bicubic crossvit_15_dagger_240,95.690,4.310,98.830,1.170,28.21,240,0.875,bicubic nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic -pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic -poolformer_m48,95.640,4.360,98.940,1.060,73.47,224,0.950,bicubic vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic +poolformer_m48,95.640,4.360,98.940,1.060,73.47,224,0.950,bicubic +pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic resnetv2_101,95.620,4.380,98.990,1.010,44.54,224,0.950,bicubic resnetv2_50d_evos,95.610,4.390,99.030,0.970,25.59,288,0.950,bicubic efficientnetv2_rw_t,95.600,4.400,99.070,0.930,13.65,288,1.000,bicubic -vit_relpos_base_patch16_224,95.570,4.430,99.030,0.970,86.43,224,0.900,bicubic crossvit_18_dagger_240,95.570,4.430,99.060,0.940,44.27,240,0.875,bicubic -convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic +vit_relpos_base_patch16_224,95.570,4.430,99.030,0.970,86.43,224,0.900,bicubic convnext_tiny,95.550,4.450,99.000,1.000,28.59,224,0.875,bicubic +convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic coat_lite_small,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic -xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic -xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic -levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic +levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic +xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic +xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic -xception41p,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic -fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear -vit_relpos_medium_patch16_rpn_224,95.510,4.490,99.080,0.920,38.73,224,0.900,bicubic ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic +vit_relpos_medium_patch16_rpn_224,95.510,4.490,99.080,0.920,38.73,224,0.900,bicubic convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,bicubic +fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear +xception41p,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic swinv2_tiny_window8_256,95.500,4.500,99.120,0.880,28.35,256,0.900,bicubic ssl_resnext101_32x8d,95.490,4.510,99.120,0.880,88.79,224,0.875,bilinear vit_relpos_medium_patch16_cls_224,95.480,4.520,98.950,1.050,38.76,224,0.900,bicubic visformer_small,95.470,4.530,98.900,1.100,40.22,224,0.900,bicubic vit_relpos_medium_patch16_224,95.460,4.540,98.960,1.040,38.75,224,0.900,bicubic +ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic -ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic resnetv2_50d_gn,95.430,4.570,99.040,0.960,25.57,288,0.950,bicubic resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,bicubic halo2botnet50ts_256,95.420,4.580,99.010,0.990,22.64,256,0.950,bicubic xcit_small_12_p16_224,95.420,4.580,98.840,1.160,26.25,224,1.000,bicubic xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic -edgenext_small,95.410,4.590,99.100,0.900,5.59,320,1.000,bicubic swsl_resnet50,95.410,4.590,99.300,0.700,25.56,224,0.875,bilinear -poolformer_m36,95.380,4.620,98.850,1.150,56.17,224,0.950,bicubic +edgenext_small,95.410,4.590,99.100,0.900,5.59,320,1.000,bicubic vit_base_patch16_rpn_224,95.380,4.620,98.930,1.070,86.54,224,0.900,bicubic -swinv2_cr_tiny_ns_224,95.370,4.630,98.940,1.060,28.33,224,0.900,bicubic +poolformer_m36,95.380,4.620,98.850,1.150,56.17,224,0.950,bicubic vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic +swinv2_cr_tiny_ns_224,95.370,4.630,98.940,1.060,28.33,224,0.900,bicubic resnet101,95.360,4.640,98.860,1.140,44.55,224,0.950,bicubic +convnext_nano,95.360,4.640,98.850,1.150,15.59,288,1.000,bicubic tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic cs3sedarknet_l,95.310,4.690,99.130,0.870,21.91,288,0.950,bicubic mixer_b16_224_miil,95.300,4.700,98.880,1.120,59.88,224,0.875,bilinear tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear cait_xxs24_384,95.280,4.720,98.960,1.040,12.03,384,1.000,bicubic -jx_nest_tiny,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic +jx_nest_tiny,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic vit_srelpos_medium_patch16_224,95.230,4.770,98.990,1.010,38.74,224,0.900,bicubic mobilevitv2_175_in22ft1k,95.230,4.770,98.790,1.210,14.25,256,0.888,bicubic resnetaa50,95.210,4.790,98.930,1.070,25.56,288,1.000,bicubic twins_pcpvt_small,95.210,4.790,98.880,1.120,24.11,224,0.900,bicubic -twins_svt_small,95.200,4.800,98.880,1.120,24.06,224,0.900,bicubic convit_small,95.200,4.800,98.900,1.100,27.78,224,0.875,bicubic +twins_svt_small,95.200,4.800,98.880,1.120,24.06,224,0.900,bicubic tf_efficientnet_b1_ns,95.180,4.820,99.110,0.890,7.79,240,0.882,bicubic cs3darknet_focus_l,95.170,4.830,98.960,1.040,21.15,288,0.950,bicubic -swin_s3_tiny_224,95.160,4.840,98.940,1.060,28.33,224,0.900,bicubic mobilevitv2_200_in22ft1k,95.160,4.840,98.950,1.050,18.45,256,0.888,bicubic -tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic vit_relpos_small_patch16_224,95.160,4.840,98.950,1.050,21.98,224,0.900,bicubic -lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic +swin_s3_tiny_224,95.160,4.840,98.940,1.060,28.33,224,0.900,bicubic +tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic crossvit_15_240,95.150,4.850,98.930,1.070,27.53,240,0.875,bicubic +lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic mobilevitv2_150_in22ft1k,95.140,4.860,98.860,1.140,10.59,256,0.888,bicubic halonet50ts,95.140,4.860,98.770,1.230,22.73,256,0.940,bicubic xcit_tiny_12_p16_384_dist,95.130,4.870,99.020,0.980,6.72,384,1.000,bicubic @@ -297,8 +301,8 @@ swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic cs3darknet_l,95.120,4.880,98.980,1.020,21.16,288,0.950,bicubic efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic xcit_tiny_12_p8_224_dist,95.100,4.900,98.910,1.090,6.71,224,1.000,bicubic -gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear poolformer_s36,95.090,4.910,98.910,1.090,30.86,224,0.900,bicubic +gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic wide_resnet50_2,95.080,4.920,98.970,1.030,68.88,224,0.875,bicubic convmixer_1536_20,95.070,4.930,99.030,0.970,51.63,224,0.960,bicubic @@ -307,23 +311,23 @@ regnetz_b16,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic vit_small_patch32_384,95.050,4.950,98.990,1.010,22.92,384,1.000,bicubic gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic -seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic vit_srelpos_small_patch16_224,95.030,4.970,98.960,1.040,21.97,224,0.900,bicubic +seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic resnetv2_50x1_bitm,95.010,4.990,99.060,0.940,25.55,448,1.000,bilinear tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic levit_256,95.010,4.990,98.890,1.110,18.89,224,0.900,bicubic -deit3_small_patch16_224,95.000,5.000,98.460,1.540,22.06,224,0.900,bicubic vit_base_patch32_224,95.000,5.000,99.030,0.970,88.22,224,0.900,bicubic +deit3_small_patch16_224,95.000,5.000,98.460,1.540,22.06,224,0.900,bicubic tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear coat_mini,94.970,5.030,98.780,1.220,10.34,224,0.900,bicubic resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic rexnet_200,94.950,5.050,99.010,0.990,16.37,224,0.875,bicubic -gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic gluon_seresnext101_64x4d,94.920,5.080,98.830,1.170,88.23,224,0.875,bicubic +gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic gluon_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic mobilevitv2_175,94.890,5.110,98.860,1.140,14.25,256,0.888,bicubic -resmlp_36_distilled_224,94.880,5.120,98.840,1.160,44.69,224,0.875,bicubic tf_efficientnet_lite4,94.880,5.120,99.020,0.980,13.01,380,0.920,bilinear +resmlp_36_distilled_224,94.880,5.120,98.840,1.160,44.69,224,0.875,bicubic ssl_resnext50_32x4d,94.870,5.130,98.890,1.110,25.03,224,0.875,bilinear seresnet33ts,94.860,5.140,98.790,1.210,19.78,256,0.900,bicubic resnest50d,94.850,5.150,98.880,1.120,27.48,224,0.875,bilinear @@ -342,40 +346,40 @@ haloregnetz_b,94.700,5.300,98.660,1.340,11.68,224,0.940,bicubic xcit_tiny_12_p8_224,94.690,5.310,98.830,1.170,6.71,224,1.000,bicubic cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear edgenext_small_rw,94.660,5.340,98.790,1.210,7.83,320,1.000,bicubic -resmlp_big_24_224,94.660,5.340,98.480,1.520,129.14,224,0.875,bicubic gluon_resnext101_64x4d,94.660,5.340,98.650,1.350,83.46,224,0.875,bicubic +resmlp_big_24_224,94.660,5.340,98.480,1.520,129.14,224,0.875,bicubic darknet53,94.630,5.370,98.890,1.110,41.61,288,1.000,bicubic efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic -gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic +gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear efficientnet_b2,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic pit_s_224,94.590,5.410,98.700,1.300,23.46,224,0.900,bicubic sebotnet33ts_256,94.580,5.420,98.500,1.500,13.70,256,0.940,bicubic repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear -mobilevitv2_150,94.550,5.450,98.710,1.290,10.59,256,0.888,bicubic -nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic poolformer_s24,94.550,5.450,98.880,1.120,21.39,224,0.900,bicubic +nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic -gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic +mobilevitv2_150,94.550,5.450,98.710,1.290,10.59,256,0.888,bicubic regnety_320,94.540,5.460,98.860,1.140,145.05,224,0.875,bicubic +gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic resnext50_32x4d,94.540,5.460,98.610,1.390,25.03,224,0.950,bicubic inception_resnet_v2,94.530,5.470,98.780,1.220,55.84,299,0.897,bicubic xcit_tiny_24_p16_224_dist,94.530,5.470,98.780,1.220,12.12,224,1.000,bicubic repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear convmixer_768_32,94.500,5.500,98.850,1.150,21.11,224,0.960,bicubic -tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic gcresnext50ts,94.490,5.510,98.670,1.330,15.67,256,0.900,bicubic +tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic -darknetaa53,94.470,5.530,98.760,1.240,36.02,288,1.000,bilinear gcresnet33ts,94.470,5.530,98.770,1.230,19.88,256,0.900,bicubic +darknetaa53,94.470,5.530,98.760,1.240,36.02,288,1.000,bilinear resmlp_24_distilled_224,94.460,5.540,98.770,1.230,30.02,224,0.875,bicubic regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic ssl_resnet50,94.440,5.560,98.920,1.080,25.56,224,0.875,bilinear resnetv2_50,94.430,5.570,98.730,1.270,25.55,224,0.950,bicubic tf_efficientnetv2_b2,94.420,5.580,98.570,1.430,10.10,260,0.890,bicubic -tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic +tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic deit_small_patch16_224,94.390,5.610,98.690,1.310,22.05,224,0.900,bicubic inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear @@ -387,9 +391,9 @@ ecaresnet26t,94.320,5.680,98.720,1.280,16.01,320,0.950,bicubic dpn107,94.310,5.690,98.470,1.530,86.92,224,0.875,bicubic resnetrs50,94.300,5.700,98.640,1.360,35.69,224,0.910,bicubic xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic -gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic -resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,bicubic +resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic +gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic skresnext50_32x4d,94.250,5.750,98.460,1.540,27.48,224,0.875,bicubic regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic @@ -398,8 +402,8 @@ ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic tf_efficientnet_lite3,94.210,5.790,98.640,1.360,8.20,300,0.904,bilinear resmlp_36_224,94.200,5.800,98.660,1.340,44.69,224,0.875,bicubic eca_resnet33ts,94.190,5.810,98.760,1.240,19.68,256,0.900,bicubic -mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic resnext50d_32x4d,94.190,5.810,98.560,1.440,25.05,224,0.875,bicubic +mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic levit_192,94.180,5.820,98.540,1.460,10.95,224,0.900,bicubic gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic @@ -418,19 +422,19 @@ hrnet_w64,94.020,5.980,98.620,1.380,128.06,224,0.875,bilinear resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic halonet26t,94.010,5.990,98.500,1.500,12.48,256,0.950,bicubic dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic -dla102x2,93.970,6.030,98.500,1.500,41.28,224,0.875,bilinear -mobilevitv2_125,93.970,6.030,98.560,1.440,7.48,256,0.888,bicubic fbnetv3_b,93.970,6.030,98.630,1.370,8.60,256,0.950,bilinear -resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic +mobilevitv2_125,93.970,6.030,98.560,1.440,7.48,256,0.888,bicubic +dla102x2,93.970,6.030,98.500,1.500,41.28,224,0.875,bilinear tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic +resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic fbnetv3_d,93.930,6.070,98.740,1.260,10.31,256,0.950,bilinear hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear tf_efficientnet_cc_b1_8e,93.910,6.090,98.260,1.740,39.72,240,0.882,bicubic rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic -repvgg_b2g4,93.840,6.160,98.590,1.410,61.76,224,0.875,bilinear efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic +repvgg_b2g4,93.840,6.160,98.590,1.410,61.76,224,0.875,bilinear lambda_resnet26t,93.830,6.170,98.650,1.350,10.96,256,0.940,bicubic pit_xs_distilled_224,93.820,6.180,98.670,1.330,11.00,224,0.900,bicubic resnext101_32x8d,93.820,6.180,98.580,1.420,88.79,224,0.875,bilinear @@ -440,8 +444,8 @@ gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear cspresnet50,93.730,6.270,98.640,1.360,21.62,256,0.887,bilinear -vit_relpos_base_patch32_plus_rpn_256,93.730,6.270,98.070,1.930,119.42,256,0.900,bicubic legacy_seresnext50_32x4d,93.730,6.270,98.580,1.420,27.56,224,0.875,bilinear +vit_relpos_base_patch32_plus_rpn_256,93.730,6.270,98.070,1.930,119.42,256,0.900,bicubic lambda_resnet26rpt_256,93.720,6.280,98.520,1.480,10.99,256,0.940,bicubic wide_resnet101_2,93.710,6.290,98.540,1.460,126.89,224,0.875,bilinear dpn68b,93.690,6.310,98.520,1.480,12.61,224,0.875,bicubic @@ -456,16 +460,16 @@ coat_tiny,93.590,6.410,98.420,1.580,5.50,224,0.900,bicubic regnetx_040,93.560,6.440,98.550,1.450,22.12,224,0.875,bicubic hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear hrnet_w32,93.530,6.470,98.460,1.540,41.23,224,0.875,bilinear -dla102x,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear xcit_nano_12_p8_384_dist,93.520,6.480,98.540,1.460,3.05,384,1.000,bicubic +dla102x,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear botnet26t_256,93.510,6.490,98.300,1.700,12.49,256,0.950,bicubic tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic resnet32ts,93.460,6.540,98.490,1.510,17.96,256,0.900,bicubic -mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic gluon_inception_v3,93.450,6.550,98.570,1.430,23.83,299,0.875,bicubic +mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic res2net50_26w_8s,93.420,6.580,98.170,1.830,48.40,224,0.875,bilinear res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear @@ -473,11 +477,11 @@ xcit_tiny_12_p16_224_dist,93.400,6.600,98.480,1.520,6.72,224,1.000,bicubic legacy_seresnet152,93.390,6.610,98.340,1.660,66.82,224,0.875,bilinear cs3darknet_m,93.360,6.640,98.600,1.400,9.31,288,0.950,bicubic dla169,93.340,6.660,98.590,1.410,53.39,224,0.875,bilinear +resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear levit_128,93.330,6.670,98.380,1.620,9.21,224,0.900,bicubic bat_resnext26ts,93.330,6.670,98.350,1.650,10.73,256,0.900,bicubic -resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear -tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic repvgg_b1,93.320,6.680,98.510,1.490,57.42,224,0.875,bilinear +tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic tf_mixnet_l,93.320,6.680,98.030,1.970,7.33,224,0.875,bicubic tv_resnet152,93.310,6.690,98.390,1.610,60.19,224,0.875,bilinear mobilevitv2_100,93.300,6.700,98.280,1.720,4.90,256,0.888,bicubic @@ -491,12 +495,12 @@ dla60_res2next,93.170,6.830,98.400,1.600,17.03,224,0.875,bilinear dla60_res2net,93.160,6.840,98.400,1.600,20.85,224,0.875,bilinear efficientnet_es,93.140,6.860,98.420,1.580,5.44,224,0.875,bicubic dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear -pit_xs_224,93.120,6.880,98.330,1.670,10.62,224,0.900,bicubic regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic +pit_xs_224,93.120,6.880,98.330,1.670,10.62,224,0.900,bicubic tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic dla102,93.060,6.940,98.550,1.450,33.27,224,0.875,bilinear -regnety_016,93.030,6.970,98.350,1.650,11.20,224,0.875,bicubic gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic +regnety_016,93.030,6.970,98.350,1.650,11.20,224,0.875,bicubic rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic selecsls60,93.020,6.980,98.300,1.700,30.67,224,0.875,bicubic repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear @@ -508,20 +512,20 @@ crossvit_9_dagger_240,92.890,7.110,98.250,1.750,8.78,240,0.875,bicubic adv_inception_v3,92.880,7.120,98.140,1.860,23.83,299,0.875,bicubic res2next50,92.860,7.140,98.190,1.810,24.67,224,0.875,bilinear resmlp_12_distilled_224,92.840,7.160,98.140,1.860,15.35,224,0.875,bicubic -gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic -tv_resnet101,92.820,7.180,98.250,1.750,44.55,224,0.875,bilinear +gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic +tv_resnet101,92.820,7.180,98.250,1.750,44.55,224,0.875,bilinear gcresnext26ts,92.780,7.220,98.260,1.740,10.48,256,0.900,bicubic efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic -resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic tv_resnext50_32x4d,92.750,7.250,98.280,1.720,25.03,224,0.875,bilinear +resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic densenet201,92.740,7.260,98.230,1.770,20.01,224,0.875,bicubic res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear inception_v3,92.720,7.280,97.970,2.030,23.83,299,0.875,bicubic -efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic seresnext26ts,92.690,7.310,98.290,1.710,10.39,256,0.900,bicubic seresnext26d_32x4d,92.690,7.310,98.150,1.850,16.81,224,0.875,bicubic +efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic resnet34d,92.680,7.320,98.310,1.690,21.82,224,0.875,bicubic tf_efficientnet_lite2,92.650,7.350,98.230,1.770,6.09,260,0.890,bicubic legacy_seresnext26_32x4d,92.640,7.360,98.130,1.870,16.79,224,0.875,bicubic @@ -539,8 +543,8 @@ tinynet_a,92.440,7.560,98.080,1.920,6.19,192,0.875,bicubic convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic mixnet_m,92.430,7.570,97.860,2.140,5.01,224,0.875,bicubic mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic -hardcorenas_d,92.390,7.610,98.080,1.920,7.50,224,0.875,bilinear skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic +hardcorenas_d,92.390,7.610,98.080,1.920,7.50,224,0.875,bilinear hrnet_w18,92.320,7.680,98.250,1.750,21.30,224,0.875,bilinear tf_mixnet_m,92.320,7.680,97.890,2.110,5.01,224,0.875,bicubic selecsls42b,92.280,7.720,98.140,1.860,32.46,224,0.875,bicubic @@ -555,8 +559,8 @@ gernet_s,92.140,7.860,98.200,1.800,8.17,224,0.875,bilinear xcit_nano_12_p8_224_dist,92.100,7.900,98.150,1.850,3.05,224,1.000,bicubic resnet26d,92.070,7.930,97.970,2.030,16.01,224,0.875,bicubic vit_tiny_r_s16_p8_384,92.040,7.960,98.290,1.710,6.36,384,1.000,bicubic -dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,bicubic +dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic hardcorenas_c,92.030,7.970,97.840,2.160,5.52,224,0.875,bilinear tf_efficientnet_es,91.980,8.020,97.860,2.140,5.44,224,0.875,bicubic repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear @@ -564,16 +568,16 @@ levit_128s,91.930,8.070,98.070,1.930,7.78,224,0.900,bicubic densenet169,91.920,8.080,98.100,1.900,14.15,224,0.875,bicubic densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic tv_resnet50,91.900,8.100,98.040,1.960,25.56,224,0.875,bilinear -mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,bicubic +mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic xcit_nano_12_p16_384_dist,91.830,8.170,98.020,1.980,3.05,384,1.000,bicubic mobilenetv2_140,91.830,8.170,97.850,2.150,6.11,224,0.875,bicubic mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic vit_tiny_patch16_224,91.770,8.230,98.040,1.960,5.72,224,0.900,bicubic mobilevitv2_075,91.760,8.240,97.860,2.140,2.87,256,0.888,bicubic hardcorenas_b,91.760,8.240,97.780,2.220,5.18,224,0.875,bilinear -resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear regnety_008,91.720,8.280,98.180,1.820,6.26,224,0.875,bicubic +resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear densenet121,91.580,8.420,98.030,1.970,7.98,224,0.875,bicubic tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic repvgg_b0,91.400,8.600,97.990,2.010,15.82,224,0.875,bilinear @@ -592,16 +596,16 @@ edgenext_x_small,91.090,8.910,97.550,2.450,2.34,256,0.900,bicubic regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic tf_efficientnet_lite0,91.040,8.960,97.590,2.410,4.65,224,0.875,bicubic xcit_nano_12_p8_224,91.020,8.980,97.790,2.210,3.05,224,1.000,bicubic -mobilenetv2_110d,90.960,9.040,97.560,2.440,4.52,224,0.875,bicubic gluon_resnet34_v1b,90.960,9.040,97.640,2.360,21.80,224,0.875,bicubic +mobilenetv2_110d,90.960,9.040,97.560,2.440,4.52,224,0.875,bicubic tinynet_b,90.920,9.080,97.670,2.330,3.73,188,0.875,bicubic pit_ti_distilled_224,90.900,9.100,97.720,2.280,5.10,224,0.900,bicubic legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic mobilevit_xs,90.820,9.180,97.920,2.080,2.32,256,0.900,bicubic dla34,90.780,9.220,97.660,2.340,15.74,224,0.875,bilinear -fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear deit_tiny_distilled_patch16_224,90.710,9.290,97.570,2.430,5.91,224,0.900,bicubic +fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear convit_tiny,90.640,9.360,97.740,2.260,5.71,224,0.875,bicubic crossvit_9_240,90.630,9.370,97.740,2.260,8.55,240,0.875,bicubic diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index c28d19b9..4e306fba 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -5,19 +5,19 @@ beit_large_patch16_512,81.653,18.347,94.880,5.120,305.67,512,1.000,bicubic,-16.9 deit3_large_patch16_384_in21ft1k,79.213,20.787,93.627,6.373,304.76,384,1.000,bicubic,-19.247,-6.133,+1 beit_large_patch16_384,79.120,20.880,94.280,5.720,305.00,384,1.000,bicubic,-19.400,-5.540,-2 swinv2_large_window12to24_192to384_22kft1k,73.867,26.133,91.747,8.253,196.74,384,1.000,bicubic,-24.283,-7.943,+6 -deit3_base_patch16_384_in21ft1k,71.280,28.720,89.947,10.053,86.88,384,1.000,bicubic,-26.550,-9.743,+15 +deit3_base_patch16_384_in21ft1k,71.280,28.720,89.947,10.053,86.88,384,1.000,bicubic,-26.550,-9.733,+16 swinv2_base_window12to24_192to384_22kft1k,71.267,28.733,91.280,8.720,87.92,384,1.000,bicubic,-26.873,-8.500,+5 -vit_large_patch16_384,71.227,28.773,89.853,10.147,304.72,384,1.000,bicubic,-26.993,-9.947,-1 +vit_large_patch16_384,71.227,28.773,89.853,10.147,304.72,384,1.000,bicubic,-26.993,-9.947,-2 convnext_xlarge_384_in22ft1k,70.787,29.213,90.400,9.600,350.20,384,1.000,bicubic,-27.563,-9.400,-4 -deit3_huge_patch14_224_in21ft1k,70.227,29.773,90.720,9.280,632.13,224,1.000,bicubic,-27.943,-9.010,-1 +deit3_huge_patch14_224_in21ft1k,70.227,29.773,90.720,9.280,632.13,224,1.000,bicubic,-27.943,-9.010,0 volo_d5_512,69.653,30.347,90.413,9.587,296.09,512,1.150,bicubic,-28.117,-9.257,+13 swin_large_patch4_window12_384,69.613,30.387,89.573,10.427,196.74,384,1.000,bicubic,-28.427,-10.117,+1 -deit3_large_patch16_224_in21ft1k,68.707,31.293,90.013,9.987,304.37,224,1.000,bicubic,-29.463,-9.747,-3 +deit3_large_patch16_224_in21ft1k,68.707,31.293,90.013,9.987,304.37,224,1.000,bicubic,-29.463,-9.747,-4 beit_large_patch16_224,68.507,31.493,89.573,10.427,304.43,224,0.900,bicubic,-29.673,-10.187,-6 volo_d5_448,68.107,31.893,89.707,10.293,295.91,448,1.150,bicubic,-29.653,-9.913,+10 -convnext_large_384_in22ft1k,67.947,32.053,89.200,10.800,197.77,384,1.000,bicubic,-30.273,-10.530,-10 -swinv2_large_window12to16_192to256_22kft1k,67.280,32.720,88.013,11.987,196.74,256,0.900,bicubic,-30.580,-11.637,+1 -tf_efficientnet_b7_ns,67.080,32.920,88.640,11.360,66.35,600,0.949,bicubic,-30.840,-11.080,-2 +convnext_large_384_in22ft1k,67.947,32.053,89.200,10.800,197.77,384,1.000,bicubic,-30.273,-10.530,-9 +swinv2_large_window12to16_192to256_22kft1k,67.280,32.720,88.013,11.987,196.74,256,0.900,bicubic,-30.580,-11.637,+2 +tf_efficientnet_b7_ns,67.080,32.920,88.640,11.360,66.35,600,0.949,bicubic,-30.840,-11.080,-3 tf_efficientnetv2_xl_in21ft1k,67.000,33.000,86.867,13.133,208.12,512,1.000,bicubic,-30.660,-12.623,+9 volo_d4_448,66.680,33.320,88.987,11.013,193.41,448,1.150,bicubic,-30.990,-10.623,+7 tf_efficientnetv2_l_in21ft1k,66.320,33.680,87.840,12.160,118.52,480,1.000,bicubic,-31.380,-11.830,+5 @@ -26,27 +26,27 @@ volo_d3_448,65.427,34.573,87.560,12.440,86.63,448,1.000,bicubic,-32.123,-11.990, convnext_base_384_in22ft1k,65.000,35.000,87.867,12.133,88.59,384,1.000,bicubic,-32.950,-11.783,-10 swin_base_patch4_window12_384,64.467,35.533,87.493,12.507,87.90,384,1.000,bicubic,-33.423,-12.217,-8 vit_base_patch16_384,63.693,36.307,86.707,13.293,86.86,384,1.000,bicubic,-34.147,-12.963,-6 -swinv2_base_window12to16_192to256_22kft1k,63.227,36.773,87.493,12.507,87.92,256,0.900,bicubic,-34.423,-12.227,+3 -convnext_xlarge_in22ft1k,62.627,37.373,86.000,14.000,350.20,224,0.875,bicubic,-35.293,-13.680,-13 +swinv2_base_window12to16_192to256_22kft1k,63.227,36.773,87.493,12.507,87.92,256,0.900,bicubic,-34.423,-12.227,+2 +convnext_xlarge_in22ft1k,62.627,37.373,86.000,14.000,350.20,224,0.875,bicubic,-35.293,-13.680,-12 cait_m48_448,62.347,37.653,86.453,13.547,356.46,448,1.000,bicubic,-35.133,-13.097,+15 tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+2 -vit_large_r50_s32_384,61.493,38.507,83.960,16.040,329.09,384,1.000,bicubic,-36.367,-15.710,-12 +vit_large_r50_s32_384,61.493,38.507,83.960,16.040,329.09,384,1.000,bicubic,-36.367,-15.710,-13 tf_efficientnetv2_m_in21ft1k,61.387,38.613,85.413,14.587,54.14,480,1.000,bicubic,-36.093,-14.117,+13 ig_resnext101_32x48d,61.013,38.987,83.333,16.667,828.41,224,0.875,bilinear,-36.607,-16.367,0 -swin_large_patch4_window7_224,60.907,39.093,85.867,14.133,196.53,224,0.900,bicubic,-36.743,-13.713,-5 -resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.040,+7 +swin_large_patch4_window7_224,60.907,39.093,85.867,14.133,196.53,224,0.900,bicubic,-36.743,-13.713,-4 +resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.050,+7 deit3_large_patch16_384,60.507,39.493,85.707,14.293,304.76,384,1.000,bicubic,-36.913,-13.913,+12 tf_efficientnet_b5_ns,60.293,39.707,84.480,15.520,30.39,456,0.934,bicubic,-37.207,-15.150,+4 xcit_large_24_p8_384_dist,59.880,40.120,85.480,14.520,188.93,384,1.000,bicubic,-37.640,-14.060,+1 -convnext_large_in22ft1k,59.773,40.227,84.040,15.960,197.77,224,0.875,bicubic,-38.057,-15.640,-17 +convnext_large_in22ft1k,59.773,40.227,84.040,15.960,197.77,224,0.875,bicubic,-38.057,-15.650,-18 dm_nfnet_f6,59.173,40.827,82.333,17.667,438.36,576,0.956,bicubic,-38.427,-17.217,-6 -vit_base_patch8_224,58.920,41.080,82.733,17.267,86.58,224,0.900,bicubic,-38.660,-16.937,-5 +vit_base_patch8_224,58.920,41.080,82.733,17.267,86.58,224,0.900,bicubic,-38.660,-16.937,-6 volo_d2_384,58.600,41.400,84.253,15.747,58.87,384,1.000,bicubic,-38.710,-15.347,+12 dm_nfnet_f5,58.560,41.440,82.773,17.227,377.21,544,0.954,bicubic,-38.980,-16.797,-5 -dm_nfnet_f4,58.133,41.867,81.973,18.027,316.07,512,0.951,bicubic,-39.447,-17.537,-9 +dm_nfnet_f4,58.133,41.867,81.973,18.027,316.07,512,0.951,bicubic,-39.447,-17.537,-8 ig_resnext101_32x32d,58.040,41.960,80.613,19.387,468.53,224,0.875,bilinear,-39.330,-19.067,+6 cait_m36_384,57.813,42.187,84.827,15.173,271.22,384,1.000,bicubic,-39.587,-14.683,+3 -deit3_base_patch16_224_in21ft1k,57.253,42.747,83.520,16.480,86.59,224,1.000,bicubic,-40.237,-16.090,-4 +deit3_base_patch16_224_in21ft1k,57.253,42.747,83.520,16.480,86.59,224,1.000,bicubic,-40.237,-16.080,-4 volo_d5_224,57.120,42.880,82.720,17.280,295.46,224,0.960,bicubic,-40.270,-16.850,+2 deit3_small_patch16_384_in21ft1k,57.067,42.933,83.080,16.920,22.21,384,1.000,bicubic,-40.063,-16.420,+19 xcit_medium_24_p8_384_dist,56.693,43.307,83.400,16.600,84.32,384,1.000,bicubic,-40.597,-16.110,+6 @@ -56,19 +56,19 @@ vit_large_patch16_224,55.627,44.373,80.080,19.920,304.33,224,0.900,bicubic,-42.0 convnext_base_in22ft1k,54.627,45.373,82.173,17.827,88.59,224,0.875,bicubic,-42.843,-17.427,-8 vit_base_r50_s16_384,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.553,-18.347,+11 cait_s36_384,54.387,45.613,81.360,18.640,68.37,384,1.000,bicubic,-42.943,-18.170,-3 -volo_d1_384,54.333,45.667,80.973,19.027,26.78,384,1.000,bicubic,-42.577,-18.437,+35 +volo_d1_384,54.333,45.667,80.973,19.027,26.78,384,1.000,bicubic,-42.577,-18.547,+35 deit3_huge_patch14_224,54.320,45.680,82.093,17.907,632.13,224,0.900,bicubic,-42.570,-17.387,+37 xcit_small_24_p8_384_dist,54.267,45.733,81.533,18.467,47.63,384,1.000,bicubic,-42.973,-18.077,+1 -resnetv2_101x3_bitm,54.027,45.973,81.040,18.960,387.93,448,1.000,bilinear,-42.963,-18.370,+23 +resnetv2_101x3_bitm,54.027,45.973,81.040,18.960,387.93,448,1.000,bilinear,-42.963,-18.450,+23 resnetv2_152x2_bitm,54.013,45.987,82.013,17.987,236.34,448,1.000,bilinear,-42.997,-17.577,+19 -deit3_base_patch16_384,53.427,46.573,80.573,19.427,86.88,384,1.000,bicubic,-43.593,-18.817,+16 +deit3_base_patch16_384,53.427,46.573,80.573,19.427,86.88,384,1.000,bicubic,-43.593,-18.817,+17 tf_efficientnetv2_l,53.173,46.827,79.147,20.853,118.52,480,1.000,bicubic,-44.107,-20.403,-6 ig_resnext101_32x16d,53.093,46.907,76.933,23.067,194.03,224,0.875,bilinear,-43.717,-22.667,+36 volo_d4_224,52.933,47.067,80.440,19.560,192.96,224,0.960,bicubic,-44.367,-19.080,-10 xcit_large_24_p16_384_dist,52.840,47.160,81.827,18.173,189.10,384,1.000,bicubic,-44.680,-17.653,-26 swin_base_patch4_window7_224,51.427,48.573,79.973,20.027,87.77,224,0.900,bicubic,-45.823,-19.557,-8 -tf_efficientnet_b4_ns,51.253,48.747,79.173,20.827,19.34,380,0.922,bicubic,-45.697,-20.407,+20 -swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.300,-5 +tf_efficientnet_b4_ns,51.253,48.747,79.173,20.827,19.34,380,0.922,bicubic,-45.697,-20.407,+19 +swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.330,-7 resnetv2_152x2_bit_teacher_384,51.173,48.827,78.480,21.520,236.34,384,1.000,bicubic,-45.657,-20.970,+29 beit_base_patch16_224,50.707,49.293,79.693,20.307,86.53,224,0.900,bicubic,-46.383,-19.917,0 xcit_small_12_p8_384_dist,50.587,49.413,79.600,20.400,26.21,384,1.000,bicubic,-46.643,-19.880,-11 @@ -76,354 +76,358 @@ volo_d3_224,50.253,49.747,78.173,21.827,86.33,224,0.960,bicubic,-46.837,-21.297, cait_s24_384,49.733,50.267,78.733,21.267,47.06,384,1.000,bicubic,-47.337,-20.697,+2 xcit_medium_24_p16_384_dist,49.333,50.667,79.853,20.147,84.40,384,1.000,bicubic,-47.947,-19.607,-17 deit_base_distilled_patch16_384,49.320,50.680,79.253,20.747,87.63,384,1.000,bicubic,-47.640,-20.227,+10 -tf_efficientnet_b8,48.960,51.040,77.240,22.760,87.41,672,0.954,bicubic,-48.240,-22.330,-14 -dm_nfnet_f2,48.920,51.080,77.147,22.853,193.78,352,0.920,bicubic,-48.100,-22.293,+1 +tf_efficientnet_b8,48.960,51.040,77.240,22.760,87.41,672,0.954,bicubic,-48.240,-22.260,-12 +dm_nfnet_f2,48.920,51.080,77.147,22.853,193.78,352,0.920,bicubic,-48.100,-22.293,0 deit3_large_patch16_224,48.627,51.373,78.133,21.867,304.37,224,0.900,bicubic,-48.313,-21.207,+10 -tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.893,22.107,21.46,384,1.000,bicubic,-48.213,-21.527,+29 +tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.893,22.107,21.46,384,1.000,bicubic,-48.213,-21.527,+28 resnest269e,48.200,51.800,74.333,25.667,110.93,416,0.928,bicubic,-48.320,-25.017,+57 xcit_large_24_p8_224_dist,48.120,51.880,79.107,20.893,188.93,224,1.000,bicubic,-48.950,-20.313,-5 -regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-18 -resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.217,+27 -xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.960,+61 +regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-19 +resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.217,+26 +xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.580,+62 xcit_small_24_p16_384_dist,46.947,53.053,77.160,22.840,47.67,384,1.000,bicubic,-50.173,-22.290,-17 tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-17 efficientnetv2_rw_m,46.280,53.720,75.680,24.320,53.24,416,1.000,bicubic,-50.700,-23.860,-3 -swinv2_base_window16_256,46.267,53.733,75.187,24.813,87.92,256,0.900,bicubic,-50.493,-24.183,+17 -swsl_resnext101_32x16d,46.133,53.867,72.253,27.747,194.03,224,0.875,bilinear,-50.467,-27.277,+39 +swinv2_base_window16_256,46.267,53.733,75.187,24.813,87.92,256,0.900,bicubic,-50.493,-24.163,+17 +swsl_resnext101_32x16d,46.133,53.867,72.253,27.747,194.03,224,0.875,bilinear,-50.467,-27.277,+38 volo_d2_224,46.080,53.920,75.253,24.747,58.68,224,0.960,bicubic,-50.920,-24.137,-9 -vit_small_patch16_384,45.920,54.080,76.707,23.293,22.20,384,1.000,bicubic,-50.780,-22.663,+22 -ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.487,-18 +vit_small_patch16_384,45.920,54.080,76.707,23.293,22.20,384,1.000,bicubic,-50.780,-22.773,+22 +ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.337,-18 vit_small_r26_s32_384,45.733,54.267,76.053,23.947,36.47,384,1.000,bicubic,-50.947,-23.527,+25 tf_efficientnetv2_m,45.533,54.467,74.533,25.467,54.14,480,1.000,bicubic,-51.607,-24.877,-28 -tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.287,-34 -dm_nfnet_f1,45.320,54.680,74.107,25.893,132.63,320,0.910,bicubic,-51.590,-25.413,-3 -ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+60 +tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.327,-33 +dm_nfnet_f1,45.320,54.680,74.107,25.893,132.63,320,0.910,bicubic,-51.590,-25.303,-3 +ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+61 xcit_medium_24_p8_224_dist,45.213,54.787,76.720,23.280,84.32,224,1.000,bicubic,-51.707,-22.670,-8 eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.617,-28 -convnext_tiny_384_in22ft1k,44.840,55.160,76.680,23.320,28.59,384,1.000,bicubic,-52.040,-22.790,-5 -convnext_small_in22ft1k,44.813,55.187,77.373,22.627,50.22,224,0.875,bicubic,-52.177,-22.117,-18 -crossvit_18_dagger_408,44.293,55.707,73.827,26.173,44.61,408,1.000,bicubic,-52.237,-25.433,+33 -resnest200e,44.133,55.867,73.467,26.533,70.20,320,0.909,bicubic,-52.477,-25.973,+22 -cait_xs24_384,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.593,-24.110,+29 -seresnextaa101d_32x8d,43.947,56.053,73.400,26.600,93.59,288,1.000,bicubic,-53.003,-25.990,-19 -resnetrs200,43.747,56.253,72.813,27.187,93.21,320,1.000,bicubic,-52.953,-26.477,+8 -tresnet_xl_448,43.467,56.533,72.453,27.547,78.44,448,0.875,bilinear,-52.503,-26.737,+88 +convnext_tiny_384_in22ft1k,44.840,55.160,76.680,23.320,28.59,384,1.000,bicubic,-52.040,-22.790,-4 +convnext_small_in22ft1k,44.813,55.187,77.373,22.627,50.22,224,0.875,bicubic,-52.177,-22.037,-18 +crossvit_18_dagger_408,44.293,55.707,73.827,26.173,44.61,408,1.000,bicubic,-52.237,-25.433,+34 +resnest200e,44.133,55.867,73.467,26.533,70.20,320,0.909,bicubic,-52.477,-25.883,+23 +cait_xs24_384,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.593,-24.260,+28 +seresnextaa101d_32x8d,43.947,56.053,73.400,26.600,93.59,288,1.000,bicubic,-53.003,-25.990,-18 +resnetrs200,43.747,56.253,72.813,27.187,93.21,320,1.000,bicubic,-52.953,-26.557,+8 +tresnet_xl_448,43.467,56.533,72.453,27.547,78.44,448,0.875,bilinear,-52.503,-26.677,+92 xcit_small_12_p16_384_dist,43.267,56.733,73.880,26.120,26.25,384,1.000,bicubic,-53.663,-25.520,-19 -vit_base_patch16_224,43.253,56.747,72.893,27.107,86.57,224,0.900,bicubic,-53.627,-26.637,-13 +vit_base_patch16_224,43.253,56.747,72.893,27.107,86.57,224,0.900,bicubic,-53.627,-26.637,-14 resnetrs420,43.147,56.853,70.467,29.533,191.89,416,1.000,bicubic,-53.763,-28.993,-18 -xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.543,+72 +xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.543,+74 tf_efficientnet_b7,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-32 xcit_tiny_24_p8_384_dist,42.467,57.533,72.867,27.133,12.11,384,1.000,bicubic,-54.083,-26.453,+18 swinv2_small_window16_256,42.293,57.707,72.920,27.080,49.73,256,0.900,bicubic,-54.167,-26.280,+26 -crossvit_15_dagger_408,41.907,58.093,72.067,27.933,28.50,408,1.000,bicubic,-54.483,-27.093,+33 +crossvit_15_dagger_408,41.907,58.093,72.067,27.933,28.50,408,1.000,bicubic,-54.483,-27.093,+34 xcit_small_24_p8_224_dist,41.893,58.107,73.680,26.320,47.63,224,1.000,bicubic,-54.977,-25.800,-19 -xcit_small_24_p8_224,41.773,58.227,71.013,28.987,47.63,224,1.000,bicubic,-54.627,-28.137,+29 +xcit_small_24_p8_224,41.773,58.227,71.013,28.987,47.63,224,1.000,bicubic,-54.627,-28.137,+30 vit_large_r50_s32_224,41.653,58.347,70.253,29.747,328.99,224,0.900,bicubic,-55.137,-29.097,-17 -swsl_resnext101_32x4d,41.560,58.440,71.747,28.253,44.18,224,0.875,bilinear,-54.870,-27.723,+24 -swinv2_base_window8_256,41.507,58.493,72.440,27.560,87.92,256,0.900,bicubic,-55.033,-26.920,+12 -convnext_large,41.373,58.627,73.293,26.707,197.77,224,0.875,bicubic,-55.387,-26.057,-15 +swsl_resnext101_32x4d,41.560,58.440,71.747,28.253,44.18,224,0.875,bilinear,-54.870,-27.723,+25 +swinv2_base_window8_256,41.507,58.493,72.440,27.560,87.92,256,0.900,bicubic,-55.033,-26.830,+14 +convnext_large,41.373,58.627,73.293,26.707,197.77,224,0.875,bicubic,-55.387,-26.007,-15 deit3_small_patch16_224_in21ft1k,41.240,58.760,71.933,28.067,22.06,224,1.000,bicubic,-55.420,-27.397,0 -seresnext101d_32x8d,41.133,58.867,70.880,29.120,93.59,288,1.000,bicubic,-55.577,-28.480,-14 -tf_efficientnet_b6_ap,40.813,59.187,71.627,28.373,43.04,528,0.942,bicubic,-56.267,-27.843,-51 -resmlp_big_24_224_in22ft1k,40.373,59.627,74.787,25.213,129.14,224,0.875,bicubic,-56.247,-24.663,-2 -deit3_small_patch16_384,40.307,59.693,70.333,29.667,22.21,384,1.000,bicubic,-55.893,-28.957,+42 -tresnet_l_448,40.213,59.787,69.907,30.093,55.99,448,0.875,bilinear,-55.647,-29.343,+78 -deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.420,+49 -regnetz_d8_evos,40.093,59.907,72.187,27.813,23.46,320,0.950,bicubic,-56.517,-27.163,-3 -regnetz_040h,40.000,60.000,71.333,28.667,28.94,320,1.000,bicubic,-56.710,-28.167,-18 -resnetrs350,39.947,60.053,68.933,31.067,163.96,384,1.000,bicubic,-56.813,-30.367,-27 -regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.870,-8 -swin_s3_base_224,39.787,60.213,70.493,29.507,71.13,224,0.900,bicubic,-56.463,-28.647,+30 -seresnext101_32x8d,39.547,60.453,69.467,30.533,93.57,288,1.000,bicubic,-57.223,-29.983,-32 -deit3_base_patch16_224,39.200,60.800,71.027,28.973,86.59,224,0.900,bicubic,-57.100,-28.153,+23 -volo_d1_224,38.947,61.053,70.267,29.733,26.63,224,0.960,bicubic,-57.383,-29.043,+20 -vit_large_patch32_384,38.933,61.067,68.947,31.053,306.63,384,1.000,bicubic,-56.897,-30.203,+73 -resnetv2_101x1_bitm,38.933,61.067,71.040,28.960,44.54,448,1.000,bilinear,-57.167,-28.230,+48 +seresnext101d_32x8d,41.133,58.867,70.880,29.120,93.59,288,1.000,bicubic,-55.577,-28.480,-11 +tf_efficientnet_b6_ap,40.813,59.187,71.627,28.373,43.04,528,0.942,bicubic,-56.267,-27.993,-51 +resmlp_big_24_224_in22ft1k,40.373,59.627,74.787,25.213,129.14,224,0.875,bicubic,-56.247,-24.723,-2 +deit3_small_patch16_384,40.307,59.693,70.333,29.667,22.21,384,1.000,bicubic,-55.893,-28.957,+43 +tresnet_l_448,40.213,59.787,69.907,30.093,55.99,448,0.875,bilinear,-55.647,-29.213,+84 +deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.380,+51 +regnetz_d8_evos,40.093,59.907,72.187,27.813,23.46,320,0.950,bicubic,-56.517,-27.253,-4 +regnetz_040h,40.000,60.000,71.333,28.667,28.94,320,1.000,bicubic,-56.710,-28.167,-20 +resnetrs350,39.947,60.053,68.933,31.067,163.96,384,1.000,bicubic,-56.813,-30.437,-27 +regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-8 +swin_s3_base_224,39.787,60.213,70.493,29.507,71.13,224,0.900,bicubic,-56.463,-28.647,+31 +seresnext101_32x8d,39.547,60.453,69.467,30.533,93.57,288,1.000,bicubic,-57.223,-29.883,-31 +deit3_base_patch16_224,39.200,60.800,71.027,28.973,86.59,224,0.900,bicubic,-57.100,-28.153,+25 +volo_d1_224,38.947,61.053,70.267,29.733,26.63,224,0.960,bicubic,-57.383,-29.043,+21 +resnetv2_101x1_bitm,38.933,61.067,71.040,28.960,44.54,448,1.000,bilinear,-57.167,-28.240,+49 +vit_large_patch32_384,38.933,61.067,68.947,31.053,306.63,384,1.000,bicubic,-56.897,-30.203,+75 regnetz_040,38.733,61.267,70.413,29.587,27.12,320,1.000,bicubic,-57.977,-29.057,-28 xcit_small_12_p8_224_dist,38.213,61.787,71.280,28.720,26.21,224,1.000,bicubic,-58.477,-28.110,-24 -resnet200d,38.147,61.853,68.627,31.373,64.69,320,1.000,bicubic,-58.573,-30.703,-34 -swinv2_small_window8_256,37.787,62.213,69.867,30.133,49.73,256,0.900,bicubic,-58.503,-29.343,+18 +resnet200d,38.147,61.853,68.627,31.373,64.69,320,1.000,bicubic,-58.573,-30.703,-33 +swinv2_small_window8_256,37.787,62.213,69.867,30.133,49.73,256,0.900,bicubic,-58.503,-29.343,+19 xcit_large_24_p16_224_dist,37.680,62.320,71.587,28.413,189.10,224,1.000,bicubic,-59.120,-27.763,-43 -seresnet152d,37.653,62.347,69.480,30.520,66.84,320,1.000,bicubic,-59.117,-29.870,-41 -eca_nfnet_l1,37.533,62.467,70.960,29.040,41.41,320,1.000,bicubic,-59.167,-28.520,-30 +seresnet152d,37.653,62.347,69.480,30.520,66.84,320,1.000,bicubic,-59.117,-29.970,-42 +eca_nfnet_l1,37.533,62.467,70.960,29.040,41.41,320,1.000,bicubic,-59.167,-28.330,-30 xcit_small_12_p8_224,37.533,62.467,68.213,31.787,26.21,224,1.000,bicubic,-58.577,-30.947,+38 -twins_svt_large,37.213,62.787,69.227,30.773,99.27,224,0.900,bicubic,-59.057,-29.943,+14 -regnetz_d32,37.133,62.867,70.480,29.520,27.58,320,0.950,bicubic,-59.467,-28.900,-21 +twins_svt_large,37.213,62.787,69.227,30.773,99.27,224,0.900,bicubic,-59.057,-29.943,+15 +regnetz_d32,37.133,62.867,70.480,29.520,27.58,320,0.950,bicubic,-59.467,-28.900,-20 vit_base_patch32_384,37.107,62.893,69.787,30.213,88.30,384,1.000,bicubic,-59.383,-29.623,-11 -regnety_064,37.000,63.000,68.187,31.813,30.58,288,1.000,bicubic,-59.360,-31.043,0 -swin_s3_small_224,36.867,63.133,68.213,31.787,49.74,224,0.900,bicubic,-59.363,-30.877,+13 -efficientnetv2_rw_s,36.813,63.187,68.320,31.680,23.94,384,1.000,bicubic,-59.727,-31.100,-18 -regnety_160,36.787,63.213,69.107,30.893,83.59,288,1.000,bicubic,-59.563,-30.223,-1 +regnety_064,37.000,63.000,68.187,31.813,30.58,288,1.000,bicubic,-59.360,-31.043,+2 +swin_s3_small_224,36.867,63.133,68.213,31.787,49.74,224,0.900,bicubic,-59.363,-30.877,+14 +efficientnetv2_rw_s,36.813,63.187,68.320,31.680,23.94,384,1.000,bicubic,-59.727,-31.040,-19 +regnety_160,36.787,63.213,69.107,30.893,83.59,288,1.000,bicubic,-59.563,-30.223,0 convnext_base,36.747,63.253,70.413,29.587,88.59,224,0.875,bicubic,-59.723,-28.817,-15 -resnext101_64x4d,36.720,63.280,66.653,33.347,83.46,288,1.000,bicubic,-59.360,-32.587,+33 -convnext_tiny_in22ft1k,36.267,63.733,69.560,30.440,28.59,224,0.875,bicubic,-59.953,-29.780,+9 -cait_xxs36_384,36.253,63.747,67.800,32.200,17.37,384,1.000,bicubic,-59.587,-31.290,+52 -jx_nest_base,36.067,63.933,66.760,33.240,67.72,224,0.875,bicubic,-60.183,-32.450,+4 -pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.230,-39 -regnety_080,35.560,64.440,67.240,32.760,39.18,288,1.000,bicubic,-60.970,-32.080,-24 -sequencer2d_l,35.560,64.440,67.333,32.667,54.30,224,0.875,bicubic,-60.580,-31.827,+18 -tf_efficientnet_b3_ns,35.507,64.493,67.747,32.253,12.23,300,0.904,bicubic,-60.883,-31.603,-15 -tf_efficientnet_b6,35.227,64.773,67.720,32.280,43.04,528,0.942,bicubic,-61.443,-31.650,-42 -resnetrs270,35.000,65.000,65.480,34.520,129.86,352,1.000,bicubic,-61.690,-33.870,-47 -tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.880,-31.993,-46 +resnext101_64x4d,36.720,63.280,66.653,33.347,83.46,288,1.000,bicubic,-59.360,-32.587,+34 +convnext_tiny_in22ft1k,36.267,63.733,69.560,30.440,28.59,224,0.875,bicubic,-59.953,-29.780,+10 +cait_xxs36_384,36.253,63.747,67.800,32.200,17.37,384,1.000,bicubic,-59.587,-31.290,+55 +jx_nest_base,36.067,63.933,66.760,33.240,67.72,224,0.875,bicubic,-60.183,-32.450,+5 +pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.230,-38 +sequencer2d_l,35.560,64.440,67.333,32.667,54.30,224,0.875,bicubic,-60.580,-31.827,+20 +regnety_080,35.560,64.440,67.240,32.760,39.18,288,1.000,bicubic,-60.970,-32.080,-26 +tf_efficientnet_b3_ns,35.507,64.493,67.747,32.253,12.23,300,0.904,bicubic,-60.883,-31.603,-14 +cs3se_edgenet_x,35.427,64.573,67.280,32.720,50.72,320,1.000,bicubic,-61.013,-32.120,-20 +tf_efficientnet_b6,35.227,64.773,67.720,32.280,43.04,528,0.942,bicubic,-61.443,-31.650,-44 +resnetrs270,35.000,65.000,65.480,34.520,129.86,352,1.000,bicubic,-61.690,-33.870,-48 +tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.880,-31.993,-47 xcit_tiny_12_p8_384_dist,34.653,65.347,66.280,33.720,6.71,384,1.000,bicubic,-61.427,-32.860,+23 vit_base_patch16_224_miil,34.520,65.480,65.000,35.000,86.54,224,0.875,bilinear,-61.930,-34.300,-26 -xcit_medium_24_p16_224_dist,34.320,65.680,67.893,32.107,84.40,224,1.000,bicubic,-62.270,-31.377,-39 -resnet152d,34.307,65.693,65.907,34.093,60.21,320,1.000,bicubic,-62.053,-33.483,-18 -tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+144 -resmlp_big_24_distilled_224,34.067,65.933,69.600,30.400,129.14,224,0.875,bicubic,-62.383,-29.710,-29 -regnetv_064,33.987,66.013,67.867,32.133,30.58,288,1.000,bicubic,-62.423,-31.113,-28 -xcit_tiny_24_p16_384_dist,33.827,66.173,65.387,34.613,12.12,384,1.000,bicubic,-62.093,-33.833,+27 -twins_pcpvt_large,33.413,66.587,67.933,32.067,60.99,224,0.900,bicubic,-62.737,-31.207,+1 -twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-2 -pit_b_224,33.160,66.840,62.347,37.653,73.76,224,0.900,bicubic,-62.480,-36.843,+51 -resnetv2_152x2_bit_teacher,33.053,66.947,64.253,35.747,236.34,224,0.875,bicubic,-63.047,-35.027,+8 -swsl_resnext50_32x4d,33.027,66.973,65.080,34.920,25.03,224,0.875,bilinear,-62.833,-34.040,+30 -mobilevitv2_200_384_in22ft1k,32.960,67.040,65.480,34.520,18.45,384,1.000,bicubic,-63.080,-33.600,+12 -swinv2_cr_small_ns_224,32.933,67.067,65.960,34.040,49.70,224,0.900,bicubic,-63.247,-33.180,-9 +xcit_medium_24_p16_224_dist,34.320,65.680,67.893,32.107,84.40,224,1.000,bicubic,-62.270,-31.377,-40 +resnet152d,34.307,65.693,65.907,34.093,60.21,320,1.000,bicubic,-62.053,-33.483,-19 +tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+147 +resmlp_big_24_distilled_224,34.067,65.933,69.600,30.400,129.14,224,0.875,bicubic,-62.383,-29.710,-31 +regnetv_064,33.987,66.013,67.867,32.133,30.58,288,1.000,bicubic,-62.423,-31.493,-28 +xcit_tiny_24_p16_384_dist,33.827,66.173,65.387,34.613,12.12,384,1.000,bicubic,-62.093,-33.833,+29 +twins_pcpvt_large,33.413,66.587,67.933,32.067,60.99,224,0.900,bicubic,-62.737,-31.247,+3 +twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-1 +pit_b_224,33.160,66.840,62.347,37.653,73.76,224,0.900,bicubic,-62.480,-36.323,+55 +resnetv2_152x2_bit_teacher,33.053,66.947,64.253,35.747,236.34,224,0.875,bicubic,-63.047,-35.017,+9 +swsl_resnext50_32x4d,33.027,66.973,65.080,34.920,25.03,224,0.875,bilinear,-62.833,-34.170,+29 +mobilevitv2_200_384_in22ft1k,32.960,67.040,65.480,34.520,18.45,384,1.000,bicubic,-63.080,-33.600,+14 +swinv2_cr_small_ns_224,32.933,67.067,65.960,34.040,49.70,224,0.900,bicubic,-63.247,-33.180,-10 xception65,32.760,67.240,62.973,37.027,39.92,299,0.940,bicubic,-63.590,-36.267,-27 -xcit_large_24_p16_224,32.760,67.240,62.120,37.880,189.10,224,1.000,bicubic,-62.660,-36.890,+79 -ssl_resnext101_32x16d,32.653,67.347,64.040,35.960,194.03,224,0.875,bilinear,-63.137,-35.140,+31 -swin_small_patch4_window7_224,32.587,67.413,65.453,34.547,49.61,224,0.900,bicubic,-63.323,-33.567,+17 -mobilevitv2_175_384_in22ft1k,32.453,67.547,64.720,35.280,14.25,384,1.000,bicubic,-63.727,-34.410,-15 -jx_nest_small,32.280,67.720,63.733,36.267,38.35,224,0.875,bicubic,-63.680,-35.297,+11 +xcit_large_24_p16_224,32.760,67.240,62.120,37.880,189.10,224,1.000,bicubic,-62.660,-36.500,+81 +ssl_resnext101_32x16d,32.653,67.347,64.040,35.960,194.03,224,0.875,bilinear,-63.137,-35.140,+33 +swin_small_patch4_window7_224,32.587,67.413,65.453,34.547,49.61,224,0.900,bicubic,-63.323,-33.567,+19 +mobilevitv2_175_384_in22ft1k,32.453,67.547,64.720,35.280,14.25,384,1.000,bicubic,-63.727,-34.410,-14 +jx_nest_small,32.280,67.720,63.733,36.267,38.35,224,0.875,bicubic,-63.680,-35.297,+13 tf_efficientnet_b5,31.853,68.147,65.307,34.693,30.39,456,0.934,bicubic,-64.497,-34.003,-34 -swinv2_tiny_window16_256,31.720,68.280,65.587,34.413,28.35,256,0.900,bicubic,-64.220,-33.553,+11 +swinv2_tiny_window16_256,31.720,68.280,65.587,34.413,28.35,256,0.900,bicubic,-64.220,-33.553,+13 swinv2_cr_small_224,31.680,68.320,62.507,37.493,49.70,224,0.900,bicubic,-64.380,-36.363,+1 regnetz_c16_evos,31.493,68.507,66.280,33.720,13.49,320,0.950,bicubic,-64.637,-33.080,-10 -resnest101e,31.400,68.600,64.347,35.653,48.28,256,0.875,bilinear,-64.460,-34.833,+16 -crossvit_base_240,31.347,68.653,61.293,38.707,105.03,240,0.875,bicubic,-64.173,-37.527,+50 +resnest101e,31.400,68.600,64.347,35.653,48.28,256,0.875,bilinear,-64.460,-34.863,+17 +crossvit_base_240,31.347,68.653,61.293,38.707,105.03,240,0.875,bicubic,-64.173,-37.527,+52 regnetv_040,31.333,68.667,64.667,35.333,20.64,288,1.000,bicubic,-64.857,-34.663,-24 convnext_small,31.320,68.680,66.040,33.960,50.22,224,0.875,bicubic,-64.850,-33.060,-22 cait_s24_224,31.200,68.800,64.560,35.440,46.92,224,1.000,bicubic,-65.180,-34.590,-46 -efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.650,-20 -regnety_040,30.613,69.387,63.827,36.173,20.65,288,1.000,bicubic,-65.397,-35.353,-4 -crossvit_18_240,30.600,69.400,61.947,38.053,43.27,240,0.875,bicubic,-64.840,-36.843,+58 -sequencer2d_m,30.600,69.400,62.933,37.067,38.31,224,0.875,bicubic,-65.210,-36.177,+12 -dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.323,-22 -xcit_small_24_p16_224_dist,30.520,69.480,64.760,35.240,47.67,224,1.000,bicubic,-65.690,-34.450,-34 -crossvit_18_dagger_240,30.507,69.493,61.840,38.160,44.27,240,0.875,bicubic,-65.063,-37.220,+32 -xcit_medium_24_p16_224,30.187,69.813,59.333,40.667,84.40,224,1.000,bicubic,-65.343,-39.797,+35 -cait_xxs24_384,30.040,69.960,63.920,36.080,12.03,384,1.000,bicubic,-65.240,-35.040,+69 -twins_pcpvt_base,29.973,70.027,64.600,35.400,43.83,224,0.900,bicubic,-65.817,-34.530,+10 -swsl_resnet50,29.840,70.160,63.827,36.173,25.56,224,0.875,bilinear,-65.570,-35.473,+56 -mobilevitv2_150_384_in22ft1k,29.840,70.160,62.213,37.787,10.59,384,1.000,bicubic,-65.860,-36.927,+17 -vit_relpos_base_patch16_clsgap_224,29.720,70.280,62.867,37.133,86.43,224,0.900,bicubic,-66.040,-36.253,+9 +efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.590,-20 +regnety_040,30.613,69.387,63.827,36.173,20.65,288,1.000,bicubic,-65.397,-35.353,-2 +sequencer2d_m,30.600,69.400,62.933,37.067,38.31,224,0.875,bicubic,-65.210,-36.177,+16 +crossvit_18_240,30.600,69.400,61.947,38.053,43.27,240,0.875,bicubic,-64.840,-36.843,+59 +dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.383,-25 +xcit_small_24_p16_224_dist,30.520,69.480,64.760,35.240,47.67,224,1.000,bicubic,-65.690,-34.450,-35 +crossvit_18_dagger_240,30.507,69.493,61.840,38.160,44.27,240,0.875,bicubic,-65.063,-37.220,+33 +xcit_medium_24_p16_224,30.187,69.813,59.333,40.667,84.40,224,1.000,bicubic,-65.343,-39.407,+40 +cait_xxs24_384,30.040,69.960,63.920,36.080,12.03,384,1.000,bicubic,-65.240,-35.040,+72 +twins_pcpvt_base,29.973,70.027,64.600,35.400,43.83,224,0.900,bicubic,-65.817,-34.530,+12 +swsl_resnet50,29.840,70.160,63.827,36.173,25.56,224,0.875,bilinear,-65.570,-35.473,+58 +mobilevitv2_150_384_in22ft1k,29.840,70.160,62.213,37.787,10.59,384,1.000,bicubic,-65.860,-36.927,+18 +vit_relpos_base_patch16_clsgap_224,29.720,70.280,62.867,37.133,86.43,224,0.900,bicubic,-66.040,-36.173,+12 deit_base_distilled_patch16_224,29.600,70.400,64.440,35.560,87.34,224,0.900,bicubic,-66.490,-34.750,-22 -convit_base,29.507,70.493,61.760,38.240,86.54,224,0.875,bicubic,-66.043,-37.110,+25 -vit_relpos_medium_patch16_cls_224,29.320,70.680,60.653,39.347,38.76,224,0.900,bicubic,-66.160,-38.297,+39 -ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+37 -tf_efficientnetv2_s,29.053,70.947,61.227,38.773,21.46,384,1.000,bicubic,-67.287,-37.973,-58 -xception65p,28.987,71.013,59.920,40.080,39.82,299,0.940,bicubic,-67.223,-39.260,-48 -resnet101d,28.987,71.013,62.040,37.960,44.57,320,1.000,bicubic,-67.313,-37.190,-56 -resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-86 -regnetz_c16,28.907,71.093,63.347,36.653,13.46,320,0.940,bicubic,-66.893,-35.753,-4 -vit_relpos_medium_patch16_224,28.840,71.160,62.013,37.987,38.75,224,0.900,bicubic,-66.620,-36.947,+34 +cs3sedarknet_x,29.573,70.427,61.493,38.507,35.40,288,1.000,bicubic,-66.467,-37.617,-18 +convit_base,29.507,70.493,61.760,38.240,86.54,224,0.875,bicubic,-66.043,-37.110,+27 +vit_relpos_medium_patch16_cls_224,29.320,70.680,60.653,39.347,38.76,224,0.900,bicubic,-66.160,-38.297,+40 +ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+38 +tf_efficientnetv2_s,29.053,70.947,61.227,38.773,21.46,384,1.000,bicubic,-67.287,-37.973,-59 +resnet101d,28.987,71.013,62.040,37.960,44.57,320,1.000,bicubic,-67.313,-37.190,-57 +xception65p,28.987,71.013,59.920,40.080,39.82,299,0.940,bicubic,-67.223,-39.260,-49 +resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-88 +regnetz_c16,28.907,71.093,63.347,36.653,13.46,320,0.940,bicubic,-66.893,-35.753,-3 +vit_relpos_medium_patch16_224,28.840,71.160,62.013,37.987,38.75,224,0.900,bicubic,-66.620,-36.947,+35 xcit_tiny_24_p8_224_dist,28.733,71.267,61.373,38.627,12.11,224,1.000,bicubic,-67.077,-37.837,-7 -xcit_tiny_24_p8_224,28.707,71.293,60.440,39.560,12.11,224,1.000,bicubic,-66.963,-38.610,+6 -crossvit_15_dagger_240,28.533,71.467,60.333,39.667,28.21,240,0.875,bicubic,-67.157,-38.497,+3 -xcit_small_24_p16_224,28.347,71.653,58.707,41.293,47.67,224,1.000,bicubic,-67.183,-40.343,+17 +xcit_tiny_24_p8_224,28.707,71.293,60.440,39.560,12.11,224,1.000,bicubic,-66.963,-38.610,+7 +crossvit_15_dagger_240,28.533,71.467,60.333,39.667,28.21,240,0.875,bicubic,-67.157,-38.497,+4 +xcit_small_24_p16_224,28.347,71.653,58.707,41.293,47.67,224,1.000,bicubic,-67.183,-40.063,+19 +cs3edgenet_x,28.333,71.667,60.813,39.187,47.82,288,1.000,bicubic,-67.717,-38.327,-33 coat_lite_small,27.547,72.453,58.560,41.440,19.84,224,0.900,bicubic,-67.993,-40.300,+14 -deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-39.947,+30 -vit_relpos_base_patch16_224,27.347,72.653,61.147,38.853,86.43,224,0.900,bicubic,-68.223,-37.883,+8 -resnetv2_50x1_bitm,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.037,+83 +deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-39.947,+31 +vit_relpos_base_patch16_224,27.347,72.653,61.147,38.853,86.43,224,0.900,bicubic,-68.223,-37.883,+9 +resnetv2_50x1_bitm,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.207,+84 xcit_small_12_p16_224_dist,27.120,72.880,59.800,40.200,26.25,224,1.000,bicubic,-68.900,-39.330,-35 -vit_small_patch16_224,27.013,72.987,59.187,40.813,22.05,224,0.900,bicubic,-68.357,-39.963,+39 +vit_small_patch16_224,27.013,72.987,59.187,40.813,22.05,224,0.900,bicubic,-68.357,-39.963,+38 sequencer2d_s,26.813,73.187,60.613,39.387,27.65,224,0.875,bicubic,-69.177,-38.437,-35 mobilevitv2_200_in22ft1k,26.680,73.320,59.373,40.627,18.45,256,0.888,bicubic,-68.480,-39.577,+55 -swin_s3_tiny_224,26.520,73.480,60.320,39.680,28.33,224,0.900,bicubic,-68.640,-38.620,+53 +swin_s3_tiny_224,26.520,73.480,60.320,39.680,28.33,224,0.900,bicubic,-68.640,-38.620,+56 swinv2_tiny_window8_256,26.413,73.587,60.560,39.440,28.35,256,0.900,bicubic,-69.087,-38.560,+16 -tf_efficientnet_b4,26.320,73.680,60.107,39.893,19.34,380,0.922,bicubic,-69.580,-39.063,-30 -tf_efficientnet_b4_ap,26.240,73.760,60.213,39.787,19.34,380,0.922,bicubic,-69.920,-39.067,-60 -deit3_small_patch16_224,26.213,73.787,54.413,45.587,22.06,224,0.900,bicubic,-68.787,-44.047,+77 +tf_efficientnet_b4,26.320,73.680,60.107,39.893,19.34,380,0.922,bicubic,-69.580,-39.063,-31 +tf_efficientnet_b4_ap,26.240,73.760,60.213,39.787,19.34,380,0.922,bicubic,-69.920,-39.067,-63 nfnet_l0,26.213,73.787,61.720,38.280,35.07,288,1.000,bicubic,-69.907,-37.520,-55 -regnety_032,26.200,73.800,60.973,39.027,19.44,288,1.000,bicubic,-69.770,-38.157,-41 -fbnetv3_g,26.120,73.880,61.067,38.933,16.62,288,0.950,bilinear,-69.390,-37.923,+6 -ecaresnet50t,26.120,73.880,59.987,40.013,25.57,320,0.950,bicubic,-69.390,-39.133,+7 +deit3_small_patch16_224,26.213,73.787,54.413,45.587,22.06,224,0.900,bicubic,-68.787,-44.047,+78 +regnety_032,26.200,73.800,60.973,39.027,19.44,288,1.000,bicubic,-69.770,-38.217,-42 +fbnetv3_g,26.120,73.880,61.067,38.933,16.62,288,0.950,bilinear,-69.390,-37.923,+8 +ecaresnet50t,26.120,73.880,59.987,40.013,25.57,320,0.950,bicubic,-69.390,-39.133,+4 +ecaresnet101d,26.040,73.960,59.000,41.000,44.57,224,0.875,bicubic,-69.490,-40.130,-2 mobilevitv2_175_in22ft1k,26.040,73.960,58.453,41.547,14.25,256,0.888,bicubic,-69.190,-40.337,+37 -ecaresnet101d,26.040,73.960,59.000,41.000,44.57,224,0.875,bicubic,-69.490,-39.770,0 visformer_small,25.840,74.160,58.907,41.093,40.22,224,0.900,bicubic,-69.630,-39.993,+9 -halo2botnet50ts_256,25.587,74.413,56.853,43.147,22.64,256,0.950,bicubic,-69.833,-41.767,+16 -coat_mini,25.493,74.507,57.707,42.293,10.34,224,0.900,bicubic,-69.477,-41.073,+71 -crossvit_15_240,25.453,74.547,57.547,42.453,27.53,240,0.875,bicubic,-69.697,-41.383,+44 +halo2botnet50ts_256,25.587,74.413,56.853,43.147,22.64,256,0.950,bicubic,-69.833,-42.157,+16 +coat_mini,25.493,74.507,57.707,42.293,10.34,224,0.900,bicubic,-69.477,-41.073,+72 vit_relpos_medium_patch16_rpn_224,25.453,74.547,58.627,41.373,38.73,224,0.900,bicubic,-70.057,-40.453,-1 -vit_srelpos_medium_patch16_224,25.387,74.613,58.480,41.520,38.74,224,0.900,bicubic,-69.843,-40.510,+29 +crossvit_15_240,25.453,74.547,57.547,42.453,27.53,240,0.875,bicubic,-69.697,-41.383,+43 +vit_srelpos_medium_patch16_224,25.387,74.613,58.480,41.520,38.74,224,0.900,bicubic,-69.843,-40.510,+30 xcit_small_12_p16_224,25.173,74.827,56.080,43.920,26.25,224,1.000,bicubic,-70.247,-42.760,+12 -resnetv2_50x1_bit_distilled,25.133,74.867,59.653,40.347,25.55,224,0.875,bicubic,-70.987,-39.627,-67 -convit_small,25.107,74.893,57.280,42.720,27.78,224,0.875,bicubic,-70.093,-41.600,+31 -vit_base_patch16_rpn_224,25.080,74.920,58.653,41.347,86.54,224,0.900,bicubic,-70.300,-40.277,+14 +resnetv2_50x1_bit_distilled,25.133,74.867,59.653,40.347,25.55,224,0.875,bicubic,-70.987,-39.627,-70 +convit_small,25.107,74.893,57.280,42.720,27.78,224,0.875,bicubic,-70.093,-41.620,+31 +vit_base_patch16_rpn_224,25.080,74.920,58.653,41.347,86.54,224,0.900,bicubic,-70.300,-40.277,+13 gc_efficientnetv2_rw_t,25.053,74.947,57.720,42.280,13.68,288,1.000,bicubic,-70.687,-41.300,-33 eca_nfnet_l0,24.813,75.187,60.093,39.907,24.14,288,1.000,bicubic,-71.137,-39.117,-55 -xception41p,24.800,75.200,55.173,44.827,26.91,299,0.940,bicubic,-70.710,-43.737,-11 -tnt_s_patch16_224,24.720,75.280,58.187,41.813,23.76,224,0.900,bicubic,-70.320,-40.643,+51 +xception41p,24.800,75.200,55.173,44.827,26.91,299,0.940,bicubic,-70.710,-43.737,-7 +tnt_s_patch16_224,24.720,75.280,58.187,41.813,23.76,224,0.900,bicubic,-70.320,-40.643,+52 resnetv2_50d_evos,24.467,75.533,56.387,43.613,25.59,288,0.950,bicubic,-71.143,-42.643,-25 -xcit_tiny_12_p16_384_dist,24.440,75.560,57.067,42.933,6.72,384,1.000,bicubic,-70.690,-41.783,+35 -cs3darknet_x,24.360,75.640,57.813,42.187,35.05,288,1.000,bicubic,-71.500,-41.397,-52 +xcit_tiny_12_p16_384_dist,24.440,75.560,57.067,42.933,6.72,384,1.000,bicubic,-70.690,-41.953,+36 +cs3darknet_x,24.360,75.640,57.813,42.187,35.05,288,1.000,bicubic,-71.500,-41.367,-51 efficientnetv2_rw_t,24.280,75.720,57.360,42.640,13.65,288,1.000,bicubic,-71.320,-41.710,-27 -convnext_tiny,24.267,75.733,59.333,40.667,28.59,224,0.875,bicubic,-71.283,-39.667,-24 -ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,-6 -swinv2_cr_tiny_ns_224,24.120,75.880,58.227,41.773,28.33,224,0.900,bicubic,-71.250,-40.713,+4 -twins_svt_small,24.107,75.893,57.133,42.867,24.06,224,0.900,bicubic,-71.093,-41.767,+17 -vit_small_r26_s32_224,24.080,75.920,56.173,43.827,36.43,224,0.900,bicubic,-71.560,-42.497,-35 -mobilevitv2_150_in22ft1k,24.053,75.947,55.987,44.013,10.59,256,0.888,bicubic,-71.087,-42.783,+25 -poolformer_m48,24.027,75.973,57.280,42.720,73.47,224,0.950,bicubic,-71.613,-41.660,-38 +convnext_tiny,24.267,75.733,59.333,40.667,28.59,224,0.875,bicubic,-71.283,-39.667,-25 +ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,-8 +swinv2_cr_tiny_ns_224,24.120,75.880,58.227,41.773,28.33,224,0.900,bicubic,-71.250,-40.713,+5 +twins_svt_small,24.107,75.893,57.133,42.867,24.06,224,0.900,bicubic,-71.093,-41.747,+19 +vit_small_r26_s32_224,24.080,75.920,56.173,43.827,36.43,224,0.900,bicubic,-71.560,-43.017,-37 +mobilevitv2_150_in22ft1k,24.053,75.947,55.987,44.013,10.59,256,0.888,bicubic,-71.087,-42.873,+26 vit_relpos_small_patch16_224,24.027,75.973,58.200,41.800,21.98,224,0.900,bicubic,-71.133,-40.750,+20 -tf_efficientnet_b2_ns,24.013,75.987,57.280,42.720,9.11,260,0.890,bicubic,-71.747,-41.760,-50 -cs3sedarknet_l,23.960,76.040,58.707,41.293,21.91,288,0.950,bicubic,-71.350,-40.423,+1 +poolformer_m48,24.027,75.973,57.280,42.720,73.47,224,0.950,bicubic,-71.613,-41.660,-39 +tf_efficientnet_b2_ns,24.013,75.987,57.280,42.720,9.11,260,0.890,bicubic,-71.747,-41.840,-51 +cs3sedarknet_l,23.960,76.040,58.707,41.293,21.91,288,0.950,bicubic,-71.350,-40.423,+2 resnetv2_50d_gn,23.920,76.080,56.307,43.693,25.57,288,0.950,bicubic,-71.510,-42.733,-13 -vit_small_patch32_384,23.760,76.240,57.293,42.707,22.92,384,1.000,bicubic,-71.290,-41.697,+33 -lamhalobotnet50ts_256,23.573,76.427,55.333,44.667,22.57,256,0.950,bicubic,-71.577,-43.547,+16 +vit_small_patch32_384,23.760,76.240,57.293,42.707,22.92,384,1.000,bicubic,-71.290,-41.697,+34 +convnext_nano,23.640,76.360,55.800,44.200,15.59,288,1.000,bicubic,-71.720,-43.050,-3 +lamhalobotnet50ts_256,23.573,76.427,55.333,44.667,22.57,256,0.950,bicubic,-71.577,-43.547,+17 resnet152,23.560,76.440,53.680,46.320,60.19,224,0.950,bicubic,-72.340,-45.400,-71 -nasnetalarge,23.467,76.533,55.013,44.987,88.75,331,0.911,bicubic,-72.213,-43.917,-49 +nasnetalarge,23.467,76.533,55.013,44.987,88.75,331,0.911,bicubic,-72.213,-43.917,-50 crossvit_small_240,23.440,76.560,56.813,43.187,26.86,240,0.875,bicubic,-71.390,-42.207,+53 -levit_384,23.427,76.573,56.373,43.627,39.13,224,0.900,bicubic,-72.103,-42.367,-36 +levit_384,23.427,76.573,56.373,43.627,39.13,224,0.900,bicubic,-72.103,-42.677,-38 pnasnet5large,23.320,76.680,53.640,46.360,86.06,331,0.911,bicubic,-72.390,-45.280,-56 -convnext_tiny_hnf,23.227,76.773,55.200,44.800,28.59,224,0.950,bicubic,-72.283,-43.820,-31 -efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-59 -jx_nest_tiny,23.173,76.827,56.213,43.787,17.06,224,0.875,bicubic,-72.067,-42.767,-6 -resnet61q,22.987,77.013,55.747,44.253,36.85,288,1.000,bicubic,-72.793,-43.243,-65 -halonet50ts,22.920,77.080,54.000,46.000,22.73,256,0.940,bicubic,-72.220,-44.860,+9 -vit_srelpos_small_patch16_224,22.907,77.093,55.733,44.267,21.97,224,0.900,bicubic,-72.123,-43.227,+25 -resmlp_big_24_224,22.853,77.147,54.293,45.707,129.14,224,0.875,bicubic,-71.807,-44.507,+58 +convnext_tiny_hnf,23.227,76.773,55.200,44.800,28.59,224,0.950,bicubic,-72.283,-43.820,-34 +efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-60 +jx_nest_tiny,23.173,76.827,56.213,43.787,17.06,224,0.875,bicubic,-72.067,-42.767,-5 +resnet61q,22.987,77.013,55.747,44.253,36.85,288,1.000,bicubic,-72.793,-43.243,-66 +halonet50ts,22.920,77.080,54.000,46.000,22.73,256,0.940,bicubic,-72.220,-44.770,+9 +vit_srelpos_small_patch16_224,22.907,77.093,55.733,44.267,21.97,224,0.900,bicubic,-72.123,-43.227,+24 +resmlp_big_24_224,22.853,77.147,54.293,45.707,129.14,224,0.875,bicubic,-71.807,-44.187,+59 twins_pcpvt_small,22.707,77.293,56.853,43.147,24.11,224,0.900,bicubic,-72.503,-42.027,-6 poolformer_m36,22.507,77.493,55.293,44.707,56.17,224,0.950,bicubic,-72.873,-43.557,-22 -vit_base_patch32_224,22.400,77.600,53.987,46.013,88.22,224,0.900,bicubic,-72.600,-45.043,+26 -pit_s_distilled_224,22.360,77.640,57.093,42.907,24.04,224,0.900,bicubic,-72.880,-41.957,-13 +vit_base_patch32_224,22.400,77.600,53.987,46.013,88.22,224,0.900,bicubic,-72.600,-45.043,+25 +pit_s_distilled_224,22.360,77.640,57.093,42.907,24.04,224,0.900,bicubic,-72.880,-41.957,-14 xcit_tiny_12_p8_224_dist,22.067,77.933,54.280,45.720,6.71,224,1.000,bicubic,-73.033,-44.630,+7 -tresnet_m,21.667,78.333,53.840,46.160,31.39,224,0.875,bilinear,-74.043,-45.190,-68 +tresnet_m,21.667,78.333,53.840,46.160,31.39,224,0.875,bilinear,-74.043,-45.190,-70 convmixer_1536_20,21.213,78.787,55.520,44.480,51.63,224,0.960,bicubic,-73.857,-43.510,+10 -swin_tiny_patch4_window7_224,21.147,78.853,55.973,44.027,28.29,224,0.900,bicubic,-73.983,-43.047,+1 +swin_tiny_patch4_window7_224,21.147,78.853,55.973,44.027,28.29,224,0.900,bicubic,-73.983,-42.877,+1 pit_s_224,21.093,78.907,53.587,46.413,23.46,224,0.900,bicubic,-73.497,-45.113,+56 xcit_tiny_12_p8_224,21.027,78.973,52.467,47.533,6.71,224,1.000,bicubic,-73.663,-46.363,+45 -resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.437,-91 +resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.437,-92 regnetz_b16,20.933,79.067,53.853,46.147,9.72,288,0.940,bicubic,-74.127,-45.197,+7 -resnetrs101,20.867,79.133,52.813,47.187,63.62,288,0.940,bicubic,-74.563,-46.217,-39 +resnetrs101,20.867,79.133,52.813,47.187,63.62,288,0.940,bicubic,-74.563,-46.217,-40 sebotnet33ts_256,20.733,79.267,48.787,51.213,13.70,256,0.940,bicubic,-73.847,-49.713,+52 deit_small_distilled_patch16_224,20.707,79.293,55.147,44.853,22.44,224,0.900,bicubic,-74.003,-43.883,+38 resnest50d_4s2x40d,20.373,79.627,52.827,47.173,30.42,224,0.875,bicubic,-74.587,-46.243,+16 resnetaa50,20.093,79.907,52.000,48.000,25.56,288,1.000,bicubic,-75.117,-46.930,-23 ssl_resnext50_32x4d,20.013,79.987,53.627,46.373,25.03,224,0.875,bilinear,-74.857,-45.263,+22 haloregnetz_b,19.987,80.013,50.013,49.987,11.68,224,0.940,bicubic,-74.713,-48.647,+35 -resnetv2_101,19.960,80.040,49.227,50.773,44.54,224,0.950,bicubic,-75.660,-49.763,-74 -xcit_nano_12_p8_384_dist,19.800,80.200,50.573,49.427,3.05,384,1.000,bicubic,-73.720,-47.927,+152 +resnetv2_101,19.960,80.040,49.227,50.773,44.54,224,0.950,bicubic,-75.660,-49.763,-75 +xcit_nano_12_p8_384_dist,19.800,80.200,50.573,49.427,3.05,384,1.000,bicubic,-73.720,-47.967,+151 tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.917,-53 gluon_senet154,19.333,80.667,47.573,52.427,115.09,224,0.875,bicubic,-75.587,-51.187,+13 -resnet101,19.320,80.680,49.587,50.413,44.55,224,0.950,bicubic,-76.040,-49.273,-40 +resnet101,19.320,80.680,49.587,50.413,44.55,224,0.950,bicubic,-76.040,-49.273,-41 rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.723,-46.290,+8 -levit_256,19.187,80.813,50.093,49.907,18.89,224,0.900,bicubic,-75.823,-48.817,+1 -lambda_resnet50ts,19.133,80.867,49.307,50.693,21.54,256,0.950,bicubic,-75.647,-49.263,+21 -repvgg_b3,19.133,80.867,50.280,49.720,123.09,224,0.875,bilinear,-75.437,-48.500,+39 +levit_256,19.187,80.813,50.093,49.907,18.89,224,0.900,bicubic,-75.823,-48.797,+1 +repvgg_b3,19.133,80.867,50.280,49.720,123.09,224,0.875,bilinear,-75.437,-48.500,+40 +lambda_resnet50ts,19.133,80.867,49.307,50.693,21.54,256,0.950,bicubic,-75.647,-49.153,+20 mixer_b16_224_miil,19.040,80.960,51.227,48.773,59.88,224,0.875,bilinear,-76.260,-47.653,-42 legacy_senet154,19.027,80.973,47.960,52.040,115.09,224,0.875,bilinear,-76.043,-50.870,-12 -gluon_seresnext101_64x4d,18.933,81.067,49.160,50.840,88.23,224,0.875,bicubic,-75.987,-49.670,+4 +gluon_seresnext101_64x4d,18.933,81.067,49.160,50.840,88.23,224,0.875,bicubic,-75.987,-49.670,+3 deit_small_patch16_224,18.920,81.080,51.400,48.600,22.05,224,0.900,bicubic,-75.470,-47.290,+60 mobilevitv2_200,18.920,81.080,50.560,49.440,18.45,256,0.888,bicubic,-75.910,-48.150,+13 edgenext_small,18.667,81.333,53.600,46.400,5.59,320,1.000,bicubic,-76.743,-45.500,-56 tf_efficientnet_b1_ns,18.667,81.333,51.693,48.307,7.79,240,0.882,bicubic,-76.513,-47.417,-37 -poolformer_s36,18.400,81.600,51.867,48.133,30.86,224,0.900,bicubic,-76.690,-47.043,-22 -seresnext50_32x4d,18.360,81.640,50.960,49.040,27.56,224,0.875,bicubic,-76.670,-47.920,-14 +poolformer_s36,18.400,81.600,51.867,48.133,30.86,224,0.900,bicubic,-76.690,-47.043,-23 +seresnext50_32x4d,18.360,81.640,50.960,49.040,27.56,224,0.875,bicubic,-76.670,-47.920,-13 cs3darknet_l,18.307,81.693,51.867,48.133,21.16,288,0.950,bicubic,-76.813,-47.113,-28 -ecaresnet50d,18.267,81.733,51.840,48.160,25.58,224,0.875,bicubic,-76.353,-47.050,+24 -cait_xxs36_224,18.267,81.733,49.427,50.573,17.30,224,1.000,bicubic,-75.993,-49.293,+65 -sehalonet33ts,18.227,81.773,47.787,52.213,13.69,256,0.940,bicubic,-76.553,-50.673,+6 -tf_efficientnet_lite4,18.133,81.867,50.720,49.280,13.01,380,0.920,bilinear,-76.747,-48.300,-3 +ecaresnet50d,18.267,81.733,51.840,48.160,25.58,224,0.875,bicubic,-76.353,-47.050,+23 +cait_xxs36_224,18.267,81.733,49.427,50.573,17.30,224,1.000,bicubic,-75.993,-49.293,+63 +sehalonet33ts,18.227,81.773,47.787,52.213,13.69,256,0.940,bicubic,-76.553,-50.783,+6 +tf_efficientnet_lite4,18.133,81.867,50.720,49.280,13.01,380,0.920,bilinear,-76.747,-48.300,-4 vit_tiny_patch16_384,18.013,81.987,50.333,49.667,5.79,384,1.000,bicubic,-75.637,-48.267,+120 mobilevitv2_175,17.773,82.227,49.760,50.240,14.25,256,0.888,bicubic,-77.117,-49.100,-7 resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+5 -resnest50d,17.360,82.640,50.733,49.267,27.48,224,0.875,bilinear,-77.490,-48.147,-5 +resnest50d,17.360,82.640,50.733,49.267,27.48,224,0.875,bilinear,-77.490,-48.147,-4 gluon_seresnext101_32x4d,17.360,82.640,46.373,53.627,48.96,224,0.875,bicubic,-77.560,-52.437,-12 efficientnet_el,17.320,82.680,50.000,50.000,10.59,300,0.904,bicubic,-77.800,-48.980,-37 inception_v4,17.280,82.720,45.933,54.067,42.68,299,0.875,bicubic,-77.100,-52.647,+44 tf_efficientnet_b3_ap,17.200,82.800,49.667,50.333,12.23,300,0.904,bicubic,-78.120,-49.233,-65 xcit_tiny_24_p16_224_dist,17.187,82.813,47.480,52.520,12.12,224,1.000,bicubic,-77.343,-51.300,+25 -tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.793,-26 +tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.643,-26 xception71,17.000,83.000,45.533,54.467,42.34,299,0.903,bicubic,-77.280,-53.107,+49 cs3darknet_focus_l,16.973,83.027,50.480,49.520,21.15,288,0.950,bicubic,-78.197,-48.480,-55 -resmlp_36_distilled_224,16.880,83.120,51.480,48.520,44.69,224,0.875,bicubic,-78.000,-47.360,-17 -gluon_resnext101_64x4d,16.880,83.120,44.173,55.827,83.46,224,0.875,bicubic,-77.780,-54.617,+3 -tf_efficientnetv2_b3,16.667,83.333,48.680,51.320,14.36,300,0.904,bicubic,-78.493,-50.140,-55 +resmlp_36_distilled_224,16.880,83.120,51.480,48.520,44.69,224,0.875,bicubic,-78.000,-47.360,-16 +gluon_resnext101_64x4d,16.880,83.120,44.173,55.827,83.46,224,0.875,bicubic,-77.780,-54.477,+2 +tf_efficientnetv2_b3,16.667,83.333,48.680,51.320,14.36,300,0.904,bicubic,-78.493,-50.140,-54 gluon_resnet152_v1d,16.600,83.400,44.293,55.707,60.21,224,0.875,bicubic,-78.140,-54.447,-7 -tresnet_l,16.573,83.427,49.947,50.053,55.99,224,0.875,bilinear,-78.717,-49.063,-72 -inception_resnet_v2,16.573,83.427,44.933,55.067,55.84,299,0.897,bicubic,-77.957,-53.847,+16 +tresnet_l,16.573,83.427,49.947,50.053,55.99,224,0.875,bilinear,-78.717,-49.063,-71 +inception_resnet_v2,16.573,83.427,44.933,55.067,55.84,299,0.897,bicubic,-77.957,-53.847,+15 gluon_resnet152_v1s,16.560,83.440,44.507,55.493,60.32,224,0.875,bicubic,-78.480,-54.423,-40 gmlp_s16_224,16.547,83.453,45.120,54.880,19.42,224,0.875,bicubic,-77.613,-53.380,+57 -mobilevitv2_150,16.480,83.520,48.453,51.547,10.59,256,0.888,bicubic,-78.070,-50.297,+5 -gluon_xception65,16.440,83.560,46.040,53.960,39.92,299,0.903,bicubic,-77.820,-52.530,+39 -resmlp_24_distilled_224,16.440,83.560,50.373,49.627,30.02,224,0.875,bicubic,-78.020,-48.397,+20 +mobilevitv2_150,16.480,83.520,48.453,51.547,10.59,256,0.888,bicubic,-78.070,-50.257,+8 +resmlp_24_distilled_224,16.440,83.560,50.373,49.627,30.02,224,0.875,bicubic,-78.020,-48.397,+21 +gluon_xception65,16.440,83.560,46.040,53.960,39.92,299,0.903,bicubic,-77.820,-52.530,+40 gcresnet50t,16.373,83.627,48.227,51.773,25.90,256,0.900,bicubic,-78.477,-50.563,-23 -gernet_l,16.347,83.653,47.213,52.787,31.08,256,0.875,bilinear,-78.743,-51.687,-54 +gernet_l,16.347,83.653,47.213,52.787,31.08,256,0.875,bilinear,-78.743,-51.687,-53 wide_resnet50_2,16.307,83.693,48.400,51.600,68.88,224,0.875,bicubic,-78.773,-50.570,-52 xcit_tiny_24_p16_224,16.280,83.720,45.973,54.027,12.12,224,1.000,bicubic,-77.790,-52.557,+57 -gcresnext50ts,16.240,83.760,46.533,53.467,15.67,256,0.900,bicubic,-78.250,-52.087,+10 +gcresnext50ts,16.240,83.760,46.533,53.467,15.67,256,0.900,bicubic,-78.250,-52.137,+9 repvgg_b3g4,16.227,83.773,47.640,52.360,83.83,224,0.875,bilinear,-78.293,-51.330,+6 ens_adv_inception_resnet_v2,16.213,83.787,43.613,56.387,55.84,299,0.897,bicubic,-77.947,-54.987,+46 -edgenext_small_rw,15.960,84.040,49.667,50.333,7.83,320,1.000,bicubic,-78.700,-48.813,-16 +edgenext_small_rw,15.960,84.040,49.667,50.333,7.83,320,1.000,bicubic,-78.700,-49.123,-16 ssl_resnet50,15.920,84.080,49.400,50.600,25.56,224,0.875,bilinear,-78.520,-49.520,+13 -regnety_320,15.653,84.347,44.827,55.173,145.05,224,0.875,bicubic,-78.887,-54.033,-2 +regnety_320,15.653,84.347,44.827,55.173,145.05,224,0.875,bicubic,-78.887,-54.033,-3 ecaresnet101d_pruned,15.600,84.400,48.053,51.947,24.88,224,0.875,bicubic,-79.480,-50.927,-61 convmixer_768_32,15.533,84.467,47.960,52.040,21.11,224,0.960,bicubic,-78.967,-50.890,+1 ecaresnet26t,15.467,84.533,47.907,52.093,16.01,320,0.950,bicubic,-78.853,-50.813,+21 coat_tiny,15.387,84.613,45.640,54.360,5.50,224,0.900,bicubic,-78.203,-52.780,+89 skresnext50_32x4d,15.347,84.653,44.507,55.493,27.48,224,0.875,bicubic,-78.903,-53.953,+26 -vit_relpos_base_patch32_plus_rpn_256,15.240,84.760,42.613,57.387,119.42,256,0.900,bicubic,-78.490,-55.457,+75 +vit_relpos_base_patch32_plus_rpn_256,15.240,84.760,42.613,57.387,119.42,256,0.900,bicubic,-78.490,-55.457,+76 cait_xxs24_224,15.160,84.840,44.947,55.053,11.96,224,1.000,bicubic,-78.440,-53.493,+85 ecaresnetlight,15.147,84.853,45.800,54.200,30.16,224,0.875,bicubic,-79.623,-53.000,-34 levit_192,14.893,85.107,44.920,55.080,10.95,224,0.900,bicubic,-79.287,-53.620,+32 rexnet_150,14.707,85.293,46.920,53.080,9.73,224,0.875,bicubic,-79.773,-51.870,-3 -darknet53,14.680,85.320,47.120,52.880,41.61,288,1.000,bicubic,-79.950,-51.640,-26 -darknetaa53,14.573,85.427,45.453,54.547,36.02,288,1.000,bilinear,-79.897,-53.307,-4 +darknet53,14.680,85.320,47.120,52.880,41.61,288,1.000,bicubic,-79.950,-51.770,-26 +darknetaa53,14.573,85.427,45.453,54.547,36.02,288,1.000,bilinear,-79.897,-53.307,-3 resnext50_32x4d,14.533,85.467,44.187,55.813,25.03,224,0.950,bicubic,-80.007,-54.423,-14 coat_lite_mini,14.493,85.507,44.547,55.453,11.01,224,0.900,bicubic,-79.557,-54.013,+39 -efficientnet_el_pruned,14.480,85.520,46.080,53.920,10.59,300,0.904,bicubic,-79.920,-52.660,+1 +efficientnet_el_pruned,14.480,85.520,46.080,53.920,10.59,300,0.904,bicubic,-79.920,-52.660,0 efficientnet_b2,14.440,85.560,46.067,53.933,9.11,288,1.000,bicubic,-80.170,-52.643,-27 seresnet33ts,14.427,85.573,46.133,53.867,19.78,256,0.900,bicubic,-80.433,-52.657,-51 -poolformer_s24,14.267,85.733,47.227,52.773,21.39,224,0.900,bicubic,-80.283,-51.483,-23 +poolformer_s24,14.267,85.733,47.227,52.773,21.39,224,0.900,bicubic,-80.283,-51.653,-25 legacy_seresnext101_32x4d,14.160,85.840,43.013,56.987,48.96,224,0.875,bilinear,-80.210,-55.637,0 -seresnet50,14.147,85.853,45.507,54.493,28.09,224,0.875,bicubic,-80.403,-53.283,-24 +seresnet50,14.147,85.853,45.507,54.493,28.09,224,0.875,bicubic,-80.403,-53.243,-25 fbnetv3_d,14.107,85.893,46.480,53.520,10.31,256,0.950,bilinear,-79.823,-52.260,+43 eca_resnet33ts,14.080,85.920,47.360,52.640,19.68,256,0.900,bicubic,-80.110,-51.400,+16 -gernet_m,14.053,85.947,46.013,53.987,21.14,224,0.875,bilinear,-80.567,-52.847,-36 +gernet_m,14.053,85.947,46.013,53.987,21.14,224,0.875,bilinear,-80.567,-52.847,-35 mobilevitv2_125,14.000,86.000,44.987,55.013,7.48,256,0.888,bicubic,-79.970,-53.573,+36 -gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.673,-56.977,-28 -gcresnet33ts,13.760,86.240,45.053,54.947,19.88,256,0.900,bicubic,-80.710,-53.717,-17 +gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.673,-56.977,-27 +gcresnet33ts,13.760,86.240,45.053,54.947,19.88,256,0.900,bicubic,-80.710,-53.717,-18 gluon_seresnext50_32x4d,13.613,86.387,43.720,56.280,27.56,224,0.875,bicubic,-80.717,-54.890,-4 resmlp_36_224,13.520,86.480,46.693,53.307,44.69,224,0.875,bicubic,-80.680,-51.967,+9 resnet50_gn,13.467,86.533,42.747,57.253,25.56,224,0.940,bicubic,-80.883,-55.963,-8 -repvgg_b2g4,13.427,86.573,43.827,56.173,61.76,224,0.875,bilinear,-80.413,-54.763,+40 +repvgg_b2g4,13.427,86.573,43.827,56.173,61.76,224,0.875,bilinear,-80.413,-54.763,+41 eca_botnext26ts_256,13.373,86.627,42.173,57.827,10.59,256,0.950,bicubic,-80.407,-56.327,+45 ese_vovnet39b,13.333,86.667,43.813,56.187,24.57,224,0.875,bicubic,-80.757,-54.847,+18 regnetx_320,13.320,86.680,40.720,59.280,107.81,224,0.875,bicubic,-81.140,-58.020,-22 pit_xs_distilled_224,13.267,86.733,44.560,55.440,11.00,224,0.900,bicubic,-80.553,-54.110,+39 -efficientnet_b3_pruned,13.173,86.827,45.227,54.773,9.86,300,0.904,bicubic,-81.457,-53.663,-50 -gluon_resnet101_v1d,13.173,86.827,41.480,58.520,44.57,224,0.875,bicubic,-81.057,-57.070,-1 -mixnet_xl,13.120,86.880,43.240,56.760,11.90,224,0.875,bicubic,-81.070,-55.100,+2 +efficientnet_b3_pruned,13.173,86.827,45.227,54.773,9.86,300,0.904,bicubic,-81.457,-53.533,-49 +gluon_resnet101_v1d,13.173,86.827,41.480,58.520,44.57,224,0.875,bicubic,-81.057,-57.070,-2 +mixnet_xl,13.120,86.880,43.240,56.760,11.90,224,0.875,bicubic,-81.070,-55.100,+3 cspresnext50,13.053,86.947,45.000,55.000,20.57,256,0.887,bilinear,-81.777,-53.770,-68 nf_regnet_b1,12.947,87.053,44.387,55.613,10.22,288,0.900,bicubic,-81.163,-54.243,+10 eca_halonext26ts,12.933,87.067,42.800,57.200,10.76,256,0.940,bicubic,-81.107,-55.690,+14 mobilevit_s,12.880,87.120,40.787,59.213,5.58,256,0.900,bicubic,-80.300,-57.653,+86 -pit_xs_224,12.813,87.187,42.827,57.173,10.62,224,0.900,bicubic,-80.307,-55.503,+90 -gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.810,-58.077,+63 +pit_xs_224,12.813,87.187,42.827,57.173,10.62,224,0.900,bicubic,-80.307,-55.503,+91 +gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.810,-58.077,+62 crossvit_9_dagger_240,12.573,87.427,41.787,58.213,8.78,240,0.875,bicubic,-80.317,-56.463,+101 coat_lite_tiny,12.547,87.453,41.133,58.867,5.72,224,0.900,bicubic,-80.683,-57.127,+80 -resmlp_24_224,12.507,87.493,43.427,56.573,30.02,224,0.875,bicubic,-81.513,-55.193,+10 +resmlp_24_224,12.507,87.493,43.427,56.573,30.02,224,0.875,bicubic,-81.513,-54.903,+10 regnety_120,12.400,87.600,42.213,57.787,51.82,224,0.875,bicubic,-82.080,-56.597,-41 -efficientnet_em,12.360,87.640,43.853,56.147,6.90,240,0.882,bicubic,-81.480,-54.957,+23 -cspdarknet53,12.027,87.973,43.280,56.720,27.64,256,0.887,bilinear,-82.633,-55.370,-68 -hrnet_w64,12.000,88.000,40.813,59.187,128.06,224,0.875,bilinear,-82.020,-57.517,+5 +efficientnet_em,12.360,87.640,43.853,56.147,6.90,240,0.882,bicubic,-81.480,-54.957,+22 +cspdarknet53,12.027,87.973,43.280,56.720,27.64,256,0.887,bilinear,-82.633,-55.520,-68 +hrnet_w64,12.000,88.000,40.813,59.187,128.06,224,0.875,bilinear,-82.020,-57.807,+5 xcit_tiny_12_p16_224_dist,11.973,88.027,40.107,59.893,6.72,224,1.000,bicubic,-81.427,-58.373,+59 gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-75 -gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.393,+96 -nf_resnet50,11.760,88.240,45.933,54.067,25.56,288,0.940,bicubic,-82.790,-52.947,-60 -fbnetv3_b,11.733,88.267,44.387,55.613,8.60,256,0.950,bilinear,-82.237,-54.243,+6 +gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.093,+97 +nf_resnet50,11.760,88.240,45.933,54.067,25.56,288,0.940,bicubic,-82.790,-52.857,-60 +fbnetv3_b,11.733,88.267,44.387,55.613,8.60,256,0.950,bilinear,-82.237,-54.243,+4 resnet50d,11.720,88.280,42.467,57.533,25.58,224,0.875,bicubic,-82.540,-56.253,-27 dpn92,11.613,88.387,40.293,59.707,37.67,224,0.875,bicubic,-82.617,-58.437,-24 -dla102x2,11.600,88.400,41.267,58.733,41.28,224,0.875,bilinear,-82.370,-57.233,+1 +dla102x2,11.600,88.400,41.267,58.733,41.28,224,0.875,bilinear,-82.370,-57.233,+3 xception41,11.600,88.400,39.147,60.853,26.97,299,0.903,bicubic,-81.830,-59.283,+48 botnet26t_256,11.587,88.413,40.133,59.867,12.49,256,0.950,bicubic,-81.923,-58.167,+39 -vit_small_patch32_224,11.480,88.520,39.547,60.453,22.88,224,0.900,bicubic,-80.550,-58.683,+136 -levit_128,11.387,88.613,40.240,59.760,9.21,224,0.900,bicubic,-81.943,-58.140,+52 -lambda_resnet26t,11.373,88.627,40.173,59.827,10.96,256,0.940,bicubic,-82.457,-58.477,+9 -tf_efficientnet_el,11.373,88.627,42.040,57.960,10.59,300,0.904,bicubic,-83.027,-56.670,-49 +vit_small_patch32_224,11.480,88.520,39.547,60.453,22.88,224,0.900,bicubic,-80.550,-58.683,+135 +levit_128,11.387,88.613,40.240,59.760,9.21,224,0.900,bicubic,-81.943,-58.140,+53 +tf_efficientnet_el,11.373,88.627,42.040,57.960,10.59,300,0.904,bicubic,-83.027,-56.670,-47 +lambda_resnet26t,11.373,88.627,40.173,59.827,10.96,256,0.940,bicubic,-82.457,-58.477,+8 efficientnet_b2_pruned,11.347,88.653,42.013,57.987,8.31,260,0.890,bicubic,-82.803,-56.517,-20 xcit_nano_12_p16_384_dist,11.227,88.773,39.853,60.147,3.05,384,1.000,bicubic,-80.603,-58.167,+141 halonet26t,11.120,88.880,38.813,61.187,12.48,256,0.950,bicubic,-82.890,-59.687,-10 @@ -431,18 +435,18 @@ hrnet_w48,11.093,88.907,40.293,59.707,77.47,224,0.875,bilinear,-82.827,-58.317,- vit_tiny_r_s16_p8_384,11.093,88.907,39.973,60.027,6.36,384,1.000,bicubic,-80.947,-58.317,+126 gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-28 dpn107,11.053,88.947,38.640,61.360,86.92,224,0.875,bicubic,-83.257,-59.830,-46 -mobilevitv2_100,11.013,88.987,40.653,59.347,4.90,256,0.888,bicubic,-82.287,-57.627,+49 -ecaresnet50d_pruned,11.013,88.987,41.960,58.040,19.94,224,0.875,bicubic,-83.207,-56.770,-38 +ecaresnet50d_pruned,11.013,88.987,41.960,58.040,19.94,224,0.875,bicubic,-83.207,-56.770,-37 +mobilevitv2_100,11.013,88.987,40.653,59.347,4.90,256,0.888,bicubic,-82.287,-57.627,+48 tf_efficientnetv2_b2,11.000,89.000,39.760,60.240,10.10,260,0.890,bicubic,-83.420,-58.810,-60 adv_inception_v3,11.000,89.000,36.720,63.280,23.83,299,0.875,bicubic,-81.880,-61.420,+71 -xcit_tiny_12_p16_224,10.973,89.027,37.027,62.973,6.72,224,1.000,bicubic,-81.527,-61.213,+97 tf_efficientnet_b0_ns,10.973,89.027,40.067,59.933,5.29,224,0.875,bicubic,-82.657,-58.573,+13 +xcit_tiny_12_p16_224,10.973,89.027,37.027,62.973,6.72,224,1.000,bicubic,-81.527,-61.213,+97 resnetv2_50,10.960,89.040,39.333,60.667,25.55,224,0.950,bicubic,-83.470,-59.397,-65 -tf_inception_v3,10.813,89.187,36.840,63.160,23.83,299,0.875,bicubic,-82.507,-61.190,+38 +tf_inception_v3,10.813,89.187,36.840,63.160,23.83,299,0.875,bicubic,-82.507,-61.190,+39 xcit_nano_12_p8_224_dist,10.800,89.200,38.120,61.880,3.05,224,1.000,bicubic,-81.300,-60.030,+113 dpn131,10.720,89.280,37.187,62.813,79.25,224,0.875,bicubic,-83.270,-61.533,-23 -tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.563,-78 -resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.777,-58.827,-43 +tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-77 +resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.777,-58.827,-44 rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,-17 hrnet_w44,10.307,89.693,39.480,60.520,67.06,224,0.875,bilinear,-83.243,-59.220,+10 xcit_nano_12_p8_224,10.293,89.707,37.000,63.000,3.05,224,1.000,bicubic,-80.727,-60.790,+146 @@ -451,11 +455,11 @@ resnext101_32x8d,10.173,89.827,37.800,62.200,88.79,224,0.875,bilinear,-83.647,-6 regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.983,-60.740,-42 dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.987,-61.993,-42 resnet50,10.120,89.880,37.907,62.093,25.56,224,0.950,bicubic,-84.220,-60.533,-69 -legacy_seresnext50_32x4d,10.093,89.907,39.200,60.800,27.56,224,0.875,bilinear,-83.637,-59.380,-10 +legacy_seresnext50_32x4d,10.093,89.907,39.200,60.800,27.56,224,0.875,bilinear,-83.637,-59.380,-11 resnetrs50,10.067,89.933,37.507,62.493,35.69,224,0.910,bicubic,-84.233,-61.133,-67 inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+65 -efficientnet_b1,9.987,90.013,37.560,62.440,7.79,256,1.000,bicubic,-83.253,-60.740,+29 -xception,9.987,90.013,38.040,61.960,22.86,299,0.897,bicubic,-83.483,-60.490,+7 +xception,9.987,90.013,38.040,61.960,22.86,299,0.897,bicubic,-83.483,-60.490,+8 +efficientnet_b1,9.987,90.013,37.560,62.440,7.79,256,1.000,bicubic,-83.253,-60.740,+28 dpn68b,9.787,90.213,38.027,61.973,12.61,224,0.875,bicubic,-83.903,-60.493,-12 gluon_resnet152_v1b,9.747,90.253,36.080,63.920,60.19,224,0.875,bicubic,-84.323,-62.380,-46 tf_efficientnet_lite3,9.653,90.347,38.987,61.013,8.20,300,0.904,bilinear,-84.557,-59.653,-63 @@ -467,43 +471,43 @@ cspresnet50,9.293,90.707,39.613,60.387,21.62,256,0.887,bilinear,-84.437,-59.027, resnet33ts,9.240,90.760,38.667,61.333,19.68,256,0.900,bicubic,-84.360,-59.863,-14 hrnet_w40,9.227,90.773,36.880,63.120,57.56,224,0.875,bilinear,-84.263,-61.700,-4 regnetx_120,9.187,90.813,37.187,62.813,46.11,224,0.875,bicubic,-85.053,-61.463,-75 -seresnext26d_32x4d,9.147,90.853,36.813,63.187,16.81,224,0.875,bicubic,-83.543,-61.257,+54 +seresnext26d_32x4d,9.147,90.853,36.813,63.187,16.81,224,0.875,bicubic,-83.543,-61.337,+53 crossvit_tiny_240,9.107,90.893,34.600,65.400,7.01,240,0.875,bicubic,-81.133,-62.990,+141 -resnest26d,9.067,90.933,37.840,62.160,17.07,224,0.875,bilinear,-84.263,-60.790,+6 +resnest26d,9.067,90.933,37.840,62.160,17.07,224,0.875,bilinear,-84.263,-60.790,+4 vit_tiny_patch16_224,9.053,90.947,34.627,65.373,5.72,224,0.900,bicubic,-82.717,-63.413,+99 vit_base_patch16_224_sam,8.987,91.013,36.173,63.827,86.57,224,0.900,bicubic,-85.153,-62.497,-66 gluon_resnext50_32x4d,8.973,91.027,36.307,63.693,25.03,224,0.875,bicubic,-84.837,-62.103,-38 rexnet_100,8.907,91.093,36.373,63.627,4.80,224,0.875,bicubic,-84.123,-61.817,+24 -seresnext26t_32x4d,8.893,91.107,36.893,63.107,16.81,224,0.875,bicubic,-83.927,-61.477,+37 -bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,-1 -mixnet_l,8.853,91.147,36.213,63.787,7.33,224,0.875,bicubic,-84.597,-62.007,-13 -mobilenetv3_large_100_miil,8.853,91.147,33.080,66.920,5.48,224,0.875,bilinear,-83.417,-64.560,+69 +seresnext26t_32x4d,8.893,91.107,36.893,63.107,16.81,224,0.875,bicubic,-83.927,-61.477,+36 +bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,0 +mixnet_l,8.853,91.147,36.213,63.787,7.33,224,0.875,bicubic,-84.597,-62.007,-11 +mobilenetv3_large_100_miil,8.853,91.147,33.080,66.920,5.48,224,0.875,bilinear,-83.417,-64.560,+68 convit_tiny,8.813,91.187,34.360,65.640,5.71,224,0.875,bicubic,-81.827,-63.380,+125 resnet32ts,8.760,91.240,37.227,62.773,17.96,256,0.900,bicubic,-84.700,-61.263,-16 gcresnext26ts,8.707,91.293,35.733,64.267,10.48,256,0.900,bicubic,-84.073,-62.527,+32 levit_128s,8.707,91.293,33.160,66.840,7.78,224,0.900,bicubic,-83.223,-64.910,+79 dla169,8.653,91.347,35.947,64.053,53.39,224,0.875,bilinear,-84.687,-62.643,-10 +hrnet_w30,8.600,91.400,37.027,62.973,37.71,224,0.875,bilinear,-84.600,-61.383,+2 mixer_b16_224,8.600,91.400,29.440,70.560,59.88,224,0.875,bicubic,-83.270,-67.810,+81 -hrnet_w30,8.600,91.400,37.027,62.973,37.71,224,0.875,bilinear,-84.600,-61.383,+1 legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.757,-62.497,-4 tf_efficientnet_b1_ap,8.453,91.547,35.227,64.773,7.79,240,0.882,bicubic,-85.227,-63.133,-41 repvgg_b2,8.427,91.573,36.453,63.547,89.02,224,0.875,bilinear,-85.063,-62.277,-27 resmlp_12_distilled_224,8.307,91.693,36.840,63.160,15.35,224,0.875,bicubic,-84.533,-61.300,+19 -resnetblur50,8.253,91.747,37.373,62.627,25.56,224,0.875,bicubic,-85.687,-61.207,-68 +resnetblur50,8.253,91.747,37.373,62.627,25.56,224,0.875,bicubic,-85.687,-61.207,-67 crossvit_9_240,8.253,91.747,34.107,65.893,8.55,240,0.875,bicubic,-82.377,-63.633,+114 -dla102x,8.213,91.787,37.040,62.960,26.31,224,0.875,bilinear,-85.307,-61.500,-35 +dla102x,8.213,91.787,37.040,62.960,26.31,224,0.875,bilinear,-85.307,-61.460,-34 eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+35 hrnet_w32,8.027,91.973,37.520,62.480,41.23,224,0.875,bilinear,-85.503,-60.940,-38 -gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-48 -cs3darknet_m,7.987,92.013,36.507,63.493,9.31,288,0.950,bicubic,-85.373,-62.093,-24 +cs3darknet_m,7.987,92.013,36.507,63.493,9.31,288,0.950,bicubic,-85.373,-62.093,-23 +gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-49 gluon_resnet50_v1d,7.933,92.067,35.000,65.000,25.58,224,0.875,bicubic,-85.837,-63.390,-60 -dla60_res2next,7.827,92.173,34.987,65.013,17.03,224,0.875,bilinear,-85.343,-63.413,-12 -res2net50_26w_8s,7.827,92.173,33.720,66.280,48.40,224,0.875,bilinear,-85.593,-64.450,-30 -mobilevitv2_075,7.827,92.173,33.693,66.307,2.87,256,0.888,bicubic,-83.933,-64.087,+72 +dla60_res2next,7.827,92.173,34.987,65.013,17.03,224,0.875,bilinear,-85.343,-63.413,-10 +res2net50_26w_8s,7.827,92.173,33.720,66.280,48.40,224,0.875,bilinear,-85.593,-64.450,-31 +mobilevitv2_075,7.827,92.173,33.693,66.307,2.87,256,0.888,bicubic,-83.933,-64.167,+71 mobilevit_xs,7.747,92.253,32.533,67.467,2.32,256,0.900,bicubic,-83.073,-65.387,+98 densenetblur121d,7.733,92.267,34.773,65.227,8.00,224,0.875,bicubic,-84.177,-63.297,+61 -tf_efficientnetv2_b1,7.707,92.293,34.653,65.347,8.14,240,0.882,bicubic,-86.233,-63.967,-80 -deit_tiny_distilled_patch16_224,7.693,92.307,33.547,66.453,5.91,224,0.900,bicubic,-83.017,-64.023,+98 +tf_efficientnetv2_b1,7.707,92.293,34.653,65.347,8.14,240,0.882,bicubic,-86.233,-63.967,-81 +deit_tiny_distilled_patch16_224,7.693,92.307,33.547,66.453,5.91,224,0.900,bicubic,-83.017,-64.023,+97 dla60_res2net,7.600,92.400,34.600,65.400,20.85,224,0.875,bilinear,-85.560,-63.800,-16 efficientnet_b1_pruned,7.427,92.573,34.507,65.493,6.33,240,0.882,bicubic,-85.343,-63.533,+8 wide_resnet101_2,7.360,92.640,34.160,65.840,126.89,224,0.875,bilinear,-86.350,-64.380,-63 @@ -511,35 +515,35 @@ regnetx_064,7.347,92.653,34.373,65.627,26.21,224,0.875,bicubic,-86.543,-64.257,- deit_tiny_patch16_224,7.320,92.680,30.707,69.293,5.72,224,0.900,bicubic,-82.340,-66.743,+112 hardcorenas_e,7.253,92.747,33.293,66.707,8.07,224,0.875,bilinear,-85.317,-64.807,+20 gluon_resnet101_v1b,7.240,92.760,32.773,67.227,44.55,224,0.875,bicubic,-86.510,-65.607,-73 -efficientnet_b0,7.227,92.773,34.013,65.987,5.29,224,0.875,bicubic,-85.463,-64.277,+8 +efficientnet_b0,7.227,92.773,34.013,65.987,5.29,224,0.875,bicubic,-85.463,-64.057,+10 gluon_resnet50_v1s,7.213,92.787,33.493,66.507,25.68,224,0.875,bicubic,-86.407,-64.967,-63 tf_efficientnet_b1,7.147,92.853,33.053,66.947,7.79,240,0.882,bicubic,-86.353,-65.307,-54 -tf_mixnet_l,7.147,92.853,31.627,68.373,7.33,224,0.875,bicubic,-86.173,-66.883,-36 -tf_efficientnet_cc_b0_8e,7.120,92.880,31.827,68.173,24.01,224,0.875,bicubic,-85.710,-66.053,-6 +tf_mixnet_l,7.147,92.853,31.627,68.373,7.33,224,0.875,bicubic,-86.173,-66.403,-36 +tf_efficientnet_cc_b0_8e,7.120,92.880,31.827,68.173,24.01,224,0.875,bicubic,-85.710,-66.353,-7 convmixer_1024_20_ks9_p14,7.080,92.920,33.067,66.933,24.38,224,0.960,bicubic,-85.350,-65.203,+20 -seresnext26ts,7.053,92.947,34.920,65.080,10.39,256,0.900,bicubic,-85.637,-63.230,+3 +seresnext26ts,7.053,92.947,34.920,65.080,10.39,256,0.900,bicubic,-85.637,-63.370,+2 resmlp_12_224,7.013,92.987,33.947,66.053,15.35,224,0.875,bicubic,-85.197,-64.213,+29 -cs3darknet_focus_m,6.947,93.053,34.640,65.360,9.30,288,0.950,bicubic,-86.023,-63.550,-19 +cs3darknet_focus_m,6.947,93.053,34.640,65.360,9.30,288,0.950,bicubic,-86.023,-63.750,-19 hardcorenas_f,6.853,93.147,34.067,65.933,8.20,224,0.875,bilinear,-86.107,-64.093,-18 selecsls60b,6.733,93.267,33.253,66.747,32.77,224,0.875,bicubic,-86.557,-65.027,-39 res2net50_26w_6s,6.720,93.280,31.640,68.360,37.05,224,0.875,bilinear,-86.690,-66.640,-54 ese_vovnet19b_dw,6.707,93.293,33.400,66.600,6.54,224,0.875,bicubic,-85.573,-64.690,+21 efficientnet_es,6.680,93.320,33.827,66.173,5.44,224,0.875,bicubic,-86.460,-64.593,-35 -mixnet_m,6.640,93.360,32.053,67.947,5.01,224,0.875,bicubic,-85.790,-65.807,+12 -tinynet_a,6.640,93.360,32.227,67.773,6.19,192,0.875,bicubic,-85.800,-65.853,+9 +tinynet_a,6.640,93.360,32.227,67.773,6.19,192,0.875,bicubic,-85.800,-65.853,+10 +mixnet_m,6.640,93.360,32.053,67.947,5.01,224,0.875,bicubic,-85.790,-65.807,+11 pit_ti_distilled_224,6.627,93.373,30.747,69.253,5.10,224,0.900,bicubic,-84.273,-66.973,+68 legacy_seresnext26_32x4d,6.613,93.387,33.280,66.720,16.79,224,0.875,bicubic,-86.027,-64.850,-4 poolformer_s12,6.560,93.440,34.453,65.547,11.92,224,0.900,bicubic,-86.070,-63.747,-4 -skresnet34,6.467,93.533,31.587,68.413,22.28,224,0.875,bicubic,-85.923,-66.493,+9 -repvgg_b1,6.467,93.533,33.813,66.187,57.42,224,0.875,bilinear,-86.853,-64.217,-53 +repvgg_b1,6.467,93.533,33.813,66.187,57.42,224,0.875,bilinear,-86.853,-64.697,-54 +skresnet34,6.467,93.533,31.587,68.413,22.28,224,0.875,bicubic,-85.923,-66.563,+8 dla60x,6.427,93.573,34.120,65.880,17.35,224,0.875,bilinear,-86.693,-64.390,-42 -hardcorenas_d,6.413,93.587,32.200,67.800,7.50,224,0.875,bilinear,-85.977,-65.950,+6 +hardcorenas_d,6.413,93.587,32.200,67.800,7.50,224,0.875,bilinear,-85.977,-65.880,+7 resnet34d,6.400,93.600,31.507,68.493,21.82,224,0.875,bicubic,-86.280,-66.803,-12 edgenext_x_small,6.373,93.627,29.720,70.280,2.34,256,0.900,bicubic,-84.717,-67.830,+53 regnetx_080,6.307,93.693,32.333,67.667,39.57,224,0.875,bicubic,-87.563,-66.187,-108 swsl_resnet18,6.253,93.747,31.600,68.400,11.69,224,0.875,bilinear,-84.437,-66.100,+65 -legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.783,-65.737,-37 -resnet26t,6.133,93.867,32.227,67.773,16.01,256,0.940,bicubic,-86.617,-66.003,-25 +legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.783,-65.537,-37 +resnet26t,6.133,93.867,32.227,67.773,16.01,256,0.940,bicubic,-86.617,-66.003,-24 pit_ti_224,6.107,93.893,30.240,69.760,4.85,224,0.900,bicubic,-83.843,-67.200,+75 tv_resnet152,6.027,93.973,32.067,67.933,60.19,224,0.875,bilinear,-87.283,-66.323,-62 tf_efficientnet_cc_b0_4e,5.987,94.013,29.587,70.413,13.31,224,0.875,bicubic,-86.603,-68.493,-14 @@ -548,11 +552,11 @@ tf_efficientnetv2_b0,5.893,94.107,30.773,69.227,7.14,224,0.875,bicubic,-87.217,- mixer_l16_224,5.867,94.133,18.533,81.467,208.20,224,0.875,bicubic,-81.273,-74.987,+98 dla102,5.853,94.147,32.720,67.280,33.27,224,0.875,bilinear,-87.207,-65.830,-52 selecsls60,5.667,94.333,32.493,67.507,30.67,224,0.875,bicubic,-87.353,-65.807,-49 -regnety_016,5.653,94.347,30.440,69.560,11.20,224,0.875,bicubic,-87.377,-67.910,-53 -hardcorenas_c,5.640,94.360,30.453,69.547,5.52,224,0.875,bilinear,-86.390,-67.387,+8 -res2next50,5.640,94.360,30.867,69.133,24.67,224,0.875,bilinear,-87.220,-67.323,-44 +regnety_016,5.653,94.347,30.440,69.560,11.20,224,0.875,bicubic,-87.377,-67.910,-52 +res2next50,5.640,94.360,30.867,69.133,24.67,224,0.875,bilinear,-87.220,-67.323,-43 +hardcorenas_c,5.640,94.360,30.453,69.547,5.52,224,0.875,bilinear,-86.390,-67.387,+7 hrnet_w18,5.493,94.507,30.987,69.013,21.30,224,0.875,bilinear,-86.827,-67.263,-10 -resnest14d,5.467,94.533,28.547,71.453,10.61,224,0.875,bilinear,-86.253,-69.323,+20 +resnest14d,5.467,94.533,28.547,71.453,10.61,224,0.875,bilinear,-86.253,-69.323,+21 tf_efficientnet_lite2,5.360,94.640,30.920,69.080,6.09,260,0.890,bicubic,-87.290,-67.310,-30 tf_efficientnet_em,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.093,-51 tf_efficientnet_b0_ap,5.307,94.693,28.827,71.173,5.29,224,0.875,bicubic,-86.893,-69.193,-6 @@ -566,54 +570,54 @@ mobilenetv3_large_100,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.263, tf_mixnet_m,5.067,94.933,28.147,71.853,5.01,224,0.875,bicubic,-87.253,-69.743,-21 tf_efficientnet_b0,5.053,94.947,28.720,71.280,5.29,224,0.875,bicubic,-87.197,-69.270,-18 res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-48 -hardcorenas_b,4.947,95.053,28.067,71.933,5.18,224,0.875,bilinear,-86.813,-69.793,+5 +hardcorenas_b,4.947,95.053,28.067,71.933,5.18,224,0.875,bilinear,-86.813,-69.713,+5 mixnet_s,4.920,95.080,28.547,71.453,4.13,224,0.875,bicubic,-86.900,-69.143,+1 mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+14 -gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-73 +gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-74 hardcorenas_a,4.880,95.120,28.093,71.907,5.26,224,0.875,bilinear,-86.470,-69.767,+8 +regnetx_032,4.853,95.147,30.253,69.747,15.30,224,0.875,bicubic,-88.267,-68.137,-80 xcit_nano_12_p16_224,4.853,95.147,25.453,74.547,3.05,224,1.000,bicubic,-83.757,-71.337,+61 -regnetx_032,4.853,95.147,30.253,69.747,15.30,224,0.875,bicubic,-88.267,-68.137,-79 -tv_resnext50_32x4d,4.840,95.160,30.280,69.720,25.03,224,0.875,bilinear,-87.910,-68.000,-58 +tv_resnext50_32x4d,4.840,95.160,30.280,69.720,25.03,224,0.875,bilinear,-87.910,-68.000,-59 +densenet161,4.720,95.280,29.560,70.440,28.68,224,0.875,bicubic,-87.780,-68.730,-42 tv_resnet101,4.720,95.280,29.373,70.627,44.55,224,0.875,bilinear,-88.100,-68.877,-64 -densenet161,4.720,95.280,29.560,70.440,28.68,224,0.875,bicubic,-87.780,-68.730,-43 -resnext26ts,4.680,95.320,29.013,70.987,10.30,256,0.900,bicubic,-87.190,-68.907,-11 +resnext26ts,4.680,95.320,29.013,70.987,10.30,256,0.900,bicubic,-87.190,-68.907,-12 selecsls42b,4.667,95.333,28.613,71.387,32.46,224,0.875,bicubic,-87.613,-69.527,-34 tf_efficientnet_lite1,4.613,95.387,28.413,71.587,5.42,240,0.882,bicubic,-88.007,-69.667,-52 mobilenetv2_120d,4.533,95.467,29.293,70.707,5.83,224,0.875,bicubic,-87.867,-68.757,-41 vit_base_patch32_224_sam,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.417,-72.613,+37 -efficientnet_es_pruned,4.187,95.813,26.547,73.453,5.44,224,0.875,bicubic,-86.993,-71.203,+2 tinynet_b,4.187,95.813,26.720,73.280,3.73,188,0.875,bicubic,-86.733,-70.950,+13 -fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+17 -gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.160,-54 -densenet201,4.120,95.880,27.533,72.467,20.01,224,0.875,bicubic,-88.620,-70.697,-69 +efficientnet_es_pruned,4.187,95.813,26.547,73.453,5.44,224,0.875,bicubic,-86.993,-71.203,+2 +fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+18 +densenet201,4.120,95.880,27.533,72.467,20.01,224,0.875,bicubic,-88.620,-70.697,-68 +gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.250,-55 resnet26d,4.040,95.960,28.507,71.493,16.01,224,0.875,bicubic,-88.030,-69.463,-33 semnasnet_100,3.960,96.040,26.933,73.067,3.89,224,0.875,bicubic,-87.320,-70.627,-7 repvgg_a2,3.933,96.067,27.280,72.720,28.21,224,0.875,bilinear,-88.007,-70.870,-29 mobilevitv2_050,3.933,96.067,23.867,76.133,1.37,256,0.888,bicubic,-84.297,-73.123,+48 tf_mixnet_s,3.893,96.107,25.280,74.720,4.13,224,0.875,bicubic,-87.617,-72.330,-15 -dpn68,3.867,96.133,26.067,73.933,12.61,224,0.875,bicubic,-88.163,-71.983,-37 semnasnet_075,3.867,96.133,27.000,73.000,2.91,224,0.875,bicubic,-86.193,-70.430,+22 +dpn68,3.867,96.133,26.067,73.933,12.61,224,0.875,bicubic,-88.163,-71.983,-36 mobilevit_xxs,3.827,96.173,21.707,78.293,1.27,256,0.900,bicubic,-83.363,-74.393,+49 -tf_efficientnet_es,3.813,96.187,26.120,73.880,5.44,224,0.875,bicubic,-88.167,-71.740,-36 regnety_008,3.813,96.187,27.160,72.840,6.26,224,0.875,bicubic,-87.907,-71.020,-22 +tf_efficientnet_es,3.813,96.187,26.120,73.880,5.44,224,0.875,bicubic,-88.167,-71.740,-37 edgenext_xx_small,3.787,96.213,23.693,76.307,1.33,256,0.900,bicubic,-84.563,-72.827,+40 dla60,3.773,96.227,27.973,72.027,22.04,224,0.875,bilinear,-88.437,-70.127,-49 ssl_resnet18,3.747,96.253,25.440,74.560,11.69,224,0.875,bilinear,-86.463,-72.110,+12 mobilenetv2_140,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-71.103,-32 densenet169,3.693,96.307,25.600,74.400,14.15,224,0.875,bicubic,-88.227,-72.500,-39 regnetx_016,3.613,96.387,26.253,73.747,9.19,224,0.875,bicubic,-88.547,-71.947,-51 -res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.953,-71.557,-71 -spnasnet_100,3.560,96.440,24.293,75.707,4.42,224,0.875,bilinear,-86.780,-72.897,+5 -tf_mobilenetv3_large_100,3.560,96.440,25.093,74.907,5.48,224,0.875,bilinear,-87.660,-72.567,-23 +res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.953,-71.467,-71 +tf_mobilenetv3_large_100,3.560,96.440,25.093,74.907,5.48,224,0.875,bilinear,-87.660,-72.567,-22 +spnasnet_100,3.560,96.440,24.293,75.707,4.42,224,0.875,bilinear,-86.780,-72.897,+4 regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-28 legacy_seresnet34,3.333,96.667,23.813,76.187,21.96,224,0.875,bilinear,-87.567,-73.767,-10 -dla34,3.253,96.747,23.613,76.387,15.74,224,0.875,bilinear,-87.527,-74.047,-8 -efficientnet_lite0,3.253,96.747,25.880,74.120,4.65,224,0.875,bicubic,-87.857,-71.750,-21 +efficientnet_lite0,3.253,96.747,25.880,74.120,4.65,224,0.875,bicubic,-87.857,-71.750,-20 +dla34,3.253,96.747,23.613,76.387,15.74,224,0.875,bilinear,-87.527,-74.047,-9 ghostnet_100,3.227,96.773,24.867,75.133,5.18,224,0.875,bilinear,-86.803,-72.503,+5 regnety_004,3.200,96.800,22.667,77.333,4.34,224,0.875,bicubic,-87.310,-74.873,-5 -mobilenetv2_110d,3.187,96.813,24.573,75.427,4.52,224,0.875,bicubic,-87.773,-73.067,-19 -tinynet_c,3.107,96.893,21.533,78.467,2.46,184,0.875,bicubic,-84.673,-74.837,+25 +mobilenetv2_110d,3.187,96.813,24.573,75.427,4.52,224,0.875,bicubic,-87.773,-72.987,-18 mnasnet_100,3.107,96.893,24.200,75.800,4.38,224,0.875,bicubic,-87.403,-73.270,-6 +tinynet_c,3.107,96.893,21.533,78.467,2.46,184,0.875,bicubic,-84.673,-74.837,+25 tf_efficientnet_lite0,3.093,96.907,22.920,77.080,4.65,224,0.875,bicubic,-87.947,-74.670,-24 skresnet18,3.000,97.000,22.773,77.227,11.96,224,0.875,bicubic,-86.660,-74.467,+6 vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,-4 @@ -622,8 +626,8 @@ tf_mobilenetv3_large_075,2.867,97.133,21.560,78.440,3.99,224,0.875,bilinear,-86. tinynet_d,2.867,97.133,17.787,82.213,2.34,152,0.875,bicubic,-81.893,-77.393,+33 resnet14t,2.760,97.240,19.280,80.720,10.08,224,0.950,bilinear,-86.280,-77.320,+6 hrnet_w18_small_v2,2.707,97.293,23.707,76.293,15.60,224,0.875,bilinear,-88.483,-74.193,-38 -gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.893,-30 regnetx_008,2.667,97.333,22.467,77.533,7.26,224,0.875,bicubic,-88.383,-75.243,-33 +gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.973,-31 vgg16_bn,2.653,97.347,23.787,76.213,138.37,224,0.875,bilinear,-87.437,-73.583,-13 vgg16,2.627,97.373,20.427,79.573,138.36,224,0.875,bilinear,-85.923,-76.363,+9 lcnet_100,2.613,97.387,20.867,79.133,2.95,224,0.875,bicubic,-86.177,-75.863,+5 @@ -643,8 +647,8 @@ tf_mobilenetv3_small_100,2.013,97.987,15.853,84.147,2.54,224,0.875,bilinear,-83. mobilenetv3_small_100,2.000,98.000,17.080,82.920,2.54,224,0.875,bicubic,-83.220,-78.550,+10 tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.987,+16 regnetx_004,1.947,98.053,19.160,80.840,5.16,224,0.875,bicubic,-86.953,-77.960,-13 -tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-28 -vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,+1 +tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-27 +vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,0 tinynet_e,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.047,-78.547,+16 mobilenetv3_small_050,1.840,98.160,12.507,87.493,1.59,224,0.875,bicubic,-75.150,-78.793,+16 lcnet_050,1.813,98.187,13.893,86.107,1.88,224,0.875,bicubic,-79.967,-79.827,+12 @@ -653,8 +657,8 @@ mnasnet_small,1.760,98.240,15.093,84.907,2.03,224,0.875,bicubic,-82.680,-80.087, resnet10t,1.733,98.267,15.813,84.187,5.44,224,0.950,bilinear,-84.477,-79.847,-3 vgg11_bn,1.720,98.280,18.080,81.920,132.87,224,0.875,bilinear,-85.780,-78.740,-12 dla60x_c,1.627,98.373,18.053,81.947,1.32,224,0.875,bilinear,-84.643,-78.117,-6 -mobilenetv2_050,1.613,98.387,14.187,85.813,1.97,224,0.875,bicubic,-82.277,-80.533,+1 tf_mobilenetv3_large_minimal_100,1.613,98.387,17.120,82.880,3.92,224,0.875,bilinear,-87.357,-79.730,-25 +mobilenetv2_050,1.613,98.387,14.187,85.813,1.97,224,0.875,bicubic,-82.277,-80.533,+1 vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-10 gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-21 hrnet_w18_small,1.533,98.467,18.133,81.867,13.19,224,0.875,bilinear,-87.497,-78.977,-30 diff --git a/results/results-imagenet-r-clean.csv b/results/results-imagenet-r-clean.csv index 53700dbf..0e42fcda 100644 --- a/results/results-imagenet-r-clean.csv +++ b/results/results-imagenet-r-clean.csv @@ -1,7 +1,7 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation beit_large_patch16_384,97.810,2.190,99.790,0.210,305.00,384,1.000,bicubic -beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic +beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic deit3_large_patch16_384_in21ft1k,97.560,2.440,99.710,0.290,304.76,384,1.000,bicubic convnext_xlarge_384_in22ft1k,97.550,2.450,99.800,0.200,350.20,384,1.000,bicubic @@ -13,13 +13,13 @@ deit3_large_patch16_224_in21ft1k,97.310,2.690,99.680,0.320,304.37,224,1.000,bicu convnext_base_384_in22ft1k,97.290,2.710,99.780,0.220,88.59,384,1.000,bicubic volo_d5_512,97.290,2.710,99.760,0.240,296.09,512,1.150,bicubic swinv2_large_window12to24_192to384_22kft1k,97.280,2.720,99.780,0.220,196.74,384,1.000,bicubic -convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic swinv2_base_window12to24_192to384_22kft1k,97.260,2.740,99.790,0.210,87.92,384,1.000,bicubic +convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic deit3_huge_patch14_224_in21ft1k,97.250,2.750,99.720,0.280,632.13,224,1.000,bicubic +volo_d5_448,97.240,2.760,99.740,0.260,295.91,448,1.150,bicubic convnext_xlarge_in22ft1k,97.240,2.760,99.730,0.270,350.20,224,0.875,bicubic -deit3_base_patch16_384_in21ft1k,97.240,2.760,99.670,0.330,86.88,384,1.000,bicubic swinv2_large_window12to16_192to256_22kft1k,97.240,2.760,99.710,0.290,196.74,256,0.900,bicubic -volo_d5_448,97.240,2.760,99.740,0.260,295.91,448,1.150,bicubic +deit3_base_patch16_384_in21ft1k,97.240,2.760,99.670,0.330,86.88,384,1.000,bicubic tf_efficientnet_b7_ns,97.190,2.810,99.700,0.300,66.35,600,0.949,bicubic swin_large_patch4_window12_384,97.180,2.820,99.680,0.320,196.74,384,1.000,bicubic tf_efficientnetv2_xl_in21ft1k,97.150,2.850,99.620,0.380,208.12,512,1.000,bicubic @@ -29,36 +29,36 @@ convnext_small_384_in22ft1k,97.090,2.910,99.690,0.310,50.22,384,1.000,bicubic vit_base_patch8_224,97.080,2.920,99.620,0.380,86.58,224,0.900,bicubic volo_d4_448,97.070,2.930,99.750,0.250,193.41,448,1.150,bicubic swinv2_base_window12to16_192to256_22kft1k,97.060,2.940,99.660,0.340,87.92,256,0.900,bicubic +tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic vit_base_patch16_384,97.020,2.980,99.710,0.290,86.86,384,1.000,bicubic volo_d3_448,97.020,2.980,99.680,0.320,86.63,448,1.000,bicubic -tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic -tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear -swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic +tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic vit_large_r50_s32_384,96.950,3.050,99.710,0.290,329.09,384,1.000,bicubic +swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic xcit_large_24_p16_384_dist,96.940,3.060,99.510,0.490,189.10,384,1.000,bicubic dm_nfnet_f6,96.920,3.080,99.720,0.280,438.36,576,0.956,bicubic -resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear volo_d5_224,96.880,3.120,99.670,0.330,295.46,224,0.960,bicubic +resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear cait_m48_448,96.880,3.120,99.620,0.380,356.46,448,1.000,bicubic -deit3_base_patch16_224_in21ft1k,96.870,3.130,99.620,0.380,86.59,224,1.000,bicubic tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic +deit3_base_patch16_224_in21ft1k,96.870,3.130,99.620,0.380,86.59,224,1.000,bicubic deit3_large_patch16_384,96.850,3.150,99.620,0.380,304.76,384,1.000,bicubic convnext_base_in22ft1k,96.840,3.160,99.650,0.350,88.59,224,0.875,bicubic cait_m36_384,96.830,3.170,99.660,0.340,271.22,384,1.000,bicubic dm_nfnet_f5,96.810,3.190,99.670,0.330,377.21,544,0.954,bicubic xcit_small_24_p8_384_dist,96.810,3.190,99.630,0.370,47.63,384,1.000,bicubic -dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic -ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear volo_d4_224,96.780,3.220,99.670,0.330,192.96,224,0.960,bicubic +dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic +ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear xcit_large_24_p8_384_dist,96.760,3.240,99.560,0.440,188.93,384,1.000,bicubic dm_nfnet_f3,96.730,3.270,99.630,0.370,254.92,416,0.940,bicubic vit_large_patch16_224,96.710,3.290,99.650,0.350,304.33,224,0.900,bicubic -volo_d2_384,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic -tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic +volo_d2_384,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,bicubic +tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic swin_base_patch4_window7_224,96.680,3.320,99.660,0.340,87.77,224,0.900,bicubic deit3_small_patch16_384_in21ft1k,96.670,3.330,99.640,0.360,22.21,384,1.000,bicubic beit_base_patch16_224,96.660,3.340,99.660,0.340,86.53,224,0.900,bicubic @@ -66,14 +66,14 @@ tf_efficientnetv2_l,96.650,3.350,99.560,0.440,118.52,480,1.000,bicubic xcit_large_24_p8_224_dist,96.640,3.360,99.460,0.540,188.93,224,1.000,bicubic cait_s36_384,96.630,3.370,99.600,0.400,68.37,384,1.000,bicubic regnetz_e8,96.600,3.400,99.610,0.390,57.70,320,1.000,bicubic -tf_efficientnet_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic deit3_huge_patch14_224,96.580,3.420,99.520,0.480,632.13,224,0.900,bicubic +tf_efficientnet_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic cait_s24_384,96.570,3.430,99.550,0.450,47.06,384,1.000,bicubic -tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic xcit_small_24_p8_224_dist,96.550,3.450,99.570,0.430,47.63,224,1.000,bicubic +tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic tf_efficientnetv2_m,96.540,3.460,99.570,0.430,54.14,480,1.000,bicubic -xcit_medium_24_p8_224_dist,96.520,3.480,99.510,0.490,84.32,224,1.000,bicubic resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear +xcit_medium_24_p8_224_dist,96.520,3.480,99.510,0.490,84.32,224,1.000,bicubic deit_base_distilled_patch16_384,96.510,3.490,99.590,0.410,87.63,384,1.000,bicubic xcit_small_12_p8_384_dist,96.480,3.520,99.490,0.510,26.21,384,1.000,bicubic tf_efficientnetv2_s_in21ft1k,96.470,3.530,99.570,0.430,21.46,384,1.000,bicubic @@ -81,8 +81,8 @@ volo_d1_384,96.470,3.530,99.550,0.450,26.78,384,1.000,bicubic ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,bicubic dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic convnext_small_in22ft1k,96.460,3.540,99.470,0.530,50.22,224,0.875,bicubic -eca_nfnet_l2,96.450,3.550,99.620,0.380,56.72,384,1.000,bicubic vit_base_r50_s16_384,96.450,3.550,99.660,0.340,98.95,384,1.000,bicubic +eca_nfnet_l2,96.450,3.550,99.620,0.380,56.72,384,1.000,bicubic volo_d3_224,96.440,3.560,99.620,0.380,86.33,224,0.960,bicubic ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear seresnextaa101d_32x8d,96.420,3.580,99.520,0.480,93.59,288,1.000,bicubic @@ -102,21 +102,21 @@ seresnet152d,96.310,3.690,99.510,0.490,66.84,320,1.000,bicubic vit_base_patch16_224,96.300,3.700,99.560,0.440,86.57,224,0.900,bicubic tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic swsl_resnext101_32x16d,96.280,3.720,99.500,0.500,194.03,224,0.875,bilinear -efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic resnetv2_50x3_bitm,96.270,3.730,99.630,0.370,217.32,448,1.000,bilinear +efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic xcit_medium_24_p16_224_dist,96.260,3.740,99.410,0.590,84.40,224,1.000,bicubic resnetv2_101x3_bitm,96.250,3.750,99.590,0.410,387.93,448,1.000,bilinear -xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,bicubic +xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic deit3_base_patch16_384,96.230,3.770,99.400,0.600,86.88,384,1.000,bicubic regnetz_d8_evos,96.220,3.780,99.490,0.510,23.46,320,0.950,bicubic resnetv2_152x2_bit_teacher_384,96.190,3.810,99.500,0.500,236.34,384,1.000,bicubic deit3_large_patch16_224,96.190,3.810,99.300,0.700,304.37,224,0.900,bicubic vit_large_r50_s32_224,96.180,3.820,99.540,0.460,328.99,224,0.900,bicubic regnetz_040,96.180,3.820,99.510,0.490,27.12,320,1.000,bicubic -swinv2_base_window16_256,96.170,3.830,99.400,0.600,87.92,256,0.900,bicubic convnext_tiny_384_in22ft1k,96.170,3.830,99.480,0.520,28.59,384,1.000,bicubic +swinv2_base_window16_256,96.170,3.830,99.400,0.600,87.92,256,0.900,bicubic crossvit_18_dagger_408,96.130,3.870,99.470,0.530,44.61,408,1.000,bicubic seresnext101_32x8d,96.130,3.870,99.360,0.640,93.57,288,1.000,bicubic resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic @@ -124,33 +124,34 @@ resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic xcit_large_24_p8_224,96.080,3.920,99.150,0.850,188.93,224,1.000,bicubic -pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic -swinv2_small_window16_256,96.070,3.930,99.340,0.660,49.73,256,0.900,bicubic swinv2_base_window8_256,96.070,3.930,99.420,0.580,87.92,256,0.900,bicubic -resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic +pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic +swinv2_small_window16_256,96.070,3.930,99.340,0.660,49.73,256,0.900,bicubic vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic -swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic +resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic swsl_resnext101_32x4d,96.040,3.960,99.530,0.470,44.18,224,0.875,bilinear -vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear +swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic volo_d1_224,96.030,3.970,99.390,0.610,26.63,224,0.960,bicubic +vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear convnext_large,96.020,3.980,99.470,0.530,197.77,224,0.875,bicubic regnetz_d8,96.010,3.990,99.520,0.480,23.37,320,1.000,bicubic +cs3se_edgenet_x,96.010,3.990,99.440,0.560,50.72,320,1.000,bicubic cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic vit_small_patch16_384,95.980,4.020,99.590,0.410,22.20,384,1.000,bicubic tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic -resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic xcit_small_12_p8_224_dist,95.960,4.040,99.420,0.580,26.21,224,1.000,bicubic -ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear -convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic +resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic eca_nfnet_l1,95.940,4.060,99.490,0.510,41.41,320,1.000,bicubic +convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic +ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic vit_base_patch32_384,95.900,4.100,99.440,0.560,88.30,384,1.000,bicubic regnety_160,95.880,4.120,99.560,0.440,83.59,288,1.000,bicubic -regnetz_d32,95.870,4.130,99.430,0.570,27.58,320,0.950,bicubic +sequencer2d_l,95.870,4.130,99.470,0.530,54.30,224,0.875,bicubic resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic +regnetz_d32,95.870,4.130,99.430,0.570,27.58,320,0.950,bicubic resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic -sequencer2d_l,95.870,4.130,99.470,0.530,54.30,224,0.875,bicubic xcit_medium_24_p8_224,95.870,4.130,99.080,0.920,84.32,224,1.000,bicubic regnety_080,95.850,4.150,99.440,0.560,39.18,288,1.000,bicubic swin_s3_small_224,95.840,4.160,99.200,0.800,49.74,224,0.900,bicubic @@ -160,35 +161,35 @@ xcit_small_24_p16_224_dist,95.790,4.210,99.350,0.650,47.67,224,1.000,bicubic regnety_064,95.790,4.210,99.290,0.710,30.58,288,1.000,bicubic deit3_base_patch16_224,95.780,4.220,99.270,0.730,86.59,224,0.900,bicubic regnetv_064,95.770,4.230,99.420,0.580,30.58,288,1.000,bicubic -deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic resnetv2_152x2_bit_teacher,95.750,4.250,99.430,0.570,236.34,224,0.875,bicubic -xcit_small_12_p16_224_dist,95.730,4.270,99.300,0.700,26.25,224,1.000,bicubic -swinv2_small_window8_256,95.730,4.270,99.360,0.640,49.73,256,0.900,bicubic +deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic regnetv_040,95.730,4.270,99.380,0.620,20.64,288,1.000,bicubic convnext_tiny_in22ft1k,95.730,4.270,99.360,0.640,28.59,224,0.875,bicubic +swinv2_small_window8_256,95.730,4.270,99.360,0.640,49.73,256,0.900,bicubic +xcit_small_12_p16_224_dist,95.730,4.270,99.300,0.700,26.25,224,1.000,bicubic twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic -xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic swinv2_cr_small_ns_224,95.690,4.310,99.310,0.690,49.70,224,0.900,bicubic +xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic xception65p,95.660,4.340,99.270,0.730,39.82,299,0.940,bicubic deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic cait_s24_224,95.640,4.360,99.390,0.610,46.92,224,1.000,bicubic regnetz_c16_evos,95.630,4.370,99.420,0.580,13.49,320,0.950,bicubic -convnext_small,95.610,4.390,99.260,0.740,50.22,224,0.875,bicubic -deit3_small_patch16_384,95.610,4.390,99.390,0.610,22.21,384,1.000,bicubic swsl_resnext50_32x4d,95.610,4.390,99.440,0.560,25.03,224,0.875,bilinear +deit3_small_patch16_384,95.610,4.390,99.390,0.610,22.21,384,1.000,bicubic +convnext_small,95.610,4.390,99.260,0.740,50.22,224,0.875,bicubic sequencer2d_m,95.600,4.400,99.270,0.730,38.31,224,0.875,bicubic tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic twins_svt_base,95.570,4.430,99.230,0.770,56.07,224,0.900,bicubic resnest101e,95.560,4.440,99.270,0.730,48.28,256,0.875,bilinear resnet152,95.550,4.450,99.260,0.740,60.19,224,0.950,bicubic -resnext101_64x4d,95.540,4.460,99.290,0.710,83.46,288,1.000,bicubic jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic +resnext101_64x4d,95.540,4.460,99.290,0.710,83.46,288,1.000,bicubic efficientnet_b4,95.530,4.470,99.400,0.600,19.34,384,1.000,bicubic jx_nest_small,95.530,4.470,99.220,0.780,38.35,224,0.875,bicubic tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic @@ -197,21 +198,23 @@ tf_efficientnet_b4_ap,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic xcit_tiny_24_p16_384_dist,95.490,4.510,99.360,0.640,12.12,384,1.000,bicubic regnety_032,95.480,4.520,99.320,0.680,19.44,288,1.000,bicubic regnety_040,95.470,4.530,99.420,0.580,20.65,288,1.000,bicubic +cs3edgenet_x,95.470,4.530,99.280,0.720,47.82,288,1.000,bicubic sequencer2d_s,95.470,4.530,99.270,0.730,27.65,224,0.875,bicubic -xcit_tiny_24_p8_224_dist,95.460,4.540,99.360,0.640,12.11,224,1.000,bicubic twins_pcpvt_base,95.460,4.540,99.390,0.610,43.83,224,0.900,bicubic +xcit_tiny_24_p8_224_dist,95.460,4.540,99.360,0.640,12.11,224,1.000,bicubic eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,bicubic +cs3sedarknet_x,95.420,4.580,99.320,0.680,35.40,288,1.000,bicubic xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear -swinv2_cr_small_224,95.400,4.600,99.050,0.950,49.70,224,0.900,bicubic -tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear resnetv2_50x1_bit_distilled,95.400,4.600,99.430,0.570,25.55,224,0.875,bicubic +tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear +swinv2_cr_small_224,95.400,4.600,99.050,0.950,49.70,224,0.900,bicubic +nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic regnetz_c16,95.390,4.610,99.310,0.690,13.46,320,0.940,bicubic mobilevitv2_200_384_in22ft1k,95.390,4.610,99.280,0.720,18.45,384,1.000,bicubic -nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic tresnet_m,95.380,4.620,99.150,0.850,31.39,224,0.875,bilinear -pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic swinv2_tiny_window16_256,95.360,4.640,99.300,0.700,28.35,256,0.900,bicubic +pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic xcit_tiny_12_p8_384_dist,95.340,4.660,99.340,0.660,6.71,384,1.000,bicubic mobilevitv2_150_384_in22ft1k,95.340,4.660,99.130,0.870,10.59,384,1.000,bicubic ssl_resnext101_32x8d,95.330,4.670,99.310,0.690,88.79,224,0.875,bilinear @@ -225,61 +228,62 @@ mobilevitv2_175_384_in22ft1k,95.240,4.760,99.380,0.620,14.25,384,1.000,bicubic vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic cait_xxs36_384,95.220,4.780,99.320,0.680,17.37,384,1.000,bicubic levit_384,95.210,4.790,99.160,0.840,39.13,224,0.900,bicubic -vit_relpos_medium_patch16_224,95.200,4.800,99.220,0.780,38.75,224,0.900,bicubic swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear +vit_relpos_medium_patch16_224,95.200,4.800,99.220,0.780,38.75,224,0.900,bicubic crossvit_18_dagger_240,95.180,4.820,99.120,0.880,44.27,240,0.875,bicubic ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic -nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic ssl_resnext101_32x4d,95.150,4.850,99.300,0.700,44.18,224,0.875,bilinear +nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic efficientnet_b3,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic +vit_relpos_base_patch16_224,95.130,4.870,99.300,0.700,86.43,224,0.900,bicubic fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear poolformer_m48,95.130,4.870,99.120,0.880,73.47,224,0.950,bicubic -vit_relpos_base_patch16_224,95.130,4.870,99.300,0.700,86.43,224,0.900,bicubic xcit_medium_24_p16_224,95.130,4.870,98.930,1.070,84.40,224,1.000,bicubic +resnetv2_50d_evos,95.120,4.880,99.230,0.770,25.59,288,0.950,bicubic vit_small_r26_s32_224,95.120,4.880,99.220,0.780,36.43,224,0.900,bicubic cs3sedarknet_l,95.120,4.880,99.210,0.790,21.91,288,0.950,bicubic -resnetv2_50d_evos,95.120,4.880,99.230,0.770,25.59,288,0.950,bicubic tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic resnet61q,95.120,4.880,99.080,0.920,36.85,288,1.000,bicubic -resnetv2_50d_gn,95.100,4.900,99.060,0.940,25.57,288,0.950,bicubic convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic -coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,bicubic +resnetv2_50d_gn,95.100,4.900,99.060,0.940,25.57,288,0.950,bicubic xcit_small_24_p16_224,95.080,4.920,99.070,0.930,47.67,224,1.000,bicubic -crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic -vit_relpos_medium_patch16_rpn_224,95.070,4.930,99.190,0.810,38.73,224,0.900,bicubic -efficientnetv2_rw_t,95.070,4.930,99.220,0.780,13.65,288,1.000,bicubic +coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,bicubic ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic +efficientnetv2_rw_t,95.070,4.930,99.220,0.780,13.65,288,1.000,bicubic +vit_relpos_medium_patch16_rpn_224,95.070,4.930,99.190,0.810,38.73,224,0.900,bicubic +crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic crossvit_base_240,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear xception41p,95.060,4.940,99.150,0.850,26.91,299,0.940,bicubic mobilevitv2_200_in22ft1k,95.050,4.950,99.080,0.920,18.45,256,0.888,bicubic swinv2_tiny_window8_256,95.030,4.970,99.170,0.830,28.35,256,0.900,bicubic -deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic poolformer_m36,95.010,4.990,99.100,0.900,56.17,224,0.950,bicubic halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic +deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic crossvit_15_dagger_240,94.980,5.020,99.160,0.840,28.21,240,0.875,bicubic resnet101,94.980,5.020,99.080,0.920,44.55,224,0.950,bicubic -tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic -convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic visformer_small,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic +convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic +tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic convnext_tiny,94.960,5.040,99.200,0.800,28.59,224,0.875,bicubic -xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic +xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear -resnetv2_101,94.930,5.070,99.120,0.880,44.54,224,0.950,bicubic cait_xxs24_384,94.930,5.070,99.140,0.860,12.03,384,1.000,bicubic +resnetv2_101,94.930,5.070,99.120,0.880,44.54,224,0.950,bicubic convit_small,94.920,5.080,99.110,0.890,27.78,224,0.875,bicubic tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic vit_srelpos_medium_patch16_224,94.900,5.100,99.200,0.800,38.74,224,0.900,bicubic -tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear swin_s3_tiny_224,94.900,5.100,99.160,0.840,28.33,224,0.900,bicubic +tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear xcit_tiny_24_p8_224,94.890,5.110,99.190,0.810,12.11,224,1.000,bicubic mixer_b16_224_miil,94.890,5.110,99.080,0.920,59.88,224,0.875,bilinear vit_small_patch16_224,94.880,5.120,99.270,0.730,22.05,224,0.900,bicubic resnetaa50,94.880,5.120,99.130,0.870,25.56,288,1.000,bicubic tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic +convnext_nano,94.860,5.140,99.150,0.850,15.59,288,1.000,bicubic edgenext_small,94.830,5.170,99.410,0.590,5.59,320,1.000,bicubic vit_base_patch16_rpn_224,94.820,5.180,99.090,0.910,86.54,224,0.900,bicubic xcit_small_12_p16_224,94.820,5.180,99.060,0.940,26.25,224,1.000,bicubic @@ -287,48 +291,48 @@ seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic cs3darknet_focus_l,94.790,5.210,99.150,0.850,21.15,288,0.950,bicubic pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic mobilevitv2_175_in22ft1k,94.780,5.220,99.100,0.900,14.25,256,0.888,bicubic +convnext_tiny_hnf,94.770,5.230,99.160,0.840,28.59,224,0.950,bicubic twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic -coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic lamhalobotnet50ts_256,94.770,5.230,98.980,1.020,22.57,256,0.950,bicubic -convnext_tiny_hnf,94.770,5.230,99.160,0.840,28.59,224,0.950,bicubic +coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic swinv2_cr_tiny_ns_224,94.760,5.240,99.110,0.890,28.33,224,0.900,bicubic resnetv2_50x1_bitm,94.750,5.250,99.180,0.820,25.55,448,1.000,bilinear pit_s_distilled_224,94.740,5.260,99.180,0.820,24.04,224,0.900,bicubic legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear +xcit_tiny_12_p8_224_dist,94.720,5.280,99.180,0.820,6.71,224,1.000,bicubic crossvit_15_240,94.720,5.280,99.080,0.920,27.53,240,0.875,bicubic gluon_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic -xcit_tiny_12_p8_224_dist,94.720,5.280,99.180,0.820,6.71,224,1.000,bicubic resnest50d_4s2x40d,94.710,5.290,99.140,0.860,30.42,224,0.875,bicubic gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic halonet50ts,94.710,5.290,98.830,1.170,22.73,256,0.940,bicubic ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear -mobilevitv2_150_in22ft1k,94.690,5.310,98.920,1.080,10.59,256,0.888,bicubic vit_relpos_small_patch16_224,94.690,5.310,99.100,0.900,21.98,224,0.900,bicubic +mobilevitv2_150_in22ft1k,94.690,5.310,98.920,1.080,10.59,256,0.888,bicubic deit3_small_patch16_224,94.690,5.310,98.750,1.250,22.06,224,0.900,bicubic cs3darknet_l,94.680,5.320,99.220,0.780,21.16,288,0.950,bicubic regnetz_b16,94.680,5.320,99.160,0.840,9.72,288,0.940,bicubic efficientnet_el,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic -wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic +wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic gluon_seresnext101_64x4d,94.660,5.340,98.980,1.020,88.23,224,0.875,bicubic +swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic poolformer_s36,94.620,5.380,99.050,0.950,30.86,224,0.900,bicubic -gcresnet50t,94.620,5.380,98.980,1.020,25.90,256,0.900,bicubic resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear -swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic +gcresnet50t,94.620,5.380,98.980,1.020,25.90,256,0.900,bicubic twins_pcpvt_small,94.600,5.400,99.150,0.850,24.11,224,0.900,bicubic vit_small_patch32_384,94.600,5.400,99.140,0.860,22.92,384,1.000,bicubic deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,bicubic crossvit_small_240,94.580,5.420,99.120,0.880,26.86,240,0.875,bicubic efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic -resnext50_32x4d,94.580,5.420,98.800,1.200,25.03,224,0.950,bicubic pit_s_224,94.580,5.420,98.930,1.070,23.46,224,0.900,bicubic +resnext50_32x4d,94.580,5.420,98.800,1.200,25.03,224,0.950,bicubic tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic lambda_resnet50ts,94.570,5.430,98.650,1.350,21.54,256,0.950,bicubic repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear -gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear resmlp_36_distilled_224,94.550,5.450,99.160,0.840,44.69,224,0.875,bicubic vit_srelpos_small_patch16_224,94.550,5.450,99.140,0.860,21.97,224,0.900,bicubic +gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear sehalonet33ts,94.540,5.460,98.760,1.240,13.69,256,0.940,bicubic xcit_tiny_12_p16_384_dist,94.530,5.470,99.170,0.830,6.72,384,1.000,bicubic regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic @@ -341,117 +345,117 @@ gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,bicubic convmixer_768_32,94.430,5.570,99.110,0.890,21.11,224,0.960,bicubic levit_256,94.410,5.590,99.060,0.940,18.89,224,0.900,bicubic gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic -resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic nf_resnet50,94.390,5.610,99.070,0.930,25.56,288,0.940,bicubic +resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic vit_base_patch32_224,94.390,5.610,99.060,0.940,88.22,224,0.900,bicubic inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic efficientnet_b2,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic -xcit_tiny_12_p8_224,94.360,5.640,99.070,0.930,6.71,224,1.000,bicubic tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,bicubic -edgenext_small_rw,94.360,5.640,99.040,0.960,7.83,320,1.000,bicubic +xcit_tiny_12_p8_224,94.360,5.640,99.070,0.930,6.71,224,1.000,bicubic darknet53,94.360,5.640,99.050,0.950,41.61,288,1.000,bicubic +edgenext_small_rw,94.360,5.640,99.040,0.960,7.83,320,1.000,bicubic gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic resmlp_24_distilled_224,94.340,5.660,99.090,0.910,30.02,224,0.875,bicubic -inception_resnet_v2,94.330,5.670,98.800,1.200,55.84,299,0.897,bicubic poolformer_s24,94.330,5.670,99.060,0.940,21.39,224,0.900,bicubic +inception_resnet_v2,94.330,5.670,98.800,1.200,55.84,299,0.897,bicubic ssl_resnet50,94.320,5.680,99.150,0.850,25.56,224,0.875,bilinear sebotnet33ts_256,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic rexnet_150,94.280,5.720,99.080,0.920,9.73,224,0.875,bicubic +tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic resnetv2_50,94.270,5.730,98.930,1.070,25.55,224,0.950,bicubic seresnet33ts,94.270,5.730,98.780,1.220,19.78,256,0.900,bicubic -tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic regnetx_120,94.260,5.740,99.190,0.810,46.11,224,0.875,bicubic resmlp_big_24_224,94.260,5.740,98.820,1.180,129.14,224,0.875,bicubic cspresnext50,94.240,5.760,99.050,0.950,20.57,256,0.887,bilinear -mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic mobilevitv2_175,94.230,5.770,98.930,1.070,14.25,256,0.888,bicubic -xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic +mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,bicubic +xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic tf_efficientnet_b2,94.210,5.790,99.040,0.960,9.11,260,0.890,bicubic darknetaa53,94.210,5.790,98.950,1.050,36.02,288,1.000,bilinear ecaresnet50d,94.200,5.800,99.020,0.980,25.58,224,0.875,bicubic -dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic gluon_resnet101_v1d,94.180,5.820,98.940,1.060,44.57,224,0.875,bicubic +dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic resnet50_gn,94.180,5.820,98.920,1.080,25.56,224,0.940,bicubic -gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic +gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic legacy_seresnext101_32x4d,94.120,5.880,98.970,1.030,48.96,224,0.875,bilinear -ens_adv_inception_resnet_v2,94.120,5.880,98.790,1.210,55.84,299,0.897,bicubic gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic +ens_adv_inception_resnet_v2,94.120,5.880,98.790,1.210,55.84,299,0.897,bicubic tf_efficientnet_lite3,94.110,5.890,98.960,1.040,8.20,300,0.904,bilinear -cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear efficientnet_el_pruned,94.090,5.910,99.010,0.990,10.59,300,0.904,bicubic +cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic -mobilevitv2_150,94.070,5.930,98.900,1.100,10.59,256,0.888,bicubic resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic +mobilevitv2_150,94.070,5.930,98.900,1.100,10.59,256,0.888,bicubic tf_efficientnetv2_b2,94.060,5.940,98.930,1.070,10.10,260,0.890,bicubic -gluon_resnet152_v1b,94.030,5.970,98.750,1.250,60.19,224,0.875,bicubic hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear +gluon_resnet152_v1b,94.030,5.970,98.750,1.250,60.19,224,0.875,bicubic resnetrs50,94.020,5.980,98.850,1.150,35.69,224,0.910,bicubic -gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic +gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear deit_small_patch16_224,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic -dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic ecaresnet26t,93.960,6.040,98.920,1.080,16.01,320,0.950,bicubic +dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic -cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic +cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic resnet50,93.930,6.070,98.470,1.530,25.56,224,0.950,bicubic +regnetx_160,93.890,6.110,99.090,0.910,54.28,224,0.875,bicubic vit_base_patch16_224_sam,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic gluon_resnet152_v1c,93.890,6.110,98.800,1.200,60.21,224,0.875,bicubic -regnetx_160,93.890,6.110,99.090,0.910,54.28,224,0.875,bicubic xception71,93.880,6.120,98.950,1.050,42.34,299,0.903,bicubic nf_regnet_b1,93.880,6.120,98.750,1.250,10.22,288,0.900,bicubic -cspresnet50,93.860,6.140,98.860,1.140,21.62,256,0.887,bilinear eca_resnet33ts,93.860,6.140,98.890,1.110,19.68,256,0.900,bicubic -ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic +cspresnet50,93.860,6.140,98.860,1.140,21.62,256,0.887,bilinear fbnetv3_d,93.850,6.150,98.910,1.090,10.31,256,0.950,bilinear +ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic xcit_tiny_24_p16_224,93.840,6.160,98.760,1.240,12.12,224,1.000,bicubic hrnet_w64,93.830,6.170,98.920,1.080,128.06,224,0.875,bilinear gcresnet33ts,93.830,6.170,98.910,1.090,19.88,256,0.900,bicubic -resnext50d_32x4d,93.820,6.180,98.740,1.260,25.05,224,0.875,bicubic ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic repvgg_b2g4,93.820,6.180,98.930,1.070,61.76,224,0.875,bilinear +resnext50d_32x4d,93.820,6.180,98.740,1.260,25.05,224,0.875,bicubic efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic -dla169,93.790,6.210,98.830,1.170,53.39,224,0.875,bilinear regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic +dla169,93.790,6.210,98.830,1.170,53.39,224,0.875,bilinear resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic -dpn131,93.750,6.250,98.830,1.170,79.25,224,0.875,bicubic tf_efficientnet_b0_ns,93.750,6.250,98.970,1.030,5.29,224,0.875,bicubic +dpn131,93.750,6.250,98.830,1.170,79.25,224,0.875,bicubic efficientnet_em,93.740,6.260,98.930,1.070,6.90,240,0.882,bicubic -levit_192,93.720,6.280,98.790,1.210,10.95,224,0.900,bicubic wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear -tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic +levit_192,93.720,6.280,98.790,1.210,10.95,224,0.900,bicubic tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear +tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic gluon_resnet101_v1c,93.680,6.320,98.760,1.240,44.57,224,0.875,bicubic -rexnet_130,93.670,6.330,98.700,1.300,7.56,224,0.875,bicubic regnetx_040,93.670,6.330,98.940,1.060,22.12,224,0.875,bicubic +rexnet_130,93.670,6.330,98.700,1.300,7.56,224,0.875,bicubic resmlp_36_224,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic xception,93.640,6.360,98.760,1.240,22.86,299,0.897,bicubic +fbnetv3_b,93.630,6.370,98.910,1.090,8.60,256,0.950,bilinear tf_efficientnet_b1_ap,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic resnet33ts,93.630,6.370,98.760,1.240,19.68,256,0.900,bicubic -fbnetv3_b,93.630,6.370,98.910,1.090,8.60,256,0.950,bilinear -dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic regnetx_064,93.620,6.380,99.050,0.950,26.21,224,0.875,bicubic -halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic +dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic hrnet_w44,93.610,6.390,98.960,1.040,67.06,224,0.875,bilinear +halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic res2net50_26w_6s,93.600,6.400,98.750,1.250,37.05,224,0.875,bilinear -gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic repvgg_b2,93.590,6.410,99.070,0.930,89.02,224,0.875,bilinear +gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic -eca_halonext26ts,93.560,6.440,98.680,1.320,10.76,256,0.940,bicubic resnet32ts,93.560,6.440,98.750,1.250,17.96,256,0.900,bicubic +eca_halonext26ts,93.560,6.440,98.680,1.320,10.76,256,0.940,bicubic dla60_res2next,93.550,6.450,98.780,1.220,17.03,224,0.875,bilinear gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic -res2net101_26w_4s,93.530,6.470,98.600,1.400,45.21,224,0.875,bilinear -gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear +gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic +res2net101_26w_4s,93.530,6.470,98.600,1.400,45.21,224,0.875,bilinear gmlp_s16_224,93.510,6.490,98.780,1.220,19.42,224,0.875,bicubic coat_tiny,93.510,6.490,98.690,1.310,5.50,224,0.900,bicubic selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic @@ -459,12 +463,12 @@ cait_xxs24_224,93.490,6.510,98.770,1.230,11.96,224,1.000,bicubic xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic mobilevitv2_125,93.460,6.540,98.860,1.140,7.48,256,0.888,bicubic coat_lite_mini,93.460,6.540,98.780,1.220,11.01,224,0.900,bicubic -res2net50_26w_8s,93.440,6.560,98.690,1.310,48.40,224,0.875,bilinear -resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic vit_tiny_patch16_384,93.440,6.560,98.830,1.170,5.79,384,1.000,bicubic -botnet26t_256,93.430,6.570,98.650,1.350,12.49,256,0.950,bicubic +resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic +res2net50_26w_8s,93.440,6.560,98.690,1.310,48.40,224,0.875,bilinear lambda_resnet26rpt_256,93.430,6.570,98.880,1.120,10.99,256,0.940,bicubic legacy_seresnet152,93.430,6.570,98.850,1.150,66.82,224,0.875,bilinear +botnet26t_256,93.430,6.570,98.650,1.350,12.49,256,0.950,bicubic legacy_seresnext50_32x4d,93.420,6.580,98.800,1.200,27.56,224,0.875,bilinear repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear lambda_resnet26t,93.400,6.600,98.730,1.270,10.96,256,0.940,bicubic @@ -473,8 +477,8 @@ dla60_res2net,93.370,6.630,98.840,1.160,20.85,224,0.875,bilinear eca_botnext26ts_256,93.370,6.630,98.700,1.300,10.59,256,0.950,bicubic xcit_tiny_12_p16_224_dist,93.350,6.650,98.740,1.260,6.72,224,1.000,bicubic xcit_nano_12_p8_384_dist,93.270,6.730,98.850,1.150,3.05,384,1.000,bicubic -mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic legacy_seresnet101,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear +mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic dla102,93.260,6.740,98.770,1.230,33.27,224,0.875,bilinear cs3darknet_m,93.260,6.740,98.720,1.280,9.31,288,0.950,bicubic tv_resnet152,93.250,6.750,98.750,1.250,60.19,224,0.875,bilinear @@ -485,20 +489,20 @@ tf_inception_v3,93.200,6.800,98.480,1.520,23.83,299,0.875,bicubic dla60x,93.190,6.810,98.710,1.290,17.35,224,0.875,bilinear res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear tf_efficientnet_em,93.170,6.830,98.670,1.330,6.90,240,0.882,bicubic -vit_relpos_base_patch32_plus_rpn_256,93.160,6.840,98.320,1.680,119.42,256,0.900,bicubic mobilevit_s,93.160,6.840,98.770,1.230,5.58,256,0.900,bicubic res2next50,93.160,6.840,98.650,1.350,24.67,224,0.875,bilinear +vit_relpos_base_patch32_plus_rpn_256,93.160,6.840,98.320,1.680,119.42,256,0.900,bicubic mobilevitv2_100,93.130,6.870,98.760,1.240,4.90,256,0.888,bicubic cs3darknet_focus_m,93.110,6.890,98.740,1.260,9.30,288,0.950,bicubic bat_resnext26ts,93.100,6.900,98.730,1.270,10.73,256,0.900,bicubic tf_efficientnetv2_b0,93.060,6.940,98.690,1.310,7.14,224,0.875,bicubic levit_128,93.050,6.950,98.700,1.300,9.21,224,0.900,bicubic -tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic res2net50_14w_8s,93.040,6.960,98.700,1.300,25.06,224,0.875,bilinear +tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic repvgg_b1g4,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear efficientnet_b1,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic -adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic +adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic @@ -506,8 +510,8 @@ hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear hardcorenas_e,92.940,7.060,98.580,1.420,8.07,224,0.875,bilinear efficientnet_es,92.920,7.080,98.690,1.310,5.44,224,0.875,bicubic pit_xs_224,92.910,7.090,98.780,1.220,10.62,224,0.900,bicubic -gluon_resnet50_v1c,92.910,7.090,98.700,1.300,25.58,224,0.875,bicubic tv_resnext50_32x4d,92.910,7.090,98.720,1.280,25.03,224,0.875,bilinear +gluon_resnet50_v1c,92.910,7.090,98.700,1.300,25.58,224,0.875,bicubic densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,bicubic inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear @@ -516,15 +520,15 @@ tf_efficientnet_cc_b0_8e,92.870,7.130,98.450,1.550,24.01,224,0.875,bicubic coat_lite_tiny,92.860,7.140,98.640,1.360,5.72,224,0.900,bicubic rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic tf_efficientnet_cc_b0_4e,92.830,7.170,98.440,1.560,13.31,224,0.875,bicubic -seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic seresnext26ts,92.820,7.180,98.600,1.400,10.39,256,0.900,bicubic +seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic tinynet_a,92.810,7.190,98.560,1.440,6.19,192,0.875,bicubic res2net50_48w_2s,92.790,7.210,98.480,1.520,25.29,224,0.875,bilinear hrnet_w18,92.760,7.240,98.660,1.340,21.30,224,0.875,bilinear crossvit_9_dagger_240,92.760,7.240,98.510,1.490,8.78,240,0.875,bicubic densenet201,92.700,7.300,98.650,1.350,20.01,224,0.875,bicubic -gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic repvgg_a2,92.680,7.320,98.520,1.480,28.21,224,0.875,bilinear +gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic legacy_seresnet50,92.670,7.330,98.650,1.350,28.09,224,0.875,bilinear resnet26t,92.670,7.330,98.580,1.420,16.01,256,0.940,bicubic dla60,92.660,7.340,98.630,1.370,22.04,224,0.875,bilinear @@ -537,8 +541,8 @@ legacy_seresnext26_32x4d,92.590,7.410,98.410,1.590,16.79,224,0.875,bicubic skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic regnetx_016,92.530,7.470,98.550,1.450,9.19,224,0.875,bicubic -selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic +selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic poolformer_s12,92.470,7.530,98.350,1.650,11.92,224,0.900,bicubic xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic gcresnext26ts,92.460,7.540,98.490,1.510,10.48,256,0.900,bicubic @@ -552,17 +556,17 @@ hardcorenas_c,92.360,7.640,98.350,1.650,5.52,224,0.875,bilinear convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic densenet169,92.290,7.710,98.590,1.410,14.15,224,0.875,bicubic -mobilenetv3_large_100_miil,92.270,7.730,98.240,1.760,5.48,224,0.875,bilinear mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic +mobilenetv3_large_100_miil,92.270,7.730,98.240,1.760,5.48,224,0.875,bilinear resnet26d,92.260,7.740,98.450,1.550,16.01,224,0.875,bicubic dpn68,92.250,7.750,98.610,1.390,12.61,224,0.875,bicubic resnext26ts,92.220,7.780,98.250,1.750,10.30,256,0.900,bicubic tf_mixnet_m,92.210,7.790,98.420,1.580,5.01,224,0.875,bicubic vit_small_patch32_224,92.160,7.840,98.510,1.490,22.88,224,0.900,bicubic -tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear xcit_nano_12_p16_384_dist,92.130,7.870,98.520,1.480,3.05,384,1.000,bicubic -tf_efficientnet_es,92.120,7.880,98.430,1.570,5.44,224,0.875,bicubic +tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic +tf_efficientnet_es,92.120,7.880,98.430,1.570,5.44,224,0.875,bicubic mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic ese_vovnet19b_dw,92.000,8.000,98.510,1.490,6.54,224,0.875,bicubic mobilevitv2_075,91.970,8.030,98.300,1.700,2.87,256,0.888,bicubic @@ -577,8 +581,8 @@ tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic repvgg_b0,91.680,8.320,98.450,1.550,15.82,224,0.875,bilinear semnasnet_100,91.660,8.340,98.270,1.730,3.89,224,0.875,bicubic hardcorenas_a,91.620,8.380,98.170,1.830,5.26,224,0.875,bilinear -mobilenetv3_rw,91.550,8.450,98.280,1.720,5.48,224,0.875,bicubic regnety_006,91.550,8.450,98.430,1.570,6.06,224,0.875,bicubic +mobilenetv3_rw,91.550,8.450,98.280,1.720,5.48,224,0.875,bicubic levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic legacy_seresnet34,91.490,8.510,98.200,1.800,21.96,224,0.875,bilinear mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic @@ -611,8 +615,8 @@ regnety_004,90.770,9.230,98.080,1.920,4.34,224,0.875,bicubic ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear spnasnet_100,90.600,9.400,97.960,2.040,4.42,224,0.875,bilinear convit_tiny,90.550,9.450,98.220,1.780,5.71,224,0.875,bicubic -crossvit_tiny_240,90.540,9.460,97.940,2.060,7.01,240,0.875,bicubic vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear +crossvit_tiny_240,90.540,9.460,97.940,2.060,7.01,240,0.875,bicubic pit_ti_224,90.440,9.560,98.010,1.990,4.85,224,0.900,bicubic ghostnet_100,90.440,9.560,97.830,2.170,5.18,224,0.875,bilinear tf_mobilenetv3_large_075,90.330,9.670,97.880,2.120,3.99,224,0.875,bilinear diff --git a/results/results-imagenet-r.csv b/results/results-imagenet-r.csv index 94531076..507e75d3 100644 --- a/results/results-imagenet-r.csv +++ b/results/results-imagenet-r.csv @@ -1,546 +1,550 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.217,+34 -ig_resnext101_32x32d,79.467,20.533,89.180,10.820,468.53,224,0.875,bilinear,-17.313,-10.350,+49 -ig_resnext101_32x16d,78.817,21.183,88.477,11.523,194.03,224,0.875,bilinear,-17.623,-11.143,+83 +ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+33 +ig_resnext101_32x32d,79.467,20.533,89.180,10.820,468.53,224,0.875,bilinear,-17.313,-10.350,+51 +ig_resnext101_32x16d,78.817,21.183,88.477,11.523,194.03,224,0.875,bilinear,-17.623,-11.063,+83 tf_efficientnet_l2_ns_475,76.470,23.530,88.653,11.347,480.31,475,0.936,bicubic,-21.280,-11.167,0 swsl_resnext101_32x16d,76.307,23.693,87.740,12.260,194.03,224,0.875,bilinear,-19.973,-11.760,+98 -ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+137 -swsl_resnext101_32x8d,75.583,24.417,86.940,13.060,88.79,224,0.875,bilinear,-20.657,-12.650,+102 -tf_efficientnet_l2_ns,74.657,25.343,87.547,12.453,480.31,800,0.960,bicubic,-23.123,-12.273,-5 +ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+140 +swsl_resnext101_32x8d,75.583,24.417,86.940,13.060,88.79,224,0.875,bilinear,-20.657,-12.650,+101 +tf_efficientnet_l2_ns,74.657,25.343,87.547,12.453,480.31,800,0.960,bicubic,-23.123,-12.343,-6 beit_large_patch16_384,73.280,26.720,85.023,14.977,305.00,384,1.000,bicubic,-24.530,-14.767,-8 -beit_large_patch16_512,73.157,26.843,85.080,14.920,305.67,512,1.000,bicubic,-24.623,-14.810,-8 -swsl_resnext101_32x4d,72.657,27.343,85.157,14.843,44.18,224,0.875,bilinear,-23.383,-14.373,+122 +beit_large_patch16_512,73.157,26.843,85.080,14.920,305.67,512,1.000,bicubic,-24.623,-14.740,-7 +swsl_resnext101_32x4d,72.657,27.343,85.157,14.843,44.18,224,0.875,bilinear,-23.383,-14.373,+121 beit_large_patch16_224,71.043,28.957,83.420,16.580,304.43,224,0.900,bicubic,-26.437,-16.270,-5 deit3_huge_patch14_224_in21ft1k,70.813,29.187,82.193,17.807,632.13,224,1.000,bicubic,-26.437,-17.527,+4 deit3_large_patch16_384_in21ft1k,70.563,29.437,82.437,17.563,304.76,384,1.000,bicubic,-26.997,-17.273,-9 deit3_large_patch16_224_in21ft1k,69.720,30.280,81.197,18.803,304.37,224,1.000,bicubic,-27.590,-18.483,-4 -swsl_resnext50_32x4d,68.970,31.030,82.807,17.193,25.03,224,0.875,bilinear,-26.640,-16.633,+167 -swsl_resnet50,68.293,31.707,83.300,16.700,25.56,224,0.875,bilinear,-26.907,-16.090,+211 +swsl_resnext50_32x4d,68.970,31.030,82.807,17.193,25.03,224,0.875,bilinear,-26.640,-16.633,+166 +swsl_resnet50,68.293,31.707,83.300,16.700,25.56,224,0.875,bilinear,-26.907,-16.090,+213 swinv2_large_window12to24_192to384_22kft1k,67.673,32.327,80.097,19.903,196.74,384,1.000,bicubic,-29.607,-19.683,-4 tf_efficientnet_b7_ns,67.537,32.463,81.380,18.620,66.35,600,0.949,bicubic,-29.653,-18.320,+3 vit_large_patch16_384,67.060,32.940,78.703,21.297,304.72,384,1.000,bicubic,-30.360,-21.077,-11 convnext_xlarge_384_in22ft1k,66.967,33.033,79.703,20.297,350.20,384,1.000,bicubic,-30.583,-20.097,-15 swin_large_patch4_window12_384,66.290,33.710,79.783,20.217,196.74,384,1.000,bicubic,-30.890,-19.897,+1 convnext_large_384_in22ft1k,65.980,34.020,79.203,20.797,197.77,384,1.000,bicubic,-31.460,-20.577,-15 -swinv2_base_window12to24_192to384_22kft1k,65.740,34.260,79.310,20.690,87.92,384,1.000,bicubic,-31.520,-20.340,-8 +swinv2_base_window12to24_192to384_22kft1k,65.740,34.260,79.310,20.690,87.92,384,1.000,bicubic,-31.520,-20.480,-9 swinv2_large_window12to16_192to256_22kft1k,65.633,34.367,78.460,21.540,196.74,256,0.900,bicubic,-31.607,-21.250,-5 -tf_efficientnet_b6_ns,65.590,34.410,79.560,20.440,43.04,528,0.942,bicubic,-31.430,-20.150,+7 -convnext_xlarge_in22ft1k,65.423,34.577,78.243,21.757,350.20,224,0.875,bicubic,-31.817,-21.487,-9 +tf_efficientnet_b6_ns,65.590,34.410,79.560,20.440,43.04,528,0.942,bicubic,-31.430,-20.150,+5 +convnext_xlarge_in22ft1k,65.423,34.577,78.243,21.757,350.20,224,0.875,bicubic,-31.817,-21.487,-8 vit_large_patch16_224,64.353,35.647,76.187,23.813,304.33,224,0.900,bicubic,-32.357,-23.463,+28 -convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.210,-14 -vit_large_r50_s32_384,64.103,35.897,75.850,24.150,329.09,384,1.000,bicubic,-32.847,-23.860,+7 +convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.070,-13 +vit_large_r50_s32_384,64.103,35.897,75.850,24.150,329.09,384,1.000,bicubic,-32.847,-23.860,+6 convnext_base_384_in22ft1k,64.093,35.907,77.733,22.267,88.59,384,1.000,bicubic,-33.197,-22.047,-19 -swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+4 +swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+5 beit_base_patch16_384,63.617,36.383,78.113,21.887,86.74,384,1.000,bicubic,-33.713,-21.607,-23 swin_base_patch4_window12_384,63.470,36.530,78.080,21.920,87.90,384,1.000,bicubic,-33.650,-21.700,-9 swinv2_base_window12to16_192to256_22kft1k,63.200,36.800,77.120,22.880,87.92,256,0.900,bicubic,-33.860,-22.540,-5 -tf_efficientnet_b5_ns,63.043,36.957,77.773,22.227,30.39,456,0.934,bicubic,-33.827,-21.867,+8 -deit3_base_patch16_384_in21ft1k,62.637,37.363,75.550,24.450,86.88,384,1.000,bicubic,-34.603,-24.120,-18 +tf_efficientnet_b5_ns,63.043,36.957,77.773,22.227,30.39,456,0.934,bicubic,-33.827,-21.867,+7 +deit3_base_patch16_384_in21ft1k,62.637,37.363,75.550,24.450,86.88,384,1.000,bicubic,-34.603,-24.120,-16 vit_base_patch8_224,62.197,37.803,75.617,24.383,86.58,224,0.900,bicubic,-34.883,-24.003,-10 convnext_base_in22ft1k,62.010,37.990,76.037,23.963,88.59,224,0.875,bicubic,-34.830,-23.613,+7 -deit3_base_patch16_224_in21ft1k,61.787,38.213,74.723,25.277,86.59,224,1.000,bicubic,-35.083,-24.897,+3 -tf_efficientnet_b4_ns,61.233,38.767,76.160,23.840,19.34,380,0.922,bicubic,-35.477,-23.480,+17 +deit3_base_patch16_224_in21ft1k,61.787,38.213,74.723,25.277,86.59,224,1.000,bicubic,-35.083,-24.897,+4 +tf_efficientnet_b4_ns,61.233,38.767,76.160,23.840,19.34,380,0.922,bicubic,-35.477,-23.480,+16 tf_efficientnetv2_l_in21ft1k,60.953,39.047,75.843,24.157,118.52,480,1.000,bicubic,-36.157,-23.867,-16 tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.397,25.603,208.12,512,1.000,bicubic,-36.470,-25.223,-19 beit_base_patch16_224,60.317,39.683,75.597,24.403,86.53,224,0.900,bicubic,-36.343,-24.063,+19 -vit_base_patch16_384,60.187,39.813,73.837,26.163,86.86,384,1.000,bicubic,-36.833,-25.873,-14 +vit_base_patch16_384,60.187,39.813,73.837,26.163,86.86,384,1.000,bicubic,-36.833,-25.873,-13 swin_base_patch4_window7_224,59.537,40.463,74.240,25.760,87.77,224,0.900,bicubic,-37.143,-25.420,+15 convnext_small_384_in22ft1k,59.110,40.890,73.903,26.097,50.22,384,1.000,bicubic,-37.980,-25.787,-20 volo_d5_512,58.920,41.080,73.200,26.800,296.09,512,1.150,bicubic,-38.370,-26.560,-35 -volo_d5_448,58.793,41.207,73.057,26.943,295.91,448,1.150,bicubic,-38.447,-26.683,-28 -tf_efficientnetv2_m_in21ft1k,58.643,41.357,73.980,26.020,54.14,480,1.000,bicubic,-38.327,-25.690,-16 +volo_d5_448,58.793,41.207,73.057,26.943,295.91,448,1.150,bicubic,-38.447,-26.683,-31 +tf_efficientnetv2_m_in21ft1k,58.643,41.357,73.980,26.020,54.14,480,1.000,bicubic,-38.327,-25.630,-15 vit_large_r50_s32_224,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.820,+64 deit3_large_patch16_384,58.357,41.643,72.970,27.030,304.76,384,1.000,bicubic,-38.493,-26.650,-7 -deit3_huge_patch14_224,58.110,41.890,72.130,27.870,632.13,224,0.900,bicubic,-38.470,-27.390,+16 -tf_efficientnet_b8_ap,57.830,42.170,72.953,27.047,87.41,672,0.954,bicubic,-38.720,-26.587,+17 +deit3_huge_patch14_224,58.110,41.890,72.130,27.870,632.13,224,0.900,bicubic,-38.470,-27.390,+15 +tf_efficientnet_b8_ap,57.830,42.170,72.953,27.047,87.41,672,0.954,bicubic,-38.720,-26.587,+18 convnext_small_in22ft1k,57.533,42.467,72.677,27.323,50.22,224,0.875,bicubic,-38.927,-26.793,+27 cait_m48_448,57.477,42.523,71.867,28.133,356.46,448,1.000,bicubic,-39.403,-27.753,-14 cait_m36_384,57.467,42.533,72.320,27.680,271.22,384,1.000,bicubic,-39.363,-27.340,-10 tf_efficientnet_b3_ns,57.413,42.587,72.387,27.613,12.23,300,0.904,bicubic,-38.687,-27.093,+65 volo_d4_448,57.293,42.707,71.533,28.467,193.41,448,1.150,bicubic,-39.777,-28.217,-30 vit_base_patch16_224,56.840,43.160,70.637,29.363,86.57,224,0.900,bicubic,-39.460,-28.923,+41 -volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-29.023,-20 +volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-29.023,-21 deit3_large_patch16_224,56.463,43.537,70.463,29.537,304.37,224,0.900,bicubic,-39.727,-28.837,+52 xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-9 xcit_large_24_p8_224_dist,56.027,43.973,70.663,29.337,188.93,224,1.000,bicubic,-40.613,-28.797,+1 xcit_large_24_p16_384_dist,54.910,45.090,69.863,30.137,189.10,384,1.000,bicubic,-42.030,-29.647,-27 -volo_d4_224,54.743,45.257,68.860,31.140,192.96,224,0.960,bicubic,-42.037,-30.810,-14 +volo_d4_224,54.743,45.257,68.860,31.140,192.96,224,0.960,bicubic,-42.037,-30.810,-16 deit3_small_patch16_384_in21ft1k,54.467,45.533,68.310,31.690,22.21,384,1.000,bicubic,-42.203,-31.330,-5 -vit_base_r50_s16_384,54.400,45.600,69.563,30.437,98.95,384,1.000,bicubic,-42.050,-30.097,+16 -resnetv2_152x4_bitm,54.323,45.677,70.173,29.827,936.53,480,1.000,bilinear,-42.557,-29.487,-29 +vit_base_r50_s16_384,54.400,45.600,69.563,30.437,98.95,384,1.000,bicubic,-42.050,-30.097,+15 +resnetv2_152x4_bitm,54.323,45.677,70.173,29.827,936.53,480,1.000,bilinear,-42.557,-29.487,-28 xcit_large_24_p16_224_dist,54.260,45.740,68.980,31.020,189.10,224,1.000,bicubic,-42.060,-30.520,+29 -vit_small_r26_s32_384,54.203,45.797,68.747,31.253,36.47,384,1.000,bicubic,-41.857,-30.803,+60 -volo_d3_448,53.993,46.007,68.023,31.977,86.63,448,1.000,bicubic,-43.027,-31.657,-40 +vit_small_r26_s32_384,54.203,45.797,68.747,31.253,36.47,384,1.000,bicubic,-41.857,-30.803,+59 +volo_d3_448,53.993,46.007,68.023,31.977,86.63,448,1.000,bicubic,-43.027,-31.657,-39 tf_efficientnet_b5_ap,53.867,46.133,69.163,30.837,30.39,456,0.934,bicubic,-42.213,-30.377,+51 -xcit_medium_24_p8_224_dist,53.663,46.337,68.407,31.593,84.32,224,1.000,bicubic,-42.857,-31.183,0 -tf_efficientnet_b2_ns,53.597,46.403,70.277,29.723,9.11,260,0.890,bicubic,-41.923,-29.063,+118 +xcit_medium_24_p8_224_dist,53.663,46.337,68.407,31.593,84.32,224,1.000,bicubic,-42.857,-31.103,+1 +tf_efficientnet_b2_ns,53.597,46.403,70.277,29.723,9.11,260,0.890,bicubic,-41.923,-29.063,+119 tf_efficientnet_b6_ap,53.567,46.433,68.550,31.450,43.04,528,0.942,bicubic,-42.803,-31.000,+15 cait_s36_384,53.550,46.450,68.020,31.980,68.37,384,1.000,bicubic,-43.080,-31.580,-11 convnext_large,53.533,46.467,68.183,31.817,197.77,224,0.875,bicubic,-42.487,-31.287,+58 deit3_base_patch16_384,53.510,46.490,67.630,32.370,86.88,384,1.000,bicubic,-42.720,-31.770,+32 -deit3_base_patch16_224,53.457,46.543,67.593,32.407,86.59,224,0.900,bicubic,-42.323,-31.677,+80 -tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-22 -xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.473,-29 -vit_base_patch32_384,53.300,46.700,68.043,31.957,88.30,384,1.000,bicubic,-42.600,-31.397,+64 +deit3_base_patch16_224,53.457,46.543,67.593,32.407,86.59,224,0.900,bicubic,-42.323,-31.677,+81 +tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-21 +xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.473,-30 +vit_base_patch32_384,53.300,46.700,68.043,31.957,88.30,384,1.000,bicubic,-42.600,-31.397,+65 tf_efficientnet_b7_ap,53.260,46.740,68.867,31.133,66.35,600,0.949,bicubic,-43.090,-30.723,+9 -xcit_medium_24_p16_384_dist,53.213,46.787,68.057,31.943,84.40,384,1.000,bicubic,-43.487,-31.543,-25 +xcit_medium_24_p16_384_dist,53.213,46.787,68.057,31.943,84.40,384,1.000,bicubic,-43.487,-31.543,-26 tf_efficientnetv2_s_in21ft1k,53.143,46.857,69.007,30.993,21.46,384,1.000,bicubic,-43.327,-30.563,-8 -tf_efficientnet_b4_ap,53.093,46.907,68.213,31.787,19.34,380,0.922,bicubic,-42.397,-31.177,+108 +tf_efficientnet_b4_ap,53.093,46.907,68.213,31.787,19.34,380,0.922,bicubic,-42.397,-31.177,+109 regnetz_e8,53.017,46.983,67.140,32.860,57.70,320,1.000,bicubic,-43.583,-32.470,-21 dm_nfnet_f5,52.870,47.130,67.427,32.573,377.21,544,0.954,bicubic,-43.940,-32.243,-41 -volo_d3_224,52.703,47.297,66.320,33.680,86.33,224,0.960,bicubic,-43.737,-33.220,-5 -deit3_small_patch16_224_in21ft1k,52.690,47.310,66.877,33.123,22.06,224,1.000,bicubic,-43.130,-32.433,+65 +volo_d3_224,52.703,47.297,66.320,33.680,86.33,224,0.960,bicubic,-43.737,-33.300,-5 +deit3_small_patch16_224_in21ft1k,52.690,47.310,66.877,33.123,22.06,224,1.000,bicubic,-43.130,-32.523,+66 dm_nfnet_f6,52.447,47.553,67.113,32.887,438.36,576,0.956,bicubic,-44.473,-32.607,-53 -tf_efficientnet_b7,52.393,47.607,68.230,31.770,66.35,600,0.949,bicubic,-44.187,-31.290,-25 +tf_efficientnet_b7,52.393,47.607,68.230,31.770,66.35,600,0.949,bicubic,-44.187,-31.290,-24 tf_efficientnetv2_l,52.387,47.613,67.240,32.760,118.52,480,1.000,bicubic,-44.263,-32.320,-30 xcit_small_24_p8_384_dist,52.360,47.640,66.833,33.167,47.63,384,1.000,bicubic,-44.450,-32.797,-46 -swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.733,-27.733,+508 -efficientnetv2_rw_m,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.350,+7 +swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.733,-27.733,+512 +efficientnetv2_rw_m,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.350,+8 deit_base_distilled_patch16_384,52.253,47.747,67.737,32.263,87.63,384,1.000,bicubic,-44.257,-31.853,-22 xcit_medium_24_p16_224_dist,52.197,47.803,66.893,33.107,84.40,224,1.000,bicubic,-44.063,-32.517,+7 -xcit_small_24_p8_224_dist,52.197,47.803,66.767,33.233,47.63,224,1.000,bicubic,-44.353,-32.803,-28 +xcit_small_24_p8_224_dist,52.197,47.803,66.767,33.233,47.63,224,1.000,bicubic,-44.353,-32.803,-29 dm_nfnet_f3,52.130,47.870,66.740,33.260,254.92,416,0.940,bicubic,-44.600,-32.890,-46 resnetv2_152x2_bit_teacher_384,51.943,48.057,68.663,31.337,236.34,384,1.000,bicubic,-44.247,-30.837,+11 resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.050,-9 -xcit_small_24_p16_384_dist,51.883,48.117,66.367,33.633,47.67,384,1.000,bicubic,-44.457,-33.183,-9 +xcit_small_24_p16_384_dist,51.883,48.117,66.367,33.633,47.67,384,1.000,bicubic,-44.457,-33.213,-9 cait_s24_384,51.783,48.217,66.320,33.680,47.06,384,1.000,bicubic,-44.787,-33.230,-35 -resnetv2_152x2_bitm,51.757,48.243,69.247,30.753,236.34,448,1.000,bilinear,-44.763,-30.263,-31 +resnetv2_152x2_bitm,51.757,48.243,69.247,30.753,236.34,448,1.000,bilinear,-44.763,-30.343,-32 ecaresnet269d,51.663,48.337,66.043,33.957,102.09,352,1.000,bicubic,-44.797,-33.567,-27 -vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+26 -convnext_tiny_384_in22ft1k,51.453,48.547,66.427,33.573,28.59,384,1.000,bicubic,-44.717,-32.973,+9 -convnext_base,51.247,48.753,66.190,33.810,88.59,224,0.875,bicubic,-44.693,-33.190,+34 -pit_b_distilled_224,51.157,48.843,66.773,33.227,74.79,224,0.900,bicubic,-44.913,-32.567,+15 +vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+27 +convnext_tiny_384_in22ft1k,51.453,48.547,66.427,33.573,28.59,384,1.000,bicubic,-44.717,-33.053,+8 +convnext_base,51.247,48.753,66.190,33.810,88.59,224,0.875,bicubic,-44.693,-33.190,+35 +pit_b_distilled_224,51.157,48.843,66.773,33.227,74.79,224,0.900,bicubic,-44.913,-32.607,+17 xcit_small_12_p8_384_dist,51.093,48.907,65.833,34.167,26.21,384,1.000,bicubic,-45.387,-33.657,-35 -convnext_tiny_in22ft1k,51.083,48.917,66.620,33.380,28.59,224,0.875,bicubic,-44.647,-32.680,+55 -dm_nfnet_f4,50.907,49.093,65.563,34.437,316.07,512,0.951,bicubic,-45.873,-34.057,-64 -tf_efficientnet_b1_ns,50.900,49.100,67.927,32.073,7.79,240,0.882,bicubic,-43.960,-31.323,+166 -volo_d2_384,50.883,49.117,65.637,34.363,58.87,384,1.000,bicubic,-45.827,-33.963,-59 -xcit_small_24_p16_224_dist,50.730,49.270,65.033,34.967,47.67,224,1.000,bicubic,-45.060,-34.317,+41 +convnext_tiny_in22ft1k,51.083,48.917,66.620,33.380,28.59,224,0.875,bicubic,-44.647,-32.740,+54 +dm_nfnet_f4,50.907,49.093,65.563,34.437,316.07,512,0.951,bicubic,-45.873,-34.057,-63 +tf_efficientnet_b1_ns,50.900,49.100,67.927,32.073,7.79,240,0.882,bicubic,-43.960,-31.323,+169 +volo_d2_384,50.883,49.117,65.637,34.363,58.87,384,1.000,bicubic,-45.827,-33.963,-58 +xcit_small_24_p16_224_dist,50.730,49.270,65.033,34.967,47.67,224,1.000,bicubic,-45.060,-34.317,+42 tf_efficientnetv2_m,50.560,49.440,66.000,34.000,54.14,480,1.000,bicubic,-45.980,-33.570,-45 xcit_small_12_p16_384_dist,50.527,49.473,65.297,34.703,26.25,384,1.000,bicubic,-45.803,-34.193,-21 -efficientnet_b4,50.503,49.497,65.707,34.293,19.34,384,1.000,bicubic,-45.027,-33.693,+71 +efficientnet_b4,50.503,49.497,65.707,34.293,19.34,384,1.000,bicubic,-45.027,-33.693,+72 volo_d1_384,50.473,49.527,64.927,35.073,26.78,384,1.000,bicubic,-45.997,-34.623,-42 xcit_small_12_p8_224_dist,50.440,49.560,65.433,34.567,26.21,224,1.000,bicubic,-45.520,-33.987,+20 resnetv2_101x3_bitm,50.403,49.597,67.787,32.213,387.93,448,1.000,bilinear,-45.847,-31.803,-16 regnetz_040h,50.330,49.670,65.630,34.370,28.94,320,1.000,bicubic,-46.000,-33.890,-27 -ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+79 -cait_s24_224,50.240,49.760,65.023,34.977,46.92,224,1.000,bicubic,-45.400,-34.367,+53 -eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.167,-44 -vit_small_patch16_384,50.167,49.833,65.807,34.193,22.20,384,1.000,bicubic,-45.813,-33.783,+11 +ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+82 +cait_s24_224,50.240,49.760,65.023,34.977,46.92,224,1.000,bicubic,-45.400,-34.367,+54 +eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.167,-43 +vit_small_patch16_384,50.167,49.833,65.807,34.193,22.20,384,1.000,bicubic,-45.813,-33.783,+12 resnest269e,50.153,49.847,64.663,35.337,110.93,416,0.928,bicubic,-45.967,-34.857,-8 -deit_base_distilled_patch16_224,50.060,49.940,66.223,33.777,87.34,224,0.900,bicubic,-45.690,-33.057,+32 -tf_efficientnet_b3_ap,50.043,49.957,65.213,34.787,12.23,300,0.904,bicubic,-44.927,-33.897,+131 -resnest200e,49.877,50.123,64.740,35.260,70.20,320,0.909,bicubic,-46.193,-34.680,-5 +deit_base_distilled_patch16_224,50.060,49.940,66.223,33.777,87.34,224,0.900,bicubic,-45.690,-33.057,+35 +tf_efficientnet_b3_ap,50.043,49.957,65.213,34.787,12.23,300,0.904,bicubic,-44.927,-33.897,+136 +resnest200e,49.877,50.123,64.740,35.260,70.20,320,0.909,bicubic,-46.193,-34.740,-6 volo_d2_224,49.813,50.187,64.587,35.413,58.68,224,0.960,bicubic,-46.607,-34.913,-45 seresnextaa101d_32x8d,49.767,50.233,64.420,35.580,93.59,288,1.000,bicubic,-46.653,-35.100,-47 -xception65,49.757,50.243,63.523,36.477,39.92,299,0.940,bicubic,-45.933,-35.787,+39 -swinv2_base_window16_256,49.667,50.333,63.810,36.190,87.92,256,0.900,bicubic,-46.503,-35.670,-19 -convnext_small,49.573,50.427,64.830,35.170,50.22,224,0.875,bicubic,-46.037,-34.430,+44 -cait_xs24_384,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.473,-34.620,0 -tf_efficientnet_b5,49.510,50.490,65.650,34.350,30.39,456,0.934,bicubic,-46.470,-33.800,+1 +xception65,49.757,50.243,63.523,36.477,39.92,299,0.940,bicubic,-45.933,-35.787,+42 +swinv2_base_window16_256,49.667,50.333,63.810,36.190,87.92,256,0.900,bicubic,-46.503,-35.590,-18 +convnext_small,49.573,50.427,64.830,35.170,50.22,224,0.875,bicubic,-46.037,-34.430,+47 +cait_xs24_384,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.473,-34.530,+1 +tf_efficientnet_b5,49.510,50.490,65.650,34.350,30.39,456,0.934,bicubic,-46.470,-33.800,+2 resnetv2_152x2_bit_teacher,49.487,50.513,65.620,34.380,236.34,224,0.875,bicubic,-46.263,-33.810,+24 resnet200d,49.473,50.527,64.327,35.673,64.69,320,1.000,bicubic,-46.637,-35.133,-19 -xcit_small_12_p16_224_dist,49.420,50.580,63.840,36.160,26.25,224,1.000,bicubic,-46.310,-35.520,+23 -resnest101e,49.363,50.637,65.597,34.403,48.28,256,0.875,bilinear,-46.197,-33.673,+44 +xcit_small_12_p16_224_dist,49.420,50.580,63.840,36.160,26.25,224,1.000,bicubic,-46.310,-35.460,+27 +resnest101e,49.363,50.637,65.597,34.403,48.28,256,0.875,bilinear,-46.197,-33.673,+45 regnetz_040,49.283,50.717,64.063,35.937,27.12,320,1.000,bicubic,-46.897,-35.447,-28 -seresnet152d,49.250,50.750,64.177,35.823,66.84,320,1.000,bicubic,-47.060,-35.333,-46 -resnet152d,49.250,50.750,64.417,35.583,60.21,320,1.000,bicubic,-46.620,-35.013,+4 -vit_base_patch32_224,49.250,50.750,64.343,35.657,88.22,224,0.900,bicubic,-45.140,-34.717,+200 +resnet152d,49.250,50.750,64.417,35.583,60.21,320,1.000,bicubic,-46.620,-35.013,+8 +vit_base_patch32_224,49.250,50.750,64.343,35.657,88.22,224,0.900,bicubic,-45.140,-34.717,+203 +seresnet152d,49.250,50.750,64.177,35.823,66.84,320,1.000,bicubic,-47.060,-35.333,-47 xcit_large_24_p8_224,49.237,50.763,62.840,37.160,188.93,224,1.000,bicubic,-46.843,-36.310,-23 -ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+67 -resmlp_big_24_distilled_224,49.097,50.903,65.477,34.523,129.14,224,0.875,bicubic,-46.773,-33.963,0 -volo_d1_224,48.970,51.030,63.190,36.810,26.63,224,0.960,bicubic,-47.060,-36.200,-16 -repvgg_b3,48.920,51.080,64.880,35.120,123.09,224,0.875,bilinear,-45.640,-34.030,+175 +ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+70 +resmlp_big_24_distilled_224,49.097,50.903,65.477,34.523,129.14,224,0.875,bicubic,-46.773,-33.963,+1 +volo_d1_224,48.970,51.030,63.190,36.810,26.63,224,0.960,bicubic,-47.060,-36.200,-17 +repvgg_b3,48.920,51.080,64.880,35.120,123.09,224,0.875,bilinear,-45.640,-34.030,+179 resnetrs420,48.857,51.143,63.427,36.573,191.89,416,1.000,bicubic,-47.553,-36.113,-64 -deit3_small_patch16_384,48.670,51.330,62.823,37.177,22.21,384,1.000,bicubic,-46.940,-36.567,+28 +deit3_small_patch16_384,48.670,51.330,62.823,37.177,22.21,384,1.000,bicubic,-46.940,-36.567,+29 seresnext101d_32x8d,48.597,51.403,62.960,37.040,93.59,288,1.000,bicubic,-47.763,-36.510,-63 -efficientnetv2_rw_s,48.593,51.407,63.837,36.163,23.94,384,1.000,bicubic,-47.107,-35.543,+17 -regnetz_d32,48.590,51.410,65.190,34.810,27.58,320,0.950,bicubic,-47.280,-34.240,-8 -swinv2_small_window16_256,48.577,51.423,62.763,37.237,49.73,256,0.900,bicubic,-47.493,-36.617,-30 -efficientnet_b3,48.567,51.433,64.250,35.750,12.23,320,1.000,bicubic,-46.573,-34.960,+75 -ecaresnet101d,48.537,51.463,64.097,35.903,44.57,224,0.875,bicubic,-46.623,-35.133,+71 -dm_nfnet_f2,48.367,51.633,63.230,36.770,193.78,352,0.920,bicubic,-48.093,-36.310,-80 -vit_small_r26_s32_224,48.367,51.633,63.800,36.200,36.43,224,0.900,bicubic,-46.753,-35.280,+77 -swinv2_base_window8_256,48.340,51.660,63.597,36.403,87.92,256,0.900,bicubic,-47.730,-35.883,-34 -repvgg_b3g4,48.303,51.697,64.793,35.207,83.83,224,0.875,bilinear,-46.197,-34.227,+172 -vit_large_patch32_384,48.247,51.753,61.823,38.177,306.63,384,1.000,bicubic,-46.993,-37.497,+59 -convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+79 -swin_s3_base_224,48.140,51.860,62.263,37.737,71.13,224,0.900,bicubic,-47.900,-37.087,-35 -sequencer2d_l,48.107,51.893,62.343,37.657,54.30,224,0.875,bicubic,-47.763,-37.127,-16 -resnetrs350,48.057,51.943,62.650,37.350,163.96,384,1.000,bicubic,-48.183,-36.820,-59 -regnetz_d8,48.013,51.987,64.410,35.590,23.37,320,1.000,bicubic,-47.997,-35.020,-33 -twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.380,-1 -vit_relpos_base_patch16_224,47.937,52.063,62.847,37.153,86.43,224,0.900,bicubic,-47.193,-36.453,+65 -mixer_b16_224_miil,47.800,52.200,63.397,36.603,59.88,224,0.875,bilinear,-47.090,-35.683,+104 -repvgg_b2g4,47.793,52.207,64.377,35.623,61.76,224,0.875,bilinear,-46.027,-34.553,+241 -vit_relpos_base_patch16_clsgap_224,47.763,52.237,62.410,37.590,86.43,224,0.900,bicubic,-47.487,-36.790,+47 -vit_relpos_medium_patch16_cls_224,47.660,52.340,61.803,38.197,38.76,224,0.900,bicubic,-47.640,-37.287,+42 +efficientnetv2_rw_s,48.593,51.407,63.837,36.163,23.94,384,1.000,bicubic,-47.107,-35.543,+18 +regnetz_d32,48.590,51.410,65.190,34.810,27.58,320,0.950,bicubic,-47.280,-34.240,-5 +swinv2_small_window16_256,48.577,51.423,62.763,37.237,49.73,256,0.900,bicubic,-47.493,-36.577,-29 +efficientnet_b3,48.567,51.433,64.250,35.750,12.23,320,1.000,bicubic,-46.573,-34.960,+78 +ecaresnet101d,48.537,51.463,64.097,35.903,44.57,224,0.875,bicubic,-46.623,-35.133,+74 +vit_small_r26_s32_224,48.367,51.633,63.800,36.200,36.43,224,0.900,bicubic,-46.753,-35.420,+82 +dm_nfnet_f2,48.367,51.633,63.230,36.770,193.78,352,0.920,bicubic,-48.093,-36.310,-81 +swinv2_base_window8_256,48.340,51.660,63.597,36.403,87.92,256,0.900,bicubic,-47.730,-35.823,-36 +repvgg_b3g4,48.303,51.697,64.793,35.207,83.83,224,0.875,bilinear,-46.197,-34.227,+176 +vit_large_patch32_384,48.247,51.753,61.823,38.177,306.63,384,1.000,bicubic,-46.993,-37.497,+62 +convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+81 +swin_s3_base_224,48.140,51.860,62.263,37.737,71.13,224,0.900,bicubic,-47.900,-37.087,-34 +sequencer2d_l,48.107,51.893,62.343,37.657,54.30,224,0.875,bicubic,-47.763,-37.127,-18 +resnetrs350,48.057,51.943,62.650,37.350,163.96,384,1.000,bicubic,-48.183,-36.820,-60 +regnetz_d8,48.013,51.987,64.410,35.590,23.37,320,1.000,bicubic,-47.997,-35.110,-33 +twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.460,0 +vit_relpos_base_patch16_224,47.937,52.063,62.847,37.153,86.43,224,0.900,bicubic,-47.193,-36.453,+66 +mixer_b16_224_miil,47.800,52.200,63.397,36.603,59.88,224,0.875,bilinear,-47.090,-35.683,+107 +repvgg_b2g4,47.793,52.207,64.377,35.623,61.76,224,0.875,bilinear,-46.027,-34.553,+244 +vit_relpos_base_patch16_clsgap_224,47.763,52.237,62.410,37.590,86.43,224,0.900,bicubic,-47.487,-36.790,+50 +vit_relpos_medium_patch16_cls_224,47.660,52.340,61.803,38.197,38.76,224,0.900,bicubic,-47.640,-37.287,+45 seresnext101_32x8d,47.653,52.347,61.447,38.553,93.57,288,1.000,bicubic,-48.477,-37.913,-57 -eca_nfnet_l1,47.643,52.357,62.763,37.237,41.41,320,1.000,bicubic,-48.297,-36.727,-33 -resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-74 -pit_s_distilled_224,47.547,52.453,63.497,36.503,24.04,224,0.900,bicubic,-47.193,-35.683,+115 -resnest50d_4s2x40d,47.490,52.510,63.817,36.183,30.42,224,0.875,bicubic,-47.220,-35.013,+119 -efficientnet_b3_pruned,47.443,52.557,62.787,37.213,9.86,300,0.904,bicubic,-47.137,-36.013,+140 +eca_nfnet_l1,47.643,52.357,62.763,37.237,41.41,320,1.000,bicubic,-48.297,-36.727,-34 +resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-75 +pit_s_distilled_224,47.547,52.453,63.497,36.503,24.04,224,0.900,bicubic,-47.193,-35.683,+119 +resnest50d_4s2x40d,47.490,52.510,63.817,36.183,30.42,224,0.875,bicubic,-47.220,-35.323,+123 +efficientnet_b3_pruned,47.443,52.557,62.787,37.213,9.86,300,0.904,bicubic,-47.137,-36.283,+144 crossvit_18_dagger_408,47.380,52.620,60.943,39.057,44.61,408,1.000,bicubic,-48.750,-38.527,-64 -xcit_small_24_p8_224,47.297,52.703,60.983,39.017,47.63,224,1.000,bicubic,-48.613,-38.197,-38 -tresnet_m,47.217,52.783,62.000,38.000,31.39,224,0.875,bilinear,-48.163,-37.150,+26 +xcit_small_24_p8_224,47.297,52.703,60.983,39.017,47.63,224,1.000,bicubic,-48.613,-38.197,-37 +tresnet_m,47.217,52.783,62.000,38.000,31.39,224,0.875,bilinear,-48.163,-37.150,+29 tf_efficientnet_b6,47.207,52.793,63.110,36.890,43.04,528,0.942,bicubic,-49.083,-36.410,-84 -convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+78 -ssl_resnext101_32x4d,47.167,52.833,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.763,+45 -resnetrs270,47.107,52.893,62.013,37.987,129.86,352,1.000,bicubic,-48.953,-37.467,-59 +convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+81 +ssl_resnext101_32x4d,47.167,52.833,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,+47 +resnetrs270,47.107,52.893,62.013,37.987,129.86,352,1.000,bicubic,-48.953,-37.467,-58 +regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-78 tf_efficientnet_b4,47.080,52.920,62.857,37.143,19.34,380,0.922,bicubic,-48.510,-36.473,-5 -regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-79 -vit_base_patch16_rpn_224,47.063,52.937,62.403,37.597,86.54,224,0.900,bicubic,-47.757,-36.687,+91 -swinv2_small_window8_256,47.030,52.970,62.297,37.703,49.73,256,0.900,bicubic,-48.700,-37.083,-27 -xcit_small_12_p8_224,46.983,53.017,60.537,39.463,26.21,224,1.000,bicubic,-48.437,-38.663,+9 -xcit_large_24_p16_224,46.960,53.040,60.670,39.330,189.10,224,1.000,bicubic,-47.990,-38.160,+71 -convnext_tiny_hnf,46.937,53.063,61.200,38.800,28.59,224,0.950,bicubic,-47.833,-37.750,+96 -xception65p,46.933,53.067,61.083,38.917,39.82,299,0.940,bicubic,-48.727,-38.187,-20 +vit_base_patch16_rpn_224,47.063,52.937,62.403,37.597,86.54,224,0.900,bicubic,-47.757,-36.687,+95 +swinv2_small_window8_256,47.030,52.970,62.297,37.703,49.73,256,0.900,bicubic,-48.700,-37.063,-25 +xcit_small_12_p8_224,46.983,53.017,60.537,39.463,26.21,224,1.000,bicubic,-48.437,-38.663,+12 +xcit_large_24_p16_224,46.960,53.040,60.670,39.330,189.10,224,1.000,bicubic,-47.990,-38.160,+75 +convnext_tiny_hnf,46.937,53.063,61.200,38.800,28.59,224,0.950,bicubic,-47.833,-37.960,+97 +xception65p,46.933,53.067,61.083,38.917,39.82,299,0.940,bicubic,-48.727,-38.187,-19 resnet101d,46.893,53.107,62.323,37.677,44.57,320,1.000,bicubic,-48.857,-37.117,-35 -resnet152,46.800,53.200,60.410,39.590,60.19,224,0.950,bicubic,-48.750,-38.850,-11 -gluon_seresnext101_64x4d,46.677,53.323,61.297,38.703,88.23,224,0.875,bicubic,-47.983,-37.753,+113 -twins_pcpvt_large,46.627,53.373,62.233,37.767,60.99,224,0.900,bicubic,-49.093,-37.137,-32 +resnet152,46.800,53.200,60.410,39.590,60.19,224,0.950,bicubic,-48.750,-38.850,-10 +gluon_seresnext101_64x4d,46.677,53.323,61.297,38.703,88.23,224,0.875,bicubic,-47.983,-37.683,+117 +twins_pcpvt_large,46.627,53.373,62.233,37.767,60.99,224,0.900,bicubic,-49.093,-37.257,-31 dm_nfnet_f1,46.547,53.453,61.403,38.597,132.63,320,0.910,bicubic,-49.833,-38.067,-112 -regnetv_064,46.480,53.520,62.253,37.747,30.58,288,1.000,bicubic,-49.290,-37.167,-42 -xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-51 -crossvit_15_dagger_408,46.457,53.543,60.487,39.513,28.50,408,1.000,bicubic,-49.363,-38.913,-48 -resnetrs200,46.430,53.570,61.060,38.940,93.21,320,1.000,bicubic,-49.910,-38.520,-110 -swin_s3_small_224,46.393,53.607,60.897,39.103,49.74,224,0.900,bicubic,-49.447,-38.303,-52 -fbnetv3_g,46.347,53.653,62.403,37.597,16.62,288,0.950,bilinear,-48.783,-36.797,+27 -sequencer2d_m,46.297,53.703,60.903,39.097,38.31,224,0.875,bicubic,-49.303,-38.367,-25 -tresnet_xl,46.280,53.720,61.950,38.050,78.44,224,0.875,bilinear,-48.780,-37.310,+43 -xcit_tiny_24_p8_384_dist,46.263,53.737,60.713,39.287,12.11,384,1.000,bicubic,-49.977,-38.727,-103 -xcit_tiny_24_p8_224_dist,46.257,53.743,60.607,39.393,12.11,224,1.000,bicubic,-49.203,-38.783,-12 -gernet_m,46.170,53.830,62.700,37.300,21.14,224,0.875,bilinear,-48.380,-36.230,+115 -deit_small_distilled_patch16_224,46.163,53.837,62.403,37.597,22.44,224,0.900,bicubic,-48.437,-36.697,+106 -regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-67 -crossvit_base_240,46.133,53.867,60.223,39.777,105.03,240,0.875,bicubic,-48.937,-38.897,+36 +regnetv_064,46.480,53.520,62.253,37.747,30.58,288,1.000,bicubic,-49.290,-37.167,-41 +xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-50 +crossvit_15_dagger_408,46.457,53.543,60.487,39.513,28.50,408,1.000,bicubic,-49.363,-38.823,-47 +resnetrs200,46.430,53.570,61.060,38.940,93.21,320,1.000,bicubic,-49.910,-38.490,-110 +swin_s3_small_224,46.393,53.607,60.897,39.103,49.74,224,0.900,bicubic,-49.447,-38.303,-51 +fbnetv3_g,46.347,53.653,62.403,37.597,16.62,288,0.950,bilinear,-48.783,-36.797,+31 +sequencer2d_m,46.297,53.703,60.903,39.097,38.31,224,0.875,bicubic,-49.303,-38.367,-24 +tresnet_xl,46.280,53.720,61.950,38.050,78.44,224,0.875,bilinear,-48.780,-37.310,+46 +xcit_tiny_24_p8_384_dist,46.263,53.737,60.713,39.287,12.11,384,1.000,bicubic,-49.977,-38.727,-101 +xcit_tiny_24_p8_224_dist,46.257,53.743,60.607,39.393,12.11,224,1.000,bicubic,-49.203,-38.753,-9 +gernet_m,46.170,53.830,62.700,37.300,21.14,224,0.875,bilinear,-48.380,-36.230,+121 +deit_small_distilled_patch16_224,46.163,53.837,62.403,37.597,22.44,224,0.900,bicubic,-48.437,-36.697,+110 +regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-66 +crossvit_base_240,46.133,53.867,60.223,39.777,105.03,240,0.875,bicubic,-48.937,-38.757,+39 swinv2_cr_small_ns_224,46.123,53.877,60.787,39.213,49.70,224,0.900,bicubic,-49.567,-38.523,-41 -resnest50d_1s4x24d,46.093,53.907,62.377,37.623,25.68,224,0.875,bicubic,-48.297,-36.693,+125 -tf_efficientnet_b0_ns,46.053,53.947,63.270,36.730,5.29,224,0.875,bicubic,-47.697,-35.700,+203 +resnest50d_1s4x24d,46.093,53.907,62.377,37.623,25.68,224,0.875,bicubic,-48.297,-36.693,+130 +tf_efficientnet_b0_ns,46.053,53.947,63.270,36.730,5.29,224,0.875,bicubic,-47.697,-35.700,+206 jx_nest_base,46.040,53.960,60.093,39.907,67.72,224,0.875,bicubic,-49.500,-39.207,-30 -resnet51q,46.027,53.973,60.903,39.097,35.70,288,1.000,bilinear,-49.173,-38.377,+8 -vit_small_patch16_224,46.000,54.000,61.820,38.180,22.05,224,0.900,bicubic,-48.880,-37.450,+56 -vit_relpos_medium_patch16_224,45.960,54.040,61.030,38.970,38.75,224,0.900,bicubic,-49.240,-38.190,+4 -regnety_080,45.953,54.047,60.880,39.120,39.18,288,1.000,bicubic,-49.897,-38.560,-70 -resnest50d,45.943,54.057,62.630,37.370,27.48,224,0.875,bilinear,-48.677,-36.400,+91 -deit3_small_patch16_224,45.923,54.077,58.893,41.107,22.06,224,0.900,bicubic,-48.767,-39.857,+80 -crossvit_18_240,45.903,54.097,60.383,39.617,43.27,240,0.875,bicubic,-49.167,-38.597,+21 -twins_pcpvt_base,45.893,54.107,61.343,38.657,43.83,224,0.900,bicubic,-49.567,-38.017,-27 -regnety_032,45.883,54.117,61.533,38.467,19.44,288,1.000,bicubic,-49.597,-37.787,-32 -levit_384,45.873,54.127,61.690,38.310,39.13,224,0.900,bicubic,-49.337,-37.470,-4 -twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-45 -crossvit_18_dagger_240,45.850,54.150,59.923,40.077,44.27,240,0.875,bicubic,-49.330,-39.197,-2 -vit_relpos_medium_patch16_rpn_224,45.753,54.247,60.957,39.043,38.73,224,0.900,bicubic,-49.317,-38.333,+16 -vit_srelpos_medium_patch16_224,45.730,54.270,61.070,38.930,38.74,224,0.900,bicubic,-49.170,-38.130,+39 -crossvit_15_dagger_240,45.697,54.303,60.090,39.910,28.21,240,0.875,bicubic,-49.283,-39.070,+25 -regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.763,-28 -convmixer_1536_20,45.660,54.340,61.770,38.230,51.63,224,0.960,bicubic,-49.310,-37.400,+26 -gc_efficientnetv2_rw_t,45.657,54.343,60.200,39.800,13.68,288,1.000,bicubic,-49.633,-39.020,-19 -efficientnetv2_rw_t,45.607,54.393,60.187,39.813,13.65,288,1.000,bicubic,-49.463,-39.033,+11 -gluon_seresnext101_32x4d,45.597,54.403,61.140,38.860,48.96,224,0.875,bicubic,-48.853,-37.950,+98 -xcit_tiny_24_p16_384_dist,45.587,54.413,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-45 -xcit_medium_24_p16_224,45.527,54.473,59.000,41.000,84.40,224,1.000,bicubic,-49.603,-39.930,-4 -xcit_small_24_p16_224,45.517,54.483,58.887,41.113,47.67,224,1.000,bicubic,-49.563,-40.183,+4 +resnet51q,46.027,53.973,60.903,39.097,35.70,288,1.000,bilinear,-49.173,-38.377,+10 +vit_small_patch16_224,46.000,54.000,61.820,38.180,22.05,224,0.900,bicubic,-48.880,-37.450,+59 +vit_relpos_medium_patch16_224,45.960,54.040,61.030,38.970,38.75,224,0.900,bicubic,-49.240,-38.190,+9 +regnety_080,45.953,54.047,60.880,39.120,39.18,288,1.000,bicubic,-49.897,-38.560,-69 +resnest50d,45.943,54.057,62.630,37.370,27.48,224,0.875,bilinear,-48.677,-36.400,+95 +deit3_small_patch16_224,45.923,54.077,58.893,41.107,22.06,224,0.900,bicubic,-48.767,-39.857,+84 +crossvit_18_240,45.903,54.097,60.383,39.617,43.27,240,0.875,bicubic,-49.167,-38.737,+27 +twins_pcpvt_base,45.893,54.107,61.343,38.657,43.83,224,0.900,bicubic,-49.567,-38.047,-26 +regnety_032,45.883,54.117,61.533,38.467,19.44,288,1.000,bicubic,-49.597,-37.787,-31 +levit_384,45.873,54.127,61.690,38.310,39.13,224,0.900,bicubic,-49.337,-37.470,-1 +twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-44 +crossvit_18_dagger_240,45.850,54.150,59.923,40.077,44.27,240,0.875,bicubic,-49.330,-39.197,+1 +vit_relpos_medium_patch16_rpn_224,45.753,54.247,60.957,39.043,38.73,224,0.900,bicubic,-49.317,-38.233,+20 +vit_srelpos_medium_patch16_224,45.730,54.270,61.070,38.930,38.74,224,0.900,bicubic,-49.170,-38.130,+42 +crossvit_15_dagger_240,45.697,54.303,60.090,39.910,28.21,240,0.875,bicubic,-49.283,-39.070,+28 +regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.793,-24 +convmixer_1536_20,45.660,54.340,61.770,38.230,51.63,224,0.960,bicubic,-49.310,-37.400,+29 +gc_efficientnetv2_rw_t,45.657,54.343,60.200,39.800,13.68,288,1.000,bicubic,-49.633,-39.020,-16 +efficientnetv2_rw_t,45.607,54.393,60.187,39.813,13.65,288,1.000,bicubic,-49.463,-39.033,+13 +gluon_seresnext101_32x4d,45.597,54.403,61.140,38.860,48.96,224,0.875,bicubic,-48.853,-37.950,+102 +xcit_tiny_24_p16_384_dist,45.587,54.413,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-44 +xcit_medium_24_p16_224,45.527,54.473,59.000,41.000,84.40,224,1.000,bicubic,-49.603,-39.930,-1 +xcit_small_24_p16_224,45.517,54.483,58.887,41.113,47.67,224,1.000,bicubic,-49.563,-40.183,+6 dm_nfnet_f0,45.480,54.520,60.990,39.010,71.49,256,0.900,bicubic,-50.210,-38.340,-69 -resnext101_64x4d,45.453,54.547,59.040,40.960,83.46,288,1.000,bicubic,-50.087,-40.250,-56 -gluon_resnet152_v1d,45.437,54.563,60.083,39.917,60.21,224,0.875,bicubic,-49.003,-38.927,+93 -nfnet_l0,45.423,54.577,62.073,37.927,35.07,288,1.000,bicubic,-49.967,-37.237,-37 -ssl_resnext50_32x4d,45.403,54.597,62.033,37.967,25.03,224,0.875,bilinear,-49.297,-37.207,+55 -xcit_small_12_p16_224,45.397,54.603,59.417,40.583,26.25,224,1.000,bicubic,-49.423,-39.643,+34 -resnetv2_50x1_bit_distilled,45.397,54.603,62.310,37.690,25.55,224,0.875,bicubic,-50.003,-37.120,-42 -jx_nest_small,45.353,54.647,59.010,40.990,38.35,224,0.875,bicubic,-50.177,-40.210,-59 -resnet61q,45.283,54.717,59.400,40.600,36.85,288,1.000,bicubic,-49.837,-39.810,-9 -tresnet_xl_448,45.223,54.777,61.440,38.560,78.44,448,0.875,bilinear,-50.287,-37.900,-59 -nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.420,-22 -convit_small,45.197,54.803,60.497,39.503,27.78,224,0.875,bicubic,-49.723,-38.613,+16 -swin_small_patch4_window7_224,45.157,54.843,60.333,39.667,49.61,224,0.900,bicubic,-50.563,-39.157,-85 -tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,+15 -resnet101,45.087,54.913,59.577,40.423,44.55,224,0.950,bicubic,-49.893,-39.503,+3 -sequencer2d_s,45.083,54.917,60.067,39.933,27.65,224,0.875,bicubic,-50.387,-39.353,-60 -rexnet_200,45.057,54.943,62.313,37.687,16.37,224,0.875,bicubic,-49.603,-36.837,+52 +resnext101_64x4d,45.453,54.547,59.040,40.960,83.46,288,1.000,bicubic,-50.087,-40.250,-54 +gluon_resnet152_v1d,45.437,54.563,60.083,39.917,60.21,224,0.875,bicubic,-49.003,-38.927,+97 +nfnet_l0,45.423,54.577,62.073,37.927,35.07,288,1.000,bicubic,-49.967,-37.347,-36 +ssl_resnext50_32x4d,45.403,54.597,62.033,37.967,25.03,224,0.875,bilinear,-49.297,-37.207,+59 +resnetv2_50x1_bit_distilled,45.397,54.603,62.310,37.690,25.55,224,0.875,bicubic,-50.003,-37.120,-41 +xcit_small_12_p16_224,45.397,54.603,59.417,40.583,26.25,224,1.000,bicubic,-49.423,-39.643,+38 +jx_nest_small,45.353,54.647,59.010,40.990,38.35,224,0.875,bicubic,-50.177,-40.210,-58 +cs3se_edgenet_x,45.327,54.673,60.383,39.617,50.72,320,1.000,bicubic,-50.683,-39.057,-114 +resnet61q,45.283,54.717,59.400,40.600,36.85,288,1.000,bicubic,-49.837,-39.680,-7 +cs3edgenet_x,45.280,54.720,60.287,39.713,47.82,288,1.000,bicubic,-50.190,-38.993,-54 +tresnet_xl_448,45.223,54.777,61.440,38.560,78.44,448,0.875,bilinear,-50.287,-37.900,-60 +nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.250,-20 +convit_small,45.197,54.803,60.497,39.503,27.78,224,0.875,bicubic,-49.723,-38.613,+17 +swin_small_patch4_window7_224,45.157,54.843,60.333,39.667,49.61,224,0.900,bicubic,-50.563,-38.957,-86 +tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,+16 +resnet101,45.087,54.913,59.577,40.423,44.55,224,0.950,bicubic,-49.893,-39.503,+4 +sequencer2d_s,45.083,54.917,60.067,39.933,27.65,224,0.875,bicubic,-50.387,-39.203,-60 +rexnet_200,45.057,54.943,62.313,37.687,16.37,224,0.875,bicubic,-49.603,-36.777,+53 resnetrs152,44.957,55.043,59.707,40.293,86.62,320,1.000,bicubic,-51.003,-39.673,-120 -resnetv2_101,44.933,55.067,58.837,41.163,44.54,224,0.950,bicubic,-49.997,-40.363,+7 -ecaresnetlight,44.893,55.107,60.777,39.223,30.16,224,0.875,bicubic,-49.247,-38.173,+114 -deit_base_patch16_224,44.873,55.127,59.190,40.810,86.57,224,0.900,bicubic,-50.137,-39.790,-7 -cait_xxs36_384,44.777,55.223,59.367,40.633,17.37,384,1.000,bicubic,-50.443,-39.953,-40 -deit_base_patch16_384,44.770,55.230,59.627,40.373,86.86,384,1.000,bicubic,-50.880,-39.613,-88 -resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.793,-38.087,+62 -gernet_l,44.730,55.270,58.947,41.053,31.08,256,0.875,bilinear,-50.200,-40.193,0 -xcit_tiny_24_p16_224_dist,44.720,55.280,59.420,40.580,12.12,224,1.000,bicubic,-49.500,-39.540,+98 -resmlp_24_distilled_224,44.710,55.290,61.463,38.537,30.02,224,0.875,bicubic,-49.630,-37.627,+83 +resnetv2_101,44.933,55.067,58.837,41.163,44.54,224,0.950,bicubic,-49.997,-40.283,+9 +ecaresnetlight,44.893,55.107,60.777,39.223,30.16,224,0.875,bicubic,-49.247,-38.173,+116 +deit_base_patch16_224,44.873,55.127,59.190,40.810,86.57,224,0.900,bicubic,-50.137,-39.790,-4 +cait_xxs36_384,44.777,55.223,59.367,40.633,17.37,384,1.000,bicubic,-50.443,-39.953,-39 +deit_base_patch16_384,44.770,55.230,59.627,40.373,86.86,384,1.000,bicubic,-50.880,-39.613,-89 +resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.793,-38.087,+63 +gernet_l,44.730,55.270,58.947,41.053,31.08,256,0.875,bilinear,-50.200,-40.253,+1 +xcit_tiny_24_p16_224_dist,44.720,55.280,59.420,40.580,12.12,224,1.000,bicubic,-49.500,-39.540,+101 +resmlp_24_distilled_224,44.710,55.290,61.463,38.537,30.02,224,0.875,bicubic,-49.630,-37.627,+85 tf_efficientnet_b2_ap,44.707,55.293,60.680,39.320,9.11,260,0.890,bicubic,-49.563,-38.270,+90 swinv2_tiny_window16_256,44.573,55.427,59.577,40.423,28.35,256,0.900,bicubic,-50.787,-39.723,-59 -vit_relpos_small_patch16_224,44.550,55.450,60.203,39.797,21.98,224,0.900,bicubic,-50.140,-38.897,+32 -gmlp_s16_224,44.483,55.517,58.627,41.373,19.42,224,0.875,bicubic,-49.027,-40.153,+180 -ens_adv_inception_resnet_v2,44.390,55.610,58.110,41.890,55.84,299,0.897,bicubic,-49.730,-40.680,+104 -tresnet_l,44.360,55.640,59.947,40.053,55.99,224,0.875,bilinear,-50.540,-39.083,-2 -gluon_resnext101_32x4d,44.287,55.713,59.090,40.910,44.18,224,0.875,bicubic,-49.833,-39.840,+103 -poolformer_m48,44.270,55.730,59.300,40.700,73.47,224,0.950,bicubic,-50.860,-39.820,-42 -wide_resnet50_2,44.180,55.820,59.697,40.303,68.88,224,0.875,bicubic,-50.480,-39.283,+31 -regnetz_c16_evos,44.160,55.840,61.057,38.943,13.49,320,0.950,bicubic,-51.470,-38.363,-100 -vit_srelpos_small_patch16_224,44.137,55.863,59.710,40.290,21.97,224,0.900,bicubic,-50.413,-39.430,+49 -crossvit_15_240,44.123,55.877,59.130,40.870,27.53,240,0.875,bicubic,-50.597,-39.950,+15 -seresnext50_32x4d,44.120,55.880,59.480,40.520,27.56,224,0.875,bicubic,-50.690,-39.650,+2 -resnetv2_101x1_bitm,44.113,55.887,61.980,38.020,44.54,448,1.000,bilinear,-51.207,-37.390,-67 -gluon_resnet152_v1s,44.070,55.930,58.700,41.300,60.32,224,0.875,bicubic,-50.650,-40.360,+13 -pit_b_224,44.067,55.933,58.017,41.983,73.76,224,0.900,bicubic,-50.723,-40.803,+1 -poolformer_m36,44.020,55.980,59.067,40.933,56.17,224,0.950,bicubic,-50.990,-40.033,-29 -ssl_resnet50,44.020,55.980,61.910,38.090,25.56,224,0.875,bilinear,-50.300,-37.240,+68 -inception_resnet_v2,44.007,55.993,57.907,42.093,55.84,299,0.897,bicubic,-50.323,-40.893,+65 -pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-78 -pit_s_224,43.893,56.107,58.637,41.363,23.46,224,0.900,bicubic,-50.687,-40.483,+33 -gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+60 -coat_lite_small,43.813,56.187,57.143,42.857,19.84,224,0.900,bicubic,-51.267,-41.887,-47 -regnetv_040,43.793,56.207,58.460,41.540,20.64,288,1.000,bicubic,-51.937,-40.900,-127 -tnt_s_patch16_224,43.777,56.223,59.197,40.803,23.76,224,0.900,bicubic,-50.793,-39.983,+30 -mobilevitv2_200_in22ft1k,43.770,56.230,59.500,40.500,18.45,256,0.888,bicubic,-51.280,-39.580,-41 -swinv2_cr_small_224,43.770,56.230,57.690,42.310,49.70,224,0.900,bicubic,-51.630,-41.360,-92 -cspresnext50,43.763,56.237,60.143,39.857,20.57,256,0.887,bilinear,-50.477,-38.907,+66 -cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+99 -ecaresnet50d,43.743,56.257,60.373,39.627,25.58,224,0.875,bicubic,-50.457,-38.647,+71 -ecaresnet101d_pruned,43.740,56.260,59.607,40.393,24.88,224,0.875,bicubic,-50.720,-39.483,+36 +vit_relpos_small_patch16_224,44.550,55.450,60.203,39.797,21.98,224,0.900,bicubic,-50.140,-38.897,+33 +gmlp_s16_224,44.483,55.517,58.627,41.373,19.42,224,0.875,bicubic,-49.027,-40.153,+182 +ens_adv_inception_resnet_v2,44.390,55.610,58.110,41.890,55.84,299,0.897,bicubic,-49.730,-40.680,+107 +tresnet_l,44.360,55.640,59.947,40.053,55.99,224,0.875,bilinear,-50.540,-39.083,0 +gluon_resnext101_32x4d,44.287,55.713,59.090,40.910,44.18,224,0.875,bicubic,-49.833,-39.840,+104 +poolformer_m48,44.270,55.730,59.300,40.700,73.47,224,0.950,bicubic,-50.860,-39.820,-40 +wide_resnet50_2,44.180,55.820,59.697,40.303,68.88,224,0.875,bicubic,-50.480,-39.353,+35 +regnetz_c16_evos,44.160,55.840,61.057,38.943,13.49,320,0.950,bicubic,-51.470,-38.363,-101 +vit_srelpos_small_patch16_224,44.137,55.863,59.710,40.290,21.97,224,0.900,bicubic,-50.413,-39.430,+50 +crossvit_15_240,44.123,55.877,59.130,40.870,27.53,240,0.875,bicubic,-50.597,-39.950,+18 +seresnext50_32x4d,44.120,55.880,59.480,40.520,27.56,224,0.875,bicubic,-50.690,-39.650,+4 +resnetv2_101x1_bitm,44.113,55.887,61.980,38.020,44.54,448,1.000,bilinear,-51.207,-37.390,-66 +gluon_resnet152_v1s,44.070,55.930,58.700,41.300,60.32,224,0.875,bicubic,-50.650,-40.360,+16 +pit_b_224,44.067,55.933,58.017,41.983,73.76,224,0.900,bicubic,-50.723,-40.803,+3 +ssl_resnet50,44.020,55.980,61.910,38.090,25.56,224,0.875,bilinear,-50.300,-37.240,+71 +poolformer_m36,44.020,55.980,59.067,40.933,56.17,224,0.950,bicubic,-50.990,-40.033,-30 +inception_resnet_v2,44.007,55.993,57.907,42.093,55.84,299,0.897,bicubic,-50.323,-40.893,+68 +pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-76 +pit_s_224,43.893,56.107,58.637,41.363,23.46,224,0.900,bicubic,-50.687,-40.293,+34 +gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+62 +coat_lite_small,43.813,56.187,57.143,42.857,19.84,224,0.900,bicubic,-51.267,-41.887,-45 +regnetv_040,43.793,56.207,58.460,41.540,20.64,288,1.000,bicubic,-51.937,-40.920,-130 +tnt_s_patch16_224,43.777,56.223,59.197,40.803,23.76,224,0.900,bicubic,-50.793,-39.983,+32 +mobilevitv2_200_in22ft1k,43.770,56.230,59.500,40.500,18.45,256,0.888,bicubic,-51.280,-39.580,-40 +swinv2_cr_small_224,43.770,56.230,57.690,42.310,49.70,224,0.900,bicubic,-51.630,-41.360,-89 +cspresnext50,43.763,56.237,60.143,39.857,20.57,256,0.887,bilinear,-50.477,-38.907,+68 +cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+102 +ecaresnet50d,43.743,56.257,60.373,39.627,25.58,224,0.875,bicubic,-50.457,-38.647,+73 +ecaresnet101d_pruned,43.740,56.260,59.607,40.393,24.88,224,0.875,bicubic,-50.720,-39.483,+38 swin_s3_tiny_224,43.717,56.283,59.510,40.490,28.33,224,0.900,bicubic,-51.183,-39.650,-27 -tf_efficientnetv2_s,43.707,56.293,58.597,41.403,21.46,384,1.000,bicubic,-52.003,-40.803,-131 -rexnet_150,43.687,56.313,60.890,39.110,9.73,224,0.875,bicubic,-50.593,-38.190,+54 -pit_xs_distilled_224,43.660,56.340,60.707,39.293,11.00,224,0.900,bicubic,-49.580,-38.143,+177 +tf_efficientnetv2_s,43.707,56.293,58.597,41.403,21.46,384,1.000,bicubic,-52.003,-40.803,-132 +rexnet_150,43.687,56.313,60.890,39.110,9.73,224,0.875,bicubic,-50.593,-38.190,+56 +pit_xs_distilled_224,43.660,56.340,60.707,39.293,11.00,224,0.900,bicubic,-49.580,-38.123,+179 xcit_tiny_12_p8_224_dist,43.640,56.360,58.457,41.543,6.71,224,1.000,bicubic,-51.080,-40.723,-7 -edgenext_small,43.617,56.383,59.883,40.117,5.59,320,1.000,bicubic,-51.213,-39.527,-25 -crossvit_small_240,43.473,56.527,58.940,41.060,26.86,240,0.875,bicubic,-51.107,-39.990,+13 +edgenext_small,43.617,56.383,59.883,40.117,5.59,320,1.000,bicubic,-51.213,-39.527,-23 +crossvit_small_240,43.473,56.527,58.940,41.060,26.86,240,0.875,bicubic,-51.107,-40.180,+15 +cs3sedarknet_x,43.460,56.540,58.843,41.157,35.40,288,1.000,bicubic,-51.960,-40.477,-106 gluon_resnet101_v1d,43.430,56.570,58.610,41.390,44.57,224,0.875,bicubic,-50.750,-40.330,+64 -ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.890,-59 -gluon_resnet101_v1s,43.363,56.637,58.510,41.490,44.67,224,0.875,bicubic,-50.807,-40.400,+65 -cspdarknet53,43.353,56.647,59.430,40.570,27.64,256,0.887,bilinear,-50.737,-39.550,+70 +ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.990,-62 +gluon_resnet101_v1s,43.363,56.637,58.510,41.490,44.67,224,0.875,bicubic,-50.807,-40.500,+65 +cspdarknet53,43.353,56.647,59.430,40.570,27.64,256,0.887,bilinear,-50.737,-39.550,+72 xcit_tiny_24_p8_224,43.303,56.697,57.273,42.727,12.11,224,1.000,bicubic,-51.587,-41.917,-37 xcit_tiny_12_p8_384_dist,43.300,56.700,58.177,41.823,6.71,384,1.000,bicubic,-52.040,-41.163,-100 -dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.377,+124 -convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+24 -visformer_small,43.257,56.743,57.980,42.020,40.22,224,0.900,bicubic,-51.713,-41.230,-53 -eca_nfnet_l0,43.233,56.767,59.907,40.093,24.14,288,1.000,bicubic,-52.217,-39.483,-116 -regnety_064,43.223,56.777,57.230,42.770,30.58,288,1.000,bicubic,-52.567,-42.060,-160 -vit_relpos_base_patch32_plus_rpn_256,43.167,56.833,58.430,41.570,119.42,256,0.900,bicubic,-49.993,-40.220,+167 -vit_small_patch32_384,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.457,-39.847,-2 -resnest26d,43.140,56.860,60.637,39.363,17.07,224,0.875,bilinear,-50.100,-38.193,+159 -twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-5 -resmlp_36_224,43.050,56.950,59.313,40.687,44.69,224,0.875,bicubic,-50.600,-39.637,+109 -cspresnet50,43.047,56.953,59.167,40.833,21.62,256,0.887,bilinear,-50.813,-39.693,+81 -dpn131,43.040,56.960,57.420,42.580,79.25,224,0.875,bicubic,-50.710,-41.410,+95 +dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.027,+126 +convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+25 +visformer_small,43.257,56.743,57.980,42.020,40.22,224,0.900,bicubic,-51.713,-41.230,-55 +eca_nfnet_l0,43.233,56.767,59.907,40.093,24.14,288,1.000,bicubic,-52.217,-39.483,-117 +regnety_064,43.223,56.777,57.230,42.770,30.58,288,1.000,bicubic,-52.567,-42.060,-162 +vit_relpos_base_patch32_plus_rpn_256,43.167,56.833,58.430,41.570,119.42,256,0.900,bicubic,-49.993,-39.890,+170 +vit_small_patch32_384,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.457,-39.847,-1 +resnest26d,43.140,56.860,60.637,39.363,17.07,224,0.875,bilinear,-50.100,-38.213,+160 +twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-4 +resmlp_36_224,43.050,56.950,59.313,40.687,44.69,224,0.875,bicubic,-50.600,-39.637,+110 +cspresnet50,43.047,56.953,59.167,40.833,21.62,256,0.887,bilinear,-50.813,-39.693,+83 +dpn131,43.040,56.960,57.420,42.580,79.25,224,0.875,bicubic,-50.710,-41.410,+97 tf_efficientnet_lite4,42.980,57.020,57.640,42.360,13.01,380,0.920,bilinear,-51.890,-41.450,-47 -twins_svt_small,42.930,57.070,58.467,41.533,24.06,224,0.900,bicubic,-51.840,-40.693,-39 -mobilevitv2_200_384_in22ft1k,42.917,57.083,58.987,41.013,18.45,384,1.000,bicubic,-52.473,-40.433,-120 -gluon_resnet152_v1b,42.893,57.107,57.740,42.260,60.19,224,0.875,bicubic,-51.137,-41.010,+58 -fbnetv3_d,42.890,57.110,59.690,40.310,10.31,256,0.950,bilinear,-50.960,-39.210,+78 -dpn107,42.860,57.140,57.363,42.637,86.92,224,0.875,bicubic,-51.100,-41.467,+63 -levit_256,42.813,57.187,57.903,42.097,18.89,224,0.900,bicubic,-51.597,-41.157,+8 -gluon_resnet152_v1c,42.810,57.190,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+68 -tf_efficientnet_b1_ap,42.800,57.200,58.817,41.183,7.79,240,0.882,bicubic,-50.830,-39.983,+101 -gluon_xception65,42.790,57.210,58.820,41.180,39.92,299,0.903,bicubic,-51.220,-40.200,+55 -gcresnet50t,42.790,57.210,59.190,40.810,25.90,256,0.900,bicubic,-51.830,-39.790,-22 +twins_svt_small,42.930,57.070,58.467,41.533,24.06,224,0.900,bicubic,-51.840,-40.613,-37 +mobilevitv2_200_384_in22ft1k,42.917,57.083,58.987,41.013,18.45,384,1.000,bicubic,-52.473,-40.293,-119 +gluon_resnet152_v1b,42.893,57.107,57.740,42.260,60.19,224,0.875,bicubic,-51.137,-41.010,+60 +fbnetv3_d,42.890,57.110,59.690,40.310,10.31,256,0.950,bilinear,-50.960,-39.220,+78 +dpn107,42.860,57.140,57.363,42.637,86.92,224,0.875,bicubic,-51.100,-41.467,+65 +levit_256,42.813,57.187,57.903,42.097,18.89,224,0.900,bicubic,-51.597,-41.157,+9 +gluon_resnet152_v1c,42.810,57.190,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+70 +tf_efficientnet_b1_ap,42.800,57.200,58.817,41.183,7.79,240,0.882,bicubic,-50.830,-39.983,+103 +gcresnet50t,42.790,57.210,59.190,40.810,25.90,256,0.900,bicubic,-51.830,-39.790,-18 +gluon_xception65,42.790,57.210,58.820,41.180,39.92,299,0.903,bicubic,-51.220,-40.200,+56 tresnet_l_448,42.750,57.250,58.943,41.057,55.99,448,0.875,bilinear,-52.650,-40.357,-132 cs3darknet_x,42.717,57.283,58.197,41.803,35.05,288,1.000,bicubic,-52.553,-41.083,-119 -resnet50d,42.697,57.303,58.687,41.313,25.58,224,0.875,bicubic,-51.373,-40.213,+46 -gluon_seresnext50_32x4d,42.683,57.317,58.700,41.300,27.56,224,0.875,bicubic,-51.487,-40.310,+34 +resnet50d,42.697,57.303,58.687,41.313,25.58,224,0.875,bicubic,-51.373,-40.233,+46 +gluon_seresnext50_32x4d,42.683,57.317,58.700,41.300,27.56,224,0.875,bicubic,-51.487,-40.210,+36 +convnext_nano,42.590,57.410,57.497,42.503,15.59,288,1.000,bicubic,-52.270,-41.653,-60 xcit_tiny_12_p16_384_dist,42.587,57.413,58.087,41.913,6.72,384,1.000,bicubic,-51.943,-41.083,-10 resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+76 -regnety_040,42.567,57.433,57.037,42.963,20.65,288,1.000,bicubic,-52.903,-42.233,-146 +regnety_040,42.567,57.433,57.037,42.963,20.65,288,1.000,bicubic,-52.903,-42.383,-149 seresnet50,42.513,57.487,58.677,41.323,28.09,224,0.875,bicubic,-51.567,-40.273,+39 -nf_resnet50,42.507,57.493,59.520,40.480,25.56,288,0.940,bicubic,-51.883,-39.550,-2 +nf_resnet50,42.507,57.493,59.520,40.480,25.56,288,0.940,bicubic,-51.883,-39.550,-3 mobilevitv2_175_in22ft1k,42.500,57.500,58.133,41.867,14.25,256,0.888,bicubic,-52.280,-40.967,-59 -resnetrs101,42.443,57.557,57.290,42.710,63.62,288,0.940,bicubic,-52.807,-41.920,-127 -poolformer_s36,42.333,57.667,58.737,41.263,30.86,224,0.900,bicubic,-52.287,-40.313,-35 -jx_nest_tiny,42.330,57.670,57.043,42.957,17.06,224,0.875,bicubic,-52.620,-42.057,-83 -tf_efficientnetv2_b3,42.310,57.690,57.943,42.057,14.36,300,0.904,bicubic,-52.810,-41.277,-109 +resnetrs101,42.443,57.557,57.290,42.710,63.62,288,0.940,bicubic,-52.807,-41.920,-128 +poolformer_s36,42.333,57.667,58.737,41.263,30.86,224,0.900,bicubic,-52.287,-40.313,-34 +jx_nest_tiny,42.330,57.670,57.043,42.957,17.06,224,0.875,bicubic,-52.620,-42.057,-85 +tf_efficientnetv2_b3,42.310,57.690,57.943,42.057,14.36,300,0.904,bicubic,-52.810,-41.257,-110 convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+199 +dpn98,42.273,57.727,56.883,43.117,61.57,224,0.875,bicubic,-51.657,-42.037,+45 xcit_tiny_24_p16_224,42.273,57.727,56.830,43.170,12.12,224,1.000,bicubic,-51.567,-41.930,+56 -dpn98,42.273,57.727,56.883,43.117,61.57,224,0.875,bicubic,-51.657,-41.587,+46 deit_small_patch16_224,42.267,57.733,58.013,41.987,22.05,224,0.900,bicubic,-51.723,-40.947,+39 tf_efficientnet_cc_b1_8e,42.220,57.780,58.430,41.570,39.72,240,0.882,bicubic,-51.350,-40.260,+90 legacy_senet154,42.213,57.787,56.593,43.407,115.09,224,0.875,bilinear,-52.517,-42.507,-61 -cait_xxs24_384,42.183,57.817,57.460,42.540,12.03,384,1.000,bicubic,-52.747,-41.660,-88 -xception41p,42.163,57.837,56.890,43.110,26.91,299,0.940,bicubic,-52.897,-42.260,-105 +cait_xxs24_384,42.183,57.817,57.460,42.540,12.03,384,1.000,bicubic,-52.747,-41.680,-90 +xception41p,42.163,57.837,56.890,43.110,26.91,299,0.940,bicubic,-52.897,-42.260,-106 tf_efficientnet_b2,42.117,57.883,58.197,41.803,9.11,260,0.890,bicubic,-52.093,-40.843,+9 gluon_resnext50_32x4d,42.043,57.957,57.670,42.330,25.03,224,0.875,bicubic,-51.607,-41.020,+73 -resnext50_32x4d,41.963,58.037,56.757,43.243,25.03,224,0.950,bicubic,-52.617,-42.313,-39 -ecaresnet50d_pruned,41.950,58.050,58.217,41.783,19.94,224,0.875,bicubic,-51.870,-40.783,+51 +resnext50_32x4d,41.963,58.037,56.757,43.243,25.03,224,0.950,bicubic,-52.617,-42.043,-38 +ecaresnet50d_pruned,41.950,58.050,58.217,41.783,19.94,224,0.875,bicubic,-51.870,-40.783,+50 efficientnet_b2,41.933,58.067,58.287,41.713,9.11,288,1.000,bicubic,-52.437,-40.763,-17 -xcit_tiny_12_p16_224_dist,41.920,58.080,57.227,42.773,6.72,224,1.000,bicubic,-51.430,-41.513,+108 -mobilevitv2_150_in22ft1k,41.920,58.080,57.923,42.077,10.59,256,0.888,bicubic,-52.770,-40.997,-62 -mobilevitv2_150_384_in22ft1k,41.777,58.223,57.820,42.180,10.59,384,1.000,bicubic,-53.563,-41.310,-152 -mobilevitv2_175_384_in22ft1k,41.670,58.330,58.010,41.990,14.25,384,1.000,bicubic,-53.570,-41.370,-145 -edgenext_small_rw,41.663,58.337,58.520,41.480,7.83,320,1.000,bicubic,-52.697,-40.520,-19 +mobilevitv2_150_in22ft1k,41.920,58.080,57.923,42.077,10.59,256,0.888,bicubic,-52.770,-40.997,-60 +xcit_tiny_12_p16_224_dist,41.920,58.080,57.227,42.773,6.72,224,1.000,bicubic,-51.430,-41.513,+107 +mobilevitv2_150_384_in22ft1k,41.777,58.223,57.820,42.180,10.59,384,1.000,bicubic,-53.563,-41.310,-153 +mobilevitv2_175_384_in22ft1k,41.670,58.330,58.010,41.990,14.25,384,1.000,bicubic,-53.570,-41.370,-146 +edgenext_small_rw,41.663,58.337,58.520,41.480,7.83,320,1.000,bicubic,-52.697,-40.520,-18 dla102x2,41.643,58.357,57.940,42.060,41.28,224,0.875,bilinear,-52.357,-41.090,+23 hrnet_w64,41.640,58.360,57.123,42.877,128.06,224,0.875,bilinear,-52.190,-41.797,+40 gluon_senet154,41.617,58.383,56.377,43.623,115.09,224,0.875,bicubic,-53.093,-42.593,-71 -poolformer_s24,41.607,58.393,58.440,41.560,21.39,224,0.900,bicubic,-52.723,-40.620,-18 +poolformer_s24,41.607,58.393,58.440,41.560,21.39,224,0.900,bicubic,-52.723,-40.620,-19 inception_v4,41.580,58.420,55.390,44.610,42.68,299,0.875,bicubic,-52.800,-43.430,-28 swinv2_cr_tiny_ns_224,41.543,58.457,57.190,42.810,28.33,224,0.900,bicubic,-53.217,-41.920,-82 -haloregnetz_b,41.540,58.460,57.080,42.920,11.68,224,0.940,bicubic,-52.980,-42.090,-42 -cs3sedarknet_l,41.533,58.467,57.347,42.653,21.91,288,0.950,bicubic,-53.587,-41.883,-137 -tf_efficientnet_cc_b0_8e,41.490,58.510,57.380,42.620,24.01,224,0.875,bicubic,-51.380,-41.070,+136 -efficientnet_em,41.490,58.510,58.880,41.120,6.90,240,0.882,bicubic,-52.250,-40.050,+44 +haloregnetz_b,41.540,58.460,57.080,42.920,11.68,224,0.940,bicubic,-52.980,-41.880,-42 +cs3sedarknet_l,41.533,58.467,57.347,42.653,21.91,288,0.950,bicubic,-53.587,-41.863,-137 +efficientnet_em,41.490,58.510,58.880,41.120,6.90,240,0.882,bicubic,-52.250,-40.050,+45 +tf_efficientnet_cc_b0_8e,41.490,58.510,57.380,42.620,24.01,224,0.875,bicubic,-51.380,-41.070,+135 efficientnet_el,41.483,58.517,58.313,41.687,10.59,300,0.904,bicubic,-53.187,-40.817,-71 -halo2botnet50ts_256,41.467,58.533,56.207,43.793,22.64,256,0.950,bicubic,-53.543,-42.833,-122 -swin_tiny_patch4_window7_224,41.460,58.540,57.307,42.693,28.29,224,0.900,bicubic,-53.160,-41.813,-65 -resnetv2_50,41.387,58.613,56.747,43.253,25.55,224,0.950,bicubic,-52.883,-42.183,-24 -swinv2_tiny_window8_256,41.383,58.617,57.117,42.883,28.35,256,0.900,bicubic,-53.647,-42.053,-128 +halo2botnet50ts_256,41.467,58.533,56.207,43.793,22.64,256,0.950,bicubic,-53.543,-42.833,-124 +swin_tiny_patch4_window7_224,41.460,58.540,57.307,42.693,28.29,224,0.900,bicubic,-53.160,-41.813,-68 +resnetv2_50,41.387,58.613,56.747,43.253,25.55,224,0.950,bicubic,-52.883,-42.183,-23 +swinv2_tiny_window8_256,41.383,58.617,57.117,42.883,28.35,256,0.900,bicubic,-53.647,-42.053,-129 cait_xxs24_224,41.380,58.620,57.523,42.477,11.96,224,1.000,bicubic,-52.110,-41.247,+72 -tv_resnet152,41.333,58.667,57.523,42.477,60.19,224,0.875,bilinear,-51.917,-41.207,+93 +tv_resnet152,41.333,58.667,57.523,42.477,60.19,224,0.875,bilinear,-51.917,-41.227,+93 gcresnext50ts,41.283,58.717,57.147,42.853,15.67,256,0.900,bicubic,-53.127,-41.843,-45 cs3darknet_l,41.280,58.720,57.347,42.653,21.16,288,0.950,bicubic,-53.400,-41.873,-81 -dpn92,41.277,58.723,56.340,43.660,37.67,224,0.875,bicubic,-52.903,-42.590,-17 +dpn92,41.277,58.723,56.340,43.660,37.67,224,0.875,bicubic,-52.903,-42.590,-16 xception71,41.273,58.727,55.877,44.123,42.34,299,0.903,bicubic,-52.607,-43.073,+14 -adv_inception_v3,41.260,58.740,56.317,43.683,23.83,299,0.875,bicubic,-51.750,-42.513,+108 +adv_inception_v3,41.260,58.740,56.317,43.683,23.83,299,0.875,bicubic,-51.750,-42.173,+109 gernet_s,41.250,58.750,58.827,41.173,8.17,224,0.875,bilinear,-51.190,-39.673,+152 -resnetv2_50d_evos,41.133,58.867,56.050,43.950,25.59,288,0.950,bicubic,-53.987,-43.150,-152 -resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.730,+34 +resnetv2_50d_evos,41.133,58.867,56.050,43.950,25.59,288,0.950,bicubic,-53.987,-43.180,-155 +resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.730,+33 nf_regnet_b1,41.027,58.973,58.113,41.887,10.22,288,0.900,bicubic,-52.853,-40.637,+10 gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+56 -fbnetv3_b,40.953,59.047,58.653,41.347,8.60,256,0.950,bilinear,-52.677,-40.257,+41 +fbnetv3_b,40.953,59.047,58.653,41.347,8.60,256,0.950,bilinear,-52.677,-40.257,+39 gluon_inception_v3,40.907,59.093,55.620,44.380,23.83,299,0.875,bicubic,-52.633,-43.210,+52 cs3darknet_focus_l,40.893,59.107,56.630,43.370,21.15,288,0.950,bicubic,-53.897,-42.520,-113 -ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.960,+8 -levit_192,40.837,59.163,56.690,43.310,10.95,224,0.900,bicubic,-52.883,-42.100,+23 -regnety_320,40.803,59.197,56.113,43.887,145.05,224,0.875,bicubic,-53.717,-42.847,-69 +ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,+9 +levit_192,40.837,59.163,56.690,43.310,10.95,224,0.900,bicubic,-52.883,-42.100,+24 +regnety_320,40.803,59.197,56.113,43.887,145.05,224,0.875,bicubic,-53.717,-43.057,-69 resnet34d,40.800,59.200,56.523,43.477,21.82,224,0.875,bicubic,-51.850,-41.897,+127 resnetv2_50d_gn,40.783,59.217,56.207,43.793,25.57,288,0.950,bicubic,-54.317,-42.853,-160 xception,40.773,59.227,56.383,43.617,22.86,299,0.897,bicubic,-52.867,-42.377,+30 -lamhalobotnet50ts_256,40.747,59.253,56.093,43.907,22.57,256,0.950,bicubic,-54.023,-42.987,-115 +lamhalobotnet50ts_256,40.747,59.253,56.093,43.907,22.57,256,0.950,bicubic,-54.023,-42.887,-115 resnet50_gn,40.737,59.263,55.750,44.250,25.56,224,0.940,bicubic,-53.443,-43.170,-33 skresnext50_32x4d,40.700,59.300,56.030,43.970,27.48,224,0.875,bicubic,-53.250,-42.800,-11 gluon_resnet101_v1b,40.683,59.317,56.123,43.877,44.55,224,0.875,bicubic,-53.077,-42.577,+11 -hrnet_w40,40.663,59.337,56.757,43.243,57.56,224,0.875,bilinear,-53.047,-42.043,+19 +hrnet_w40,40.663,59.337,56.757,43.243,57.56,224,0.875,bilinear,-53.047,-42.043,+18 resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+51 repvgg_b1,40.593,59.407,57.830,42.170,57.42,224,0.875,bilinear,-52.817,-40.960,+56 -halonet50ts,40.577,59.423,55.193,44.807,22.73,256,0.940,bicubic,-54.133,-43.947,-111 +halonet50ts,40.577,59.423,55.193,44.807,22.73,256,0.940,bicubic,-54.133,-43.637,-111 tf_efficientnet_lite3,40.563,59.437,56.473,43.527,8.20,300,0.904,bilinear,-53.547,-42.487,-33 -xcit_tiny_12_p8_224,40.533,59.467,55.623,44.377,6.71,224,1.000,bicubic,-53.827,-43.447,-67 -mobilevitv2_175,40.530,59.470,56.277,43.723,14.25,256,0.888,bicubic,-53.700,-42.543,-50 -tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.133,-42.387,-106 -dla169,40.523,59.477,57.257,42.743,53.39,224,0.875,bilinear,-53.267,-41.643,-1 +xcit_tiny_12_p8_224,40.533,59.467,55.623,44.377,6.71,224,1.000,bicubic,-53.827,-43.447,-66 +mobilevitv2_175,40.530,59.470,56.277,43.723,14.25,256,0.888,bicubic,-53.700,-42.653,-51 +tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.133,-42.447,-107 +dla169,40.523,59.477,57.257,42.743,53.39,224,0.875,bilinear,-53.267,-41.573,0 pit_xs_224,40.487,59.513,56.533,43.467,10.62,224,0.900,bicubic,-52.423,-42.247,+88 -resnetaa50,40.473,59.527,56.027,43.973,25.56,288,1.000,bicubic,-54.407,-43.103,-141 -repvgg_b2,40.463,59.537,57.773,42.227,89.02,224,0.875,bilinear,-53.127,-41.297,+24 -regnetx_320,40.447,59.553,55.667,44.333,107.81,224,0.875,bicubic,-53.773,-43.383,-54 -coat_mini,40.420,59.580,55.157,44.843,10.34,224,0.900,bicubic,-54.350,-43.823,-133 +resnetaa50,40.473,59.527,56.027,43.973,25.56,288,1.000,bicubic,-54.407,-43.103,-142 +repvgg_b2,40.463,59.537,57.773,42.227,89.02,224,0.875,bilinear,-53.127,-41.297,+23 +regnetx_320,40.447,59.553,55.667,44.333,107.81,224,0.875,bicubic,-53.773,-43.383,-55 +coat_mini,40.420,59.580,55.157,44.843,10.34,224,0.900,bicubic,-54.350,-43.793,-131 skresnet34,40.393,59.607,56.740,43.260,22.28,224,0.875,bicubic,-52.177,-41.780,+112 -efficientnet_el_pruned,40.390,59.610,56.887,43.113,10.59,300,0.904,bicubic,-53.700,-42.123,-42 -resnet50,40.383,59.617,54.663,45.337,25.56,224,0.950,bicubic,-53.547,-44.257,-26 +efficientnet_el_pruned,40.390,59.610,56.887,43.113,10.59,300,0.904,bicubic,-53.700,-42.123,-43 +resnet50,40.383,59.617,54.663,45.337,25.56,224,0.950,bicubic,-53.547,-43.807,-26 efficientnet_b2_pruned,40.380,59.620,56.533,43.467,8.31,260,0.890,bicubic,-53.420,-42.377,-11 -wide_resnet101_2,40.360,59.640,55.787,44.213,126.89,224,0.875,bilinear,-53.360,-43.023,-3 -coat_lite_mini,40.353,59.647,55.723,44.277,11.01,224,0.900,bicubic,-53.107,-43.137,+31 +wide_resnet101_2,40.360,59.640,55.787,44.213,126.89,224,0.875,bilinear,-53.360,-43.023,-4 +coat_lite_mini,40.353,59.647,55.723,44.277,11.01,224,0.900,bicubic,-53.107,-43.057,+31 legacy_seresnext101_32x4d,40.353,59.647,54.823,45.177,48.96,224,0.875,bilinear,-53.767,-44.147,-52 sebotnet33ts_256,40.340,59.660,53.217,46.783,13.70,256,0.940,bicubic,-53.970,-45.383,-74 tf_efficientnet_b0_ap,40.333,59.667,56.793,43.207,5.29,224,0.875,bicubic,-52.287,-41.577,+99 -regnetx_160,40.273,59.727,56.060,43.940,54.28,224,0.875,bicubic,-53.617,-43.030,-30 +regnetx_160,40.273,59.727,56.060,43.940,54.28,224,0.875,bicubic,-53.617,-43.030,-32 densenet201,40.270,59.730,56.713,43.287,20.01,224,0.875,bicubic,-52.430,-41.937,+90 -resnext50d_32x4d,40.157,59.843,55.490,44.510,25.05,224,0.875,bicubic,-53.663,-43.250,-22 -eca_resnet33ts,40.137,59.863,57.003,42.997,19.68,256,0.900,bicubic,-53.723,-41.887,-29 +resnext50d_32x4d,40.157,59.843,55.490,44.510,25.05,224,0.875,bicubic,-53.663,-43.250,-20 +eca_resnet33ts,40.137,59.863,57.003,42.997,19.68,256,0.900,bicubic,-53.723,-41.887,-30 mobilevitv2_200,40.133,59.867,55.510,44.490,18.45,256,0.888,bicubic,-54.377,-43.460,-102 darknetaa53,40.120,59.880,55.787,44.213,36.02,288,1.000,bilinear,-54.090,-43.163,-68 -hrnet_w48,40.097,59.903,56.647,43.353,77.47,224,0.875,bilinear,-53.933,-42.383,-50 -vit_base_patch16_224_sam,40.093,59.907,55.433,44.567,86.57,224,0.900,bicubic,-53.797,-43.457,-39 -legacy_seresnet152,40.037,59.963,55.820,44.180,66.82,224,0.875,bilinear,-53.393,-43.030,+25 +hrnet_w48,40.097,59.903,56.647,43.353,77.47,224,0.875,bilinear,-53.933,-42.383,-51 +vit_base_patch16_224_sam,40.093,59.907,55.433,44.567,86.57,224,0.900,bicubic,-53.797,-43.457,-38 +legacy_seresnet152,40.037,59.963,55.820,44.180,66.82,224,0.875,bilinear,-53.393,-43.030,+24 hrnet_w30,40.030,59.970,57.100,42.900,37.71,224,0.875,bilinear,-53.350,-41.730,+28 regnetz_b16,40.000,60.000,55.623,44.377,9.72,288,0.940,bicubic,-54.680,-43.537,-135 -regnetx_080,39.997,60.003,55.963,44.037,39.57,224,0.875,bicubic,-53.793,-42.867,-26 -tf_efficientnet_b1,39.980,60.020,56.133,43.867,7.79,240,0.882,bicubic,-53.730,-42.667,-19 +regnetx_080,39.997,60.003,55.963,44.037,39.57,224,0.875,bicubic,-53.793,-42.937,-27 +tf_efficientnet_b1,39.980,60.020,56.133,43.867,7.79,240,0.882,bicubic,-53.730,-42.667,-16 gluon_resnet101_v1c,39.950,60.050,55.310,44.690,44.57,224,0.875,bicubic,-53.730,-43.450,-16 resmlp_12_distilled_224,39.833,60.167,57.440,42.560,15.35,224,0.875,bicubic,-53.037,-41.180,+66 -seresnet33ts,39.823,60.177,56.523,43.477,19.78,256,0.900,bicubic,-54.447,-42.257,-88 -res2net50_26w_8s,39.807,60.193,54.910,45.090,48.40,224,0.875,bilinear,-53.633,-43.780,+12 +seresnet33ts,39.823,60.177,56.523,43.477,19.78,256,0.900,bicubic,-54.447,-42.257,-87 +res2net50_26w_8s,39.807,60.193,54.910,45.090,48.40,224,0.875,bilinear,-53.633,-43.780,+14 tf_efficientnetv2_b0,39.787,60.213,56.290,43.710,7.14,224,0.875,bicubic,-53.273,-42.400,+43 -lambda_resnet50ts,39.733,60.267,54.340,45.660,21.54,256,0.950,bicubic,-54.837,-44.310,-125 darknet53,39.733,60.267,55.283,44.717,41.61,288,1.000,bicubic,-54.627,-43.767,-101 -res2net101_26w_4s,39.713,60.287,54.550,45.450,45.21,224,0.875,bilinear,-53.817,-44.050,-2 +lambda_resnet50ts,39.733,60.267,54.340,45.660,21.54,256,0.950,bicubic,-54.837,-44.310,-126 +res2net101_26w_4s,39.713,60.287,54.550,45.450,45.21,224,0.875,bilinear,-53.817,-44.050,0 regnetx_120,39.690,60.310,55.650,44.350,46.11,224,0.875,bicubic,-54.570,-43.540,-92 vit_small_patch32_224,39.687,60.313,55.260,44.740,22.88,224,0.900,bicubic,-52.473,-43.250,+105 -hrnet_w44,39.680,60.320,55.333,44.667,67.06,224,0.875,bilinear,-53.930,-43.627,-14 +hrnet_w44,39.680,60.320,55.333,44.667,67.06,224,0.875,bilinear,-53.930,-43.627,-15 +densenet161,39.623,60.377,56.130,43.870,28.68,224,0.875,bicubic,-53.277,-42.680,+53 resmlp_big_24_224,39.623,60.377,54.820,45.180,129.14,224,0.875,bicubic,-54.637,-44.000,-95 -densenet161,39.623,60.377,56.130,43.870,28.68,224,0.875,bicubic,-53.277,-42.200,+53 -mixnet_xl,39.613,60.387,55.883,44.117,11.90,224,0.875,bicubic,-54.617,-43.047,-94 +mixnet_xl,39.613,60.387,55.883,44.117,11.90,224,0.875,bicubic,-54.617,-42.937,-93 xception41,39.607,60.393,55.047,44.953,26.97,299,0.903,bicubic,-53.873,-43.703,-2 -tf_efficientnetv2_b1,39.573,60.427,55.353,44.647,8.14,240,0.882,bicubic,-54.137,-43.467,-34 +tf_efficientnetv2_b1,39.573,60.427,55.353,44.647,8.14,240,0.882,bicubic,-54.137,-43.467,-35 gcresnet33ts,39.557,60.443,55.823,44.177,19.88,256,0.900,bicubic,-54.273,-43.087,-50 -xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+79 -dla102x,39.543,60.457,56.310,43.690,26.31,224,0.875,bilinear,-53.987,-42.540,-11 +dla102x,39.543,60.457,56.310,43.690,26.31,224,0.875,bilinear,-53.987,-42.540,-12 +xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+78 sehalonet33ts,39.533,60.467,54.013,45.987,13.69,256,0.940,bicubic,-55.007,-44.747,-134 -rexnet_130,39.490,60.510,56.643,43.357,7.56,224,0.875,bicubic,-54.180,-42.057,-35 +rexnet_130,39.490,60.510,56.643,43.357,7.56,224,0.875,bicubic,-54.180,-42.057,-34 hrnet_w32,39.463,60.537,56.137,43.863,41.23,224,0.875,bilinear,-53.487,-42.703,+37 resnetv2_50x1_bitm,39.433,60.567,57.857,42.143,25.55,448,1.000,bilinear,-55.317,-41.323,-174 levit_128,39.423,60.577,55.350,44.650,9.21,224,0.900,bicubic,-53.627,-43.350,+25 densenetblur121d,39.380,60.620,56.630,43.370,8.00,224,0.875,bicubic,-53.030,-41.790,+78 -regnety_120,39.353,60.647,55.277,44.723,51.82,224,0.875,bicubic,-54.657,-43.753,-79 -mobilevitv2_150,39.340,60.660,55.203,44.797,10.59,256,0.888,bicubic,-54.730,-43.717,-87 -tf_efficientnet_el,39.307,60.693,55.380,44.620,10.59,300,0.904,bicubic,-55.053,-43.720,-124 +regnety_120,39.353,60.647,55.277,44.723,51.82,224,0.875,bicubic,-54.657,-43.753,-80 +mobilevitv2_150,39.340,60.660,55.203,44.797,10.59,256,0.888,bicubic,-54.730,-43.697,-86 +tf_efficientnet_el,39.307,60.693,55.380,44.620,10.59,300,0.904,bicubic,-55.053,-43.720,-125 tv_resnet101,39.293,60.707,55.793,44.207,44.55,224,0.875,bilinear,-53.587,-42.867,+38 tf_inception_v3,39.250,60.750,54.303,45.697,23.83,299,0.875,bicubic,-53.950,-44.177,+8 -gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-32 -densenet169,39.173,60.827,55.847,44.153,14.15,224,0.875,bicubic,-53.117,-42.743,+75 -tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.887,-44.363,-90 -legacy_seresnet101,39.033,60.967,55.007,44.993,49.33,224,0.875,bilinear,-54.237,-43.733,-3 +gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-31 +densenet169,39.173,60.827,55.847,44.153,14.15,224,0.875,bicubic,-53.117,-42.743,+76 +tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.887,-44.363,-91 +legacy_seresnet101,39.033,60.967,55.007,44.993,49.33,224,0.875,bilinear,-54.237,-43.733,-4 efficientnet_b1_pruned,39.003,60.997,55.633,44.367,6.33,240,0.882,bicubic,-53.967,-42.887,+23 repvgg_b1g4,38.987,61.013,56.347,43.653,39.97,224,0.875,bilinear,-54.043,-42.473,+16 crossvit_9_dagger_240,38.973,61.027,54.860,45.140,8.78,240,0.875,bicubic,-53.787,-43.650,+41 -inception_v3,38.957,61.043,53.840,46.160,23.83,299,0.875,bicubic,-53.943,-44.970,+28 -resnet33ts,38.930,61.070,55.580,44.420,19.68,256,0.900,bicubic,-54.700,-43.180,-47 +inception_v3,38.957,61.043,53.840,46.160,23.83,299,0.875,bicubic,-53.943,-44.490,+28 +resnet33ts,38.930,61.070,55.580,44.420,19.68,256,0.900,bicubic,-54.700,-43.180,-46 dpn68,38.917,61.083,54.930,45.070,12.61,224,0.875,bicubic,-53.333,-43.680,+72 legacy_seresnext50_32x4d,38.883,61.117,54.597,45.403,27.56,224,0.875,bilinear,-54.537,-44.203,-19 dla102,38.833,61.167,55.330,44.670,33.27,224,0.875,bilinear,-54.427,-43.440,-10 densenet121,38.787,61.213,56.273,43.727,7.98,224,0.875,bicubic,-53.153,-42.007,+80 -resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.787,-42.937,-41 -regnetx_040,38.707,61.293,55.343,44.657,22.12,224,0.875,bicubic,-54.963,-43.597,-58 -res2net50_14w_8s,38.697,61.303,54.073,45.927,25.06,224,0.875,bilinear,-54.343,-44.627,+5 -regnetx_032,38.683,61.317,55.160,44.840,15.30,224,0.875,bicubic,-54.567,-43.590,-12 +resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.787,-42.937,-42 +regnetx_040,38.707,61.293,55.343,44.657,22.12,224,0.875,bicubic,-54.963,-43.597,-59 +res2net50_14w_8s,38.697,61.303,54.073,45.927,25.06,224,0.875,bilinear,-54.343,-44.627,+4 +regnetx_032,38.683,61.317,55.160,44.840,15.30,224,0.875,bicubic,-54.567,-43.570,-12 res2net50_26w_6s,38.683,61.317,53.757,46.243,37.05,224,0.875,bilinear,-54.917,-44.993,-50 -selecsls60,38.617,61.383,55.633,44.367,30.67,224,0.875,bicubic,-54.393,-42.857,+6 +selecsls60,38.617,61.383,55.633,44.367,30.67,224,0.875,bicubic,-54.393,-43.197,+5 dla60x,38.617,61.383,55.387,44.613,17.35,224,0.875,bilinear,-54.573,-43.323,-11 dla60_res2net,38.607,61.393,54.547,45.453,20.85,224,0.875,bilinear,-54.763,-44.293,-25 tf_efficientnet_b0,38.577,61.423,55.963,44.037,5.29,224,0.875,bicubic,-53.823,-42.507,+52 selecsls60b,38.563,61.437,55.287,44.713,32.77,224,0.875,bicubic,-54.937,-43.553,-42 -repvgg_a2,38.557,61.443,55.760,44.240,28.21,224,0.875,bilinear,-54.123,-42.760,+27 +repvgg_a2,38.557,61.443,55.760,44.240,28.21,224,0.875,bilinear,-54.123,-42.760,+26 hardcorenas_f,38.503,61.497,55.650,44.350,8.20,224,0.875,bilinear,-54.477,-42.970,+2 -resmlp_12_224,38.443,61.557,56.320,43.680,15.35,224,0.875,bicubic,-53.677,-42.250,+63 +resmlp_12_224,38.443,61.557,56.320,43.680,15.35,224,0.875,bicubic,-53.677,-42.250,+62 dla60_res2next,38.433,61.567,54.947,45.053,17.03,224,0.875,bilinear,-55.117,-43.833,-53 -regnetx_064,38.420,61.580,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-43.710,-63 +regnetx_064,38.420,61.580,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-64 gluon_resnet50_v1b,38.413,61.587,54.817,45.183,25.56,224,0.875,bicubic,-54.147,-43.733,+33 tf_efficientnet_cc_b0_4e,38.400,61.600,55.157,44.843,13.31,224,0.875,bicubic,-54.430,-43.283,+12 hrnet_w18,38.273,61.727,55.653,44.347,21.30,224,0.875,bilinear,-54.487,-43.007,+16 tinynet_a,38.223,61.777,55.177,44.823,6.19,192,0.875,bicubic,-54.587,-43.383,+13 poolformer_s12,38.163,61.837,56.190,43.810,11.92,224,0.900,bicubic,-54.307,-42.160,+33 -mixnet_l,38.160,61.840,54.753,45.247,7.33,224,0.875,bicubic,-55.110,-43.947,-34 +mixnet_l,38.160,61.840,54.753,45.247,7.33,224,0.875,bicubic,-55.110,-43.947,-33 hardcorenas_e,38.150,61.850,55.167,44.833,8.07,224,0.875,bilinear,-54.790,-43.413,-5 efficientnet_b1,38.090,61.910,54.020,45.980,7.79,256,1.000,bicubic,-54.930,-44.690,-13 coat_lite_tiny,38.070,61.930,53.460,46.540,5.72,224,0.900,bicubic,-54.790,-45.180,+3 -gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+12 +gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+13 resnetrs50,37.970,62.030,53.313,46.687,35.69,224,0.910,bicubic,-56.050,-45.537,-124 -mobilevitv2_125,37.883,62.117,54.060,45.940,7.48,256,0.888,bicubic,-55.577,-44.720,-56 +mobilevitv2_125,37.883,62.117,54.060,45.940,7.48,256,0.888,bicubic,-55.577,-44.800,-56 hardcorenas_c,37.873,62.127,55.713,44.287,5.52,224,0.875,bilinear,-54.487,-42.637,+34 -gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.060,-44.583,-9 +gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.060,-44.583,-8 res2net50_26w_4s,37.830,62.170,53.070,46.930,25.70,224,0.875,bilinear,-55.350,-45.600,-33 efficientnet_es,37.787,62.213,54.980,45.020,5.44,224,0.875,bicubic,-55.133,-43.710,-13 resnest14d,37.773,62.227,56.450,43.550,10.61,224,0.875,bilinear,-53.357,-41.880,+80 -tv_resnext50_32x4d,37.740,62.260,54.120,45.880,25.03,224,0.875,bilinear,-55.170,-44.600,-12 +tv_resnext50_32x4d,37.740,62.260,54.120,45.880,25.03,224,0.875,bilinear,-55.170,-44.600,-13 resnet26t,37.690,62.310,55.260,44.740,16.01,256,0.940,bicubic,-54.980,-43.320,+6 -ecaresnet26t,37.647,62.353,54.347,45.653,16.01,320,0.950,bicubic,-56.313,-44.573,-127 +ecaresnet26t,37.647,62.353,54.347,45.653,16.01,320,0.950,bicubic,-56.313,-44.573,-128 hardcorenas_d,37.533,62.467,54.713,45.287,7.50,224,0.875,bilinear,-55.067,-43.717,+10 -res2next50,37.483,62.517,52.863,47.137,24.67,224,0.875,bilinear,-55.677,-45.907,-36 +res2next50,37.483,62.517,52.863,47.137,24.67,224,0.875,bilinear,-55.677,-45.787,-37 resnet34,37.453,62.547,54.303,45.697,21.80,224,0.875,bilinear,-53.747,-43.937,+68 pit_ti_distilled_224,37.323,62.677,55.133,44.867,5.10,224,0.900,bicubic,-53.577,-43.087,+80 lambda_resnet26t,37.297,62.703,53.580,46.420,10.96,256,0.940,bicubic,-56.103,-45.150,-59 hardcorenas_b,37.240,62.760,55.050,44.950,5.18,224,0.875,bilinear,-54.690,-43.350,+40 -mobilenetv3_large_100_miil,37.220,62.780,53.547,46.453,5.48,224,0.875,bilinear,-55.050,-44.693,+24 -eca_halonext26ts,37.183,62.817,53.120,46.880,10.76,256,0.940,bicubic,-56.377,-45.560,-84 +mobilenetv3_large_100_miil,37.220,62.780,53.547,46.453,5.48,224,0.875,bilinear,-55.050,-44.693,+25 +eca_halonext26ts,37.183,62.817,53.120,46.880,10.76,256,0.940,bicubic,-56.377,-45.560,-83 cs3darknet_focus_m,37.140,62.860,53.917,46.083,9.30,288,0.950,bicubic,-55.970,-44.823,-41 res2net50_48w_2s,37.127,62.873,53.347,46.653,25.29,224,0.875,bilinear,-55.663,-45.133,-12 -lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-69 +lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-70 dla60,37.073,62.927,54.193,45.807,22.04,224,0.875,bilinear,-55.587,-44.437,-6 rexnet_100,37.063,62.937,54.037,45.963,4.80,224,0.875,bicubic,-55.787,-44.583,-20 bat_resnext26ts,37.063,62.937,53.753,46.247,10.73,256,0.900,bicubic,-56.037,-44.977,-45 regnety_016,37.010,62.990,54.080,45.920,11.20,224,0.875,bicubic,-55.990,-44.600,-37 -tf_mixnet_l,36.973,63.027,52.587,47.413,7.33,224,0.875,bicubic,-56.067,-45.953,-44 -botnet26t_256,36.957,63.043,53.083,46.917,12.49,256,0.950,bicubic,-56.473,-45.567,-76 +tf_mixnet_l,36.973,63.027,52.587,47.413,7.33,224,0.875,bicubic,-56.067,-45.953,-43 +botnet26t_256,36.957,63.043,53.083,46.917,12.49,256,0.950,bicubic,-56.473,-45.567,-74 legacy_seresnet50,36.867,63.133,53.473,46.527,28.09,224,0.875,bilinear,-55.803,-45.177,-14 -halonet26t,36.850,63.150,52.277,47.723,12.48,256,0.950,bicubic,-56.760,-46.363,-101 +halonet26t,36.850,63.150,52.277,47.723,12.48,256,0.950,bicubic,-56.760,-46.363,-100 tv_densenet121,36.813,63.187,54.030,45.970,7.98,224,0.875,bicubic,-54.587,-44.220,+43 tf_efficientnet_lite2,36.803,63.197,53.320,46.680,6.09,260,0.890,bicubic,-55.797,-45.230,-11 mobilenetv2_120d,36.793,63.207,54.050,45.950,5.83,224,0.875,bicubic,-55.817,-44.450,-13 @@ -549,7 +553,7 @@ eca_botnext26ts_256,36.687,63.313,52.483,47.517,10.59,256,0.950,bicubic,-56.683, regnetx_016,36.677,63.323,53.293,46.707,9.19,224,0.875,bicubic,-55.853,-45.257,-10 hardcorenas_a,36.673,63.327,54.917,45.083,5.26,224,0.875,bilinear,-54.947,-43.253,+29 levit_128s,36.633,63.367,53.123,46.877,7.78,224,0.900,bicubic,-54.867,-45.277,+31 -efficientnet_b0,36.597,63.403,53.487,46.513,5.29,224,0.875,bicubic,-55.883,-45.193,-11 +efficientnet_b0,36.597,63.403,53.487,46.513,5.29,224,0.875,bicubic,-55.883,-45.193,-12 vit_base_patch32_224_sam,36.550,63.450,53.043,46.957,88.22,224,0.900,bicubic,-53.310,-44.557,+72 xcit_nano_12_p8_224_dist,36.533,63.467,52.883,47.117,3.05,224,1.000,bicubic,-55.887,-45.637,-7 cs3darknet_m,36.457,63.543,53.230,46.770,9.31,288,0.950,bicubic,-56.803,-45.490,-76 @@ -557,23 +561,23 @@ mobilevitv2_100,36.393,63.607,53.067,46.933,4.90,256,0.888,bicubic,-56.737,-45.6 tf_efficientnet_em,36.387,63.613,52.833,47.167,6.90,240,0.882,bicubic,-56.783,-45.837,-70 skresnet18,36.323,63.677,54.187,45.813,11.96,224,0.875,bicubic,-53.847,-43.593,+63 repvgg_b0,36.283,63.717,54.067,45.933,15.82,224,0.875,bilinear,-55.397,-44.383,+18 -tv_resnet50,36.167,63.833,52.807,47.193,25.56,224,0.875,bilinear,-55.963,-45.713,+2 -xcit_nano_12_p16_384_dist,36.160,63.840,53.247,46.753,3.05,384,1.000,bicubic,-55.970,-45.173,+2 +tv_resnet50,36.167,63.833,52.807,47.193,25.56,224,0.875,bilinear,-55.963,-45.613,+3 +xcit_nano_12_p16_384_dist,36.160,63.840,53.247,46.753,3.05,384,1.000,bicubic,-55.970,-45.273,+1 legacy_seresnet34,36.140,63.860,52.550,47.450,21.96,224,0.875,bilinear,-55.350,-45.650,+21 coat_tiny,36.120,63.880,51.060,48.940,5.50,224,0.900,bicubic,-57.390,-47.630,-107 tv_resnet34,36.077,63.923,53.533,46.467,21.80,224,0.875,bilinear,-54.213,-44.447,+55 deit_tiny_distilled_patch16_224,36.023,63.977,54.237,45.763,5.91,224,0.900,bicubic,-55.057,-44.033,+39 mobilenetv2_140,36.010,63.990,53.957,46.043,6.11,224,0.875,bicubic,-56.030,-44.293,0 tf_efficientnet_lite0,35.917,64.083,53.473,46.527,4.65,224,0.875,bicubic,-55.383,-44.617,+23 -seresnext26ts,35.830,64.170,53.933,46.067,10.39,256,0.900,bicubic,-56.990,-44.667,-48 -selecsls42b,35.807,64.193,52.493,47.507,32.46,224,0.875,bicubic,-56.673,-45.947,-29 +seresnext26ts,35.830,64.170,53.933,46.067,10.39,256,0.900,bicubic,-56.990,-44.667,-49 +selecsls42b,35.807,64.193,52.493,47.507,32.46,224,0.875,bicubic,-56.673,-45.947,-28 xcit_nano_12_p8_384_dist,35.770,64.230,52.297,47.703,3.05,384,1.000,bicubic,-57.500,-46.553,-95 gluon_resnet34_v1b,35.760,64.240,52.183,47.817,21.80,224,0.875,bicubic,-55.340,-45.997,+32 dla34,35.640,64.360,52.787,47.213,15.74,224,0.875,bilinear,-55.590,-45.383,+21 -mixnet_m,35.637,64.363,52.423,47.577,5.01,224,0.875,bicubic,-56.633,-45.927,-18 efficientnet_lite0,35.637,64.363,53.637,46.363,4.65,224,0.875,bicubic,-55.623,-44.613,+18 +mixnet_m,35.637,64.363,52.423,47.577,5.01,224,0.875,bicubic,-56.633,-45.927,-19 ssl_resnet18,35.593,64.407,53.740,46.260,11.69,224,0.875,bilinear,-55.107,-44.290,+36 -mobilenetv3_rw,35.537,64.463,53.707,46.293,5.48,224,0.875,bicubic,-56.013,-44.573,+4 +mobilenetv3_rw,35.537,64.463,53.707,46.293,5.48,224,0.875,bicubic,-56.013,-44.573,+5 efficientnet_es_pruned,35.390,64.610,52.847,47.153,5.44,224,0.875,bicubic,-56.320,-45.563,-2 mobilenetv2_110d,35.307,64.693,52.847,47.153,4.52,224,0.875,bicubic,-56.023,-45.343,+11 tf_mixnet_m,35.180,64.820,50.983,49.017,5.01,224,0.875,bicubic,-57.030,-47.437,-19 @@ -590,27 +594,27 @@ regnety_008,34.810,65.190,51.750,48.250,6.26,224,0.875,bicubic,-57.090,-46.670,- pit_ti_224,34.677,65.323,52.160,47.840,4.85,224,0.900,bicubic,-55.763,-45.850,+26 mobilenetv3_large_100,34.600,65.400,52.863,47.137,5.48,224,0.875,bicubic,-56.880,-45.457,-7 crossvit_9_240,34.597,65.403,51.763,48.237,8.55,240,0.875,bicubic,-56.453,-46.547,+14 -seresnext26t_32x4d,34.543,65.457,51.380,48.620,16.81,224,0.875,bicubic,-58.277,-47.180,-74 +seresnext26t_32x4d,34.543,65.457,51.380,48.620,16.81,224,0.875,bicubic,-58.277,-47.180,-73 seresnext26d_32x4d,34.533,65.467,51.553,48.447,16.81,224,0.875,bicubic,-57.897,-46.987,-48 mixer_b16_224,34.423,65.577,48.080,51.920,59.88,224,0.875,bicubic,-56.727,-49.320,+4 resnet26d,34.283,65.717,51.687,48.313,16.01,224,0.875,bicubic,-57.977,-46.763,-39 -tf_efficientnet_es,34.263,65.737,51.347,48.653,5.44,224,0.875,bicubic,-57.857,-47.083,-33 +tf_efficientnet_es,34.263,65.737,51.347,48.653,5.44,224,0.875,bicubic,-57.857,-47.083,-32 fbnetc_100,34.253,65.747,51.187,48.813,5.57,224,0.875,bilinear,-56.997,-46.663,-6 -regnety_006,34.147,65.853,51.270,48.730,6.06,224,0.875,bicubic,-57.403,-47.160,-18 +regnety_006,34.147,65.853,51.270,48.730,6.06,224,0.875,bicubic,-57.403,-47.160,-19 tf_mobilenetv3_large_100,33.940,66.060,51.483,48.517,5.48,224,0.875,bilinear,-57.480,-46.777,-14 -mnasnet_100,33.780,66.220,51.177,48.823,4.38,224,0.875,bicubic,-57.430,-46.873,-7 -semnasnet_075,33.780,66.220,52.427,47.573,2.91,224,0.875,bicubic,-56.430,-45.543,+18 +semnasnet_075,33.780,66.220,52.427,47.573,2.91,224,0.875,bicubic,-56.430,-45.543,+19 +mnasnet_100,33.780,66.220,51.177,48.823,4.38,224,0.875,bicubic,-57.430,-46.873,-8 regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-5 lcnet_100,33.750,66.250,52.090,47.910,2.95,224,0.875,bicubic,-55.220,-45.290,+34 vit_tiny_r_s16_p8_384,33.647,66.353,50.683,49.317,6.36,384,1.000,bicubic,-58.083,-47.747,-31 -mobilevit_s,33.637,66.363,49.280,50.720,5.58,256,0.900,bicubic,-59.523,-49.040,-117 +mobilevit_s,33.637,66.363,49.280,50.720,5.58,256,0.900,bicubic,-59.523,-49.490,-118 xcit_nano_12_p8_224,33.580,66.420,50.213,49.787,3.05,224,1.000,bicubic,-57.550,-48.017,-5 -vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.897,-47.753,-144 +vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.897,-47.753,-146 semnasnet_100,33.523,66.477,50.787,49.213,3.89,224,0.875,bicubic,-58.137,-47.483,-31 resnet26,33.493,66.507,50.930,49.070,16.00,224,0.875,bicubic,-57.947,-47.330,-25 -mixnet_s,33.477,66.523,51.010,48.990,4.13,224,0.875,bicubic,-58.293,-47.290,-38 -spnasnet_100,33.477,66.523,51.270,48.730,4.42,224,0.875,bilinear,-57.123,-46.690,0 -crossvit_tiny_240,33.353,66.647,49.893,50.107,7.01,240,0.875,bicubic,-57.187,-48.097,+1 +spnasnet_100,33.477,66.523,51.270,48.730,4.42,224,0.875,bilinear,-57.123,-46.690,+1 +mixnet_s,33.477,66.523,51.010,48.990,4.13,224,0.875,bicubic,-58.293,-47.290,-39 +crossvit_tiny_240,33.353,66.647,49.893,50.107,7.01,240,0.875,bicubic,-57.187,-48.047,+2 mobilevitv2_075,33.350,66.650,50.077,49.923,2.87,256,0.888,bicubic,-58.620,-48.223,-46 vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-8 ghostnet_100,33.207,66.793,51.160,48.840,5.18,224,0.875,bilinear,-57.233,-46.670,+1 @@ -633,7 +637,7 @@ tf_mobilenetv3_large_minimal_100,31.593,68.407,49.340,50.660,3.92,224,0.875,bili vit_tiny_r_s16_p8_224,30.797,69.203,47.643,52.357,6.34,224,0.900,bicubic,-58.553,-50.057,-2 tinynet_c,30.510,69.490,48.490,51.510,2.46,184,0.875,bicubic,-57.910,-48.780,+7 lcnet_075,30.383,69.617,48.753,51.247,2.36,224,0.875,bicubic,-56.557,-47.777,+16 -vgg16_bn,30.360,69.640,47.263,52.737,138.37,224,0.875,bilinear,-60.180,-50.677,-21 +vgg16_bn,30.360,69.640,47.263,52.737,138.37,224,0.875,bilinear,-60.180,-50.727,-22 regnety_002,29.687,70.313,46.800,53.200,3.16,224,0.875,bicubic,-58.503,-50.640,+6 resnet10t,29.610,70.390,47.837,52.163,5.44,224,0.950,bilinear,-57.120,-48.833,+14 mobilevit_xs,29.597,70.403,46.040,53.960,2.32,256,0.900,bicubic,-61.603,-52.180,-43 @@ -652,8 +656,8 @@ tinynet_d,27.963,72.037,45.863,54.137,2.34,152,0.875,bicubic,-57.457,-50.157,+6 vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-22 tf_mobilenetv3_small_100,27.287,72.713,44.420,55.580,2.54,224,0.875,bilinear,-58.683,-51.980,+1 mixer_l16_224,26.857,73.143,37.923,62.077,208.20,224,0.875,bicubic,-60.113,-56.127,-4 -mobilenetv3_small_075,26.533,73.467,43.887,56.113,2.04,224,0.875,bicubic,-57.587,-51.613,+5 -vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-7 +mobilenetv3_small_075,26.533,73.467,43.887,56.113,2.04,224,0.875,bicubic,-57.587,-51.613,+6 +vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-8 mobilevit_xxs,26.347,73.653,43.030,56.970,1.27,256,0.900,bicubic,-61.603,-54.150,-12 vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-12 lcnet_050,26.220,73.780,44.607,55.393,1.88,224,0.875,bicubic,-56.790,-50.403,+3 diff --git a/results/results-imagenet-real.csv b/results/results-imagenet-real.csv index 020ef410..c0bc6be6 100644 --- a/results/results-imagenet-real.csv +++ b/results/results-imagenet-real.csv @@ -1,7 +1,7 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff beit_large_patch16_512,90.691,9.309,98.751,1.249,305.67,512,1.000,bicubic,+2.089,+0.095,0 -volo_d5_512,90.610,9.390,98.698,1.302,296.09,512,1.150,bicubic,+3.570,+0.730,+12 -beit_large_patch16_384,90.610,9.390,98.764,1.236,305.00,384,1.000,bicubic,+2.204,+0.158,-1 +beit_large_patch16_384,90.610,9.390,98.764,1.236,305.00,384,1.000,bicubic,+2.204,+0.158,0 +volo_d5_512,90.610,9.390,98.698,1.302,296.09,512,1.150,bicubic,+3.570,+0.730,+11 volo_d5_448,90.584,9.416,98.685,1.315,295.91,448,1.150,bicubic,+3.630,+0.745,+13 tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.213,+0.129,-2 tf_efficientnet_l2_ns_475,90.540,9.460,98.710,1.290,480.31,475,0.936,bicubic,+2.308,+0.164,-2 @@ -16,8 +16,8 @@ vit_large_patch16_384,90.198,9.802,98.661,1.339,304.72,384,1.000,bicubic,+3.118, cait_m48_448,90.189,9.811,98.484,1.516,356.46,448,1.000,bicubic,+3.701,+0.734,+11 volo_d3_448,90.168,9.832,98.550,1.450,86.63,448,1.000,bicubic,+3.672,+0.840,+9 swinv2_large_window12to24_192to384_22kft1k,90.157,9.843,98.604,1.396,196.74,384,1.000,bicubic,+2.701,+0.352,-9 -beit_large_patch16_224,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.419,-11 -convnext_base_384_in22ft1k,90.151,9.849,98.728,1.272,88.59,384,1.000,bicubic,+3.609,+0.538,+5 +convnext_base_384_in22ft1k,90.151,9.849,98.728,1.272,88.59,384,1.000,bicubic,+3.609,+0.538,+6 +beit_large_patch16_224,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.419,-12 tf_efficientnet_b7_ns,90.093,9.907,98.614,1.386,66.35,600,0.949,bicubic,+3.261,+0.518,-1 cait_m36_384,90.049,9.951,98.493,1.507,271.22,384,1.000,bicubic,+3.995,+0.763,+16 dm_nfnet_f6,90.044,9.956,98.546,1.454,438.36,576,0.956,bicubic,+3.902,+0.816,+12 @@ -27,20 +27,20 @@ tf_efficientnetv2_l_in21ft1k,90.004,9.996,98.623,1.377,118.52,480,1.000,bicubic, swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.639,+2 vit_base_patch16_384,89.987,10.014,98.680,1.319,86.86,384,1.000,bicubic,+3.981,+0.676,+12 convnext_xlarge_in22ft1k,89.933,10.067,98.570,1.431,350.20,224,0.875,bicubic,+2.931,+0.358,-13 -swinv2_large_window12to16_192to256_22kft1k,89.922,10.078,98.510,1.490,196.74,256,0.900,bicubic,+2.977,+0.400,-11 +swinv2_large_window12to16_192to256_22kft1k,89.922,10.078,98.510,1.490,196.74,256,0.900,bicubic,+2.976,+0.400,-11 xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.888,+0.700,+10 deit3_base_patch16_384_in21ft1k,89.884,10.116,98.602,1.399,86.88,384,1.000,bicubic,+3.142,+0.490,-9 volo_d5_224,89.882,10.118,98.493,1.507,295.46,224,0.960,bicubic,+3.812,+0.915,+4 -swinv2_base_window12to16_192to256_22kft1k,89.873,10.127,98.657,1.343,87.92,256,0.900,bicubic,+3.603,+0.761,-1 +swinv2_base_window12to16_192to256_22kft1k,89.873,10.127,98.657,1.343,87.92,256,0.900,bicubic,+3.603,+0.761,-1g cait_s36_384,89.844,10.156,98.424,1.576,68.37,384,1.000,bicubic,+4.384,+0.946,+22 volo_d4_224,89.814,10.186,98.424,1.576,192.96,224,0.960,bicubic,+3.938,+0.956,+6 -xcit_medium_24_p8_384_dist,89.811,10.188,98.362,1.638,84.32,384,1.000,bicubic,+3.995,+0.770,+9 -convnext_large_in22ft1k,89.811,10.188,98.493,1.507,197.77,224,0.875,bicubic,+3.175,+0.465,-14 +convnext_large_in22ft1k,89.811,10.188,98.493,1.507,197.77,224,0.875,bicubic,+3.175,+0.465,-13 +xcit_medium_24_p8_384_dist,89.811,10.188,98.362,1.638,84.32,384,1.000,bicubic,+3.995,+0.770,+7 convnext_small_384_in22ft1k,89.803,10.197,98.655,1.345,50.22,384,1.000,bicubic,+4.079,+0.791,+11 swin_large_patch4_window7_224,89.794,10.206,98.642,1.358,196.53,224,0.900,bicubic,+3.474,+0.750,-9 vit_large_r50_s32_384,89.792,10.208,98.516,1.484,329.09,384,1.000,bicubic,+3.612,+0.596,-7 -volo_d2_384,89.784,10.216,98.401,1.599,58.87,384,1.000,bicubic,+3.748,+0.827,-4 tf_efficientnet_b6_ns,89.784,10.216,98.512,1.488,43.04,528,0.942,bicubic,+3.334,+0.626,-14 +volo_d2_384,89.784,10.216,98.401,1.599,58.87,384,1.000,bicubic,+3.748,+0.827,-4 tf_efficientnetv2_m_in21ft1k,89.779,10.221,98.501,1.499,54.14,480,1.000,bicubic,+4.193,+0.755,+9 xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.185,+0.850,+9 volo_d1_384,89.698,10.302,98.294,1.706,26.78,384,1.000,bicubic,+4.448,+1.080,+20 @@ -50,16 +50,16 @@ tf_efficientnet_b5_ns,89.649,10.351,98.482,1.518,30.39,456,0.934,bicubic,+3.561, convnext_base_in22ft1k,89.628,10.372,98.537,1.462,88.59,224,0.875,bicubic,+3.804,+0.671,-6 tf_efficientnetv2_xl_in21ft1k,89.589,10.411,98.174,1.825,208.12,512,1.000,bicubic,+3.169,+0.306,-21 tf_efficientnet_b8_ap,89.581,10.419,98.303,1.697,87.41,672,0.954,bicubic,+4.209,+1.009,+11 -dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.783,-2 volo_d3_224,89.557,10.443,98.375,1.625,86.33,224,0.960,bicubic,+4.145,+1.095,+8 +dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.783,-2 xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.814,+7 xcit_small_12_p8_384_dist,89.515,10.485,98.303,1.697,26.21,384,1.000,bicubic,+4.435,+1.023,+18 cait_s24_384,89.506,10.494,98.367,1.633,47.06,384,1.000,bicubic,+4.456,+1.019,+21 dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.963,+0.937,-3 -xcit_medium_24_p16_384_dist,89.474,10.526,98.296,1.704,84.40,384,1.000,bicubic,+4.052,+0.890,+1 -dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.838,-15 +xcit_medium_24_p16_384_dist,89.474,10.526,98.296,1.704,84.40,384,1.000,bicubic,+4.052,+0.890,0 +dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.838,-14 deit3_base_patch16_224_in21ft1k,89.451,10.549,98.557,1.443,86.59,224,1.000,bicubic,+3.735,+0.813,-10 -deit_base_distilled_patch16_384,89.429,10.571,98.439,1.561,87.63,384,1.000,bicubic,+4.007,+1.107,-3 +deit_base_distilled_patch16_384,89.429,10.571,98.439,1.561,87.63,384,1.000,bicubic,+4.007,+1.107,-2 tf_efficientnet_b7_ap,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.309,+1.093,+8 vit_base_patch8_224,89.427,10.573,98.486,1.514,86.58,224,0.900,bicubic,+3.637,+0.694,-16 beit_base_patch16_224,89.410,10.590,98.525,1.475,86.53,224,0.900,bicubic,+4.182,+0.869,+2 @@ -72,9 +72,9 @@ volo_d2_224,89.327,10.673,98.209,1.791,58.68,224,0.960,bicubic,+4.133,+1.021,-2 vit_large_patch16_224,89.314,10.686,98.394,1.606,304.33,224,0.900,bicubic,+3.470,+0.572,-29 tf_efficientnet_b4_ns,89.303,10.697,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,-3 xcit_small_24_p16_384_dist,89.295,10.705,98.328,1.672,47.67,384,1.000,bicubic,+4.207,+1.020,-1 -xcit_medium_24_p8_224_dist,89.290,10.710,98.192,1.808,84.32,224,1.000,bicubic,+4.221,+0.912,+1 +xcit_medium_24_p8_224_dist,89.290,10.710,98.192,1.808,84.32,224,1.000,bicubic,+4.220,+0.912,+1 tf_efficientnetv2_m,89.286,10.714,98.236,1.764,54.14,480,1.000,bicubic,+4.250,+0.958,+3 -deit3_huge_patch14_224,89.212,10.789,98.166,1.834,632.13,224,0.900,bicubic,+4.005,+0.808,-9 +deit3_huge_patch14_224,89.212,10.789,98.166,1.834,632.13,224,0.900,bicubic,+4.006,+0.808,-9 xcit_small_24_p8_224_dist,89.201,10.799,98.245,1.755,47.63,224,1.000,bicubic,+4.325,+1.057,+9 xcit_small_12_p16_384_dist,89.194,10.806,98.219,1.781,26.25,384,1.000,bicubic,+4.486,+1.103,+14 swin_base_patch4_window7_224,89.147,10.852,98.424,1.576,87.77,224,0.900,bicubic,+3.897,+0.862,-15 @@ -84,10 +84,10 @@ convnext_small_in22ft1k,89.122,10.878,98.322,1.678,50.22,224,0.875,bicubic,+4.55 ig_resnext101_32x48d,89.115,10.885,98.132,1.868,828.41,224,0.875,bilinear,+3.679,+0.556,-26 ig_resnext101_32x32d,89.109,10.891,98.183,1.817,468.53,224,0.875,bilinear,+4.009,+0.749,-13 tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.149,+0.979,-2 -ecaresnet269d,89.069,10.931,98.232,1.768,102.09,352,1.000,bicubic,+4.094,+1.006,-4 +ecaresnet269d,89.069,10.931,98.232,1.768,102.09,352,1.000,bicubic,+4.095,+1.006,-4 xcit_large_24_p16_224_dist,89.041,10.959,98.061,1.939,189.10,224,1.000,bicubic,+4.121,+0.929,-3 -dm_nfnet_f2,89.011,10.989,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.947,-12 -resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.613,+1.097,+17 +resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.613,+1.097,+18 +dm_nfnet_f2,89.011,10.989,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.947,-13 xcit_small_12_p8_224_dist,89.002,10.998,98.078,1.922,26.21,224,1.000,bicubic,+4.772,+1.204,+28 efficientnetv2_rw_m,88.990,11.011,98.213,1.787,53.24,416,1.000,bicubic,+4.178,+1.067,-3 regnetz_040h,88.953,11.047,98.202,1.798,28.94,320,1.000,bicubic,+4.457,+1.196,+9 @@ -95,23 +95,23 @@ tf_efficientnet_b5_ap,88.942,11.057,98.164,1.836,30.39,456,0.934,bicubic,+4.688, deit3_base_patch16_384,88.928,11.072,98.046,1.954,86.88,384,1.000,bicubic,+3.852,+0.792,-20 dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.301,+1.017,-1 volo_d1_224,88.906,11.094,98.031,1.968,26.63,224,0.960,bicubic,+4.742,+1.257,+27 -tf_efficientnetv2_s_in21ft1k,88.904,11.096,98.279,1.721,21.46,384,1.000,bicubic,+4.608,+1.025,+14 +tf_efficientnetv2_s_in21ft1k,88.904,11.096,98.279,1.721,21.46,384,1.000,bicubic,+4.608,+1.025,+13 vit_base_patch16_224,88.864,11.136,98.230,1.770,86.57,224,0.900,bicubic,+4.334,+0.934,0 -regnetz_d8,88.855,11.145,98.189,1.810,23.37,320,1.000,bicubic,+4.803,+1.194,+29 +regnetz_d8,88.855,11.145,98.189,1.810,23.37,320,1.000,bicubic,+4.803,+1.193,+29 resnetrs420,88.842,11.158,98.034,1.966,191.89,416,1.000,bicubic,+3.834,+0.910,-20 regnetz_d8_evos,88.838,11.162,98.132,1.868,23.46,320,0.950,bicubic,+4.788,+1.136,+28 resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.398,+1.162,+2 ig_resnext101_32x16d,88.825,11.175,98.049,1.951,194.03,224,0.875,bilinear,+4.655,+0.851,+19 -vit_small_r26_s32_384,88.812,11.188,98.343,1.657,36.47,384,1.000,bicubic,+4.764,+1.015,+27 -xcit_medium_24_p16_224_dist,88.804,11.196,98.038,1.962,84.40,224,1.000,bicubic,+4.526,+1.098,+7 +vit_small_r26_s32_384,88.812,11.188,98.343,1.657,36.47,384,1.000,bicubic,+4.764,+1.015,+26 vit_base_r50_s16_384,88.804,11.196,98.232,1.768,98.95,384,1.000,bicubic,+3.828,+0.942,-24 +xcit_medium_24_p16_224_dist,88.804,11.196,98.038,1.962,84.40,224,1.000,bicubic,+4.526,+1.098,+7 seresnet152d,88.797,11.203,98.174,1.825,66.84,320,1.000,bicubic,+4.433,+1.130,+1 -swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.967,+4 -xcit_tiny_24_p8_384_dist,88.778,11.222,98.164,1.836,12.11,384,1.000,bicubic,+5.032,+1.452,+42 +xcit_tiny_24_p8_384_dist,88.778,11.222,98.164,1.836,12.11,384,1.000,bicubic,+5.032,+1.452,+43 +swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.967,+3 convnext_tiny_384_in22ft1k,88.772,11.228,98.298,1.702,28.59,384,1.000,bicubic,+4.696,+1.140,+16 -deit3_large_patch16_224,88.759,11.241,97.912,2.088,304.37,224,0.900,bicubic,+3.997,+0.874,-21 -resnetrs200,88.759,11.241,98.113,1.887,93.21,320,1.000,bicubic,+4.319,+1.033,-9 -tf_efficientnet_b6,88.759,11.241,98.068,1.932,43.04,528,0.942,bicubic,+4.651,+1.180,+12 +resnetrs200,88.759,11.241,98.113,1.887,93.21,320,1.000,bicubic,+4.319,+1.033,-8 +tf_efficientnet_b6,88.759,11.241,98.068,1.932,43.04,528,0.942,bicubic,+4.651,+1.180,+13 +deit3_large_patch16_224,88.759,11.241,97.912,2.088,304.37,224,0.900,bicubic,+3.997,+0.874,-23 resnetrs350,88.755,11.245,98.031,1.968,163.96,384,1.000,bicubic,+4.043,+1.041,-23 vit_base_patch16_224_miil,88.742,11.258,98.027,1.973,86.54,224,0.875,bilinear,+4.470,+1.225,-1 regnetz_040,88.727,11.273,98.091,1.909,27.12,320,1.000,bicubic,+4.491,+1.159,+1 @@ -123,122 +123,125 @@ vit_small_patch16_384,88.648,11.352,98.230,1.770,22.20,384,1.000,bicubic,+4.848, regnety_080,88.635,11.365,97.972,2.028,39.18,288,1.000,bicubic,+4.707,+1.084,+15 eca_nfnet_l1,88.624,11.376,98.134,1.866,41.41,320,1.000,bicubic,+4.612,+1.102,+11 swinv2_base_window16_256,88.584,11.416,97.895,2.105,87.92,256,0.900,bicubic,+3.992,+0.821,-29 -convnext_large,88.577,11.423,97.854,2.146,197.77,224,0.875,bicubic,+4.281,+0.960,-15 -resnetv2_152x4_bitm,88.552,11.448,98.189,1.810,936.53,480,1.000,bilinear,+3.634,+0.748,-41 +convnext_large,88.577,11.423,97.854,2.146,197.77,224,0.875,bicubic,+4.281,+0.960,-14 +resnetv2_152x4_bitm,88.552,11.448,98.189,1.810,936.53,480,1.000,bilinear,+3.634,+0.747,-41 resnet200d,88.545,11.455,97.959,2.041,64.69,320,1.000,bicubic,+4.585,+1.135,+8 seresnextaa101d_32x8d,88.543,11.457,98.002,1.998,93.59,288,1.000,bicubic,+3.971,+0.932,-32 xcit_small_24_p16_224_dist,88.535,11.465,98.002,1.998,47.67,224,1.000,bicubic,+4.665,+1.270,+10 resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.041,-31 swinv2_base_window8_256,88.518,11.482,97.893,2.107,87.92,256,0.900,bicubic,+4.256,+0.971,-16 seresnext101_32x8d,88.505,11.495,97.888,2.112,93.57,288,1.000,bicubic,+4.301,+1.014,-12 -crossvit_18_dagger_408,88.475,11.525,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-12 -efficientnetv2_rw_s,88.475,11.525,97.972,2.028,23.94,384,1.000,bicubic,+4.665,+1.248,+13 +efficientnetv2_rw_s,88.475,11.525,97.972,2.028,23.94,384,1.000,bicubic,+4.665,+1.248,+14 +crossvit_18_dagger_408,88.475,11.525,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-13 resnetv2_101x3_bitm,88.469,11.531,98.157,1.843,387.93,448,1.000,bilinear,+4.025,+0.775,-33 -cait_s24_224,88.451,11.549,97.957,2.043,46.92,224,1.000,bicubic,+4.993,+1.395,+26 +cait_s24_224,88.451,11.549,97.957,2.043,46.92,224,1.000,bicubic,+4.993,+1.395,+27 resnetv2_50x3_bitm,88.445,11.555,98.198,1.802,217.32,448,1.000,bilinear,+4.433,+1.072,-4 resmlp_big_24_distilled_224,88.441,11.559,97.940,2.060,129.14,224,0.875,bicubic,+4.853,+1.292,+21 regnetv_064,88.432,11.568,98.064,1.937,30.58,288,1.000,bicubic,+4.720,+1.318,+16 resnest200e,88.430,11.570,98.044,1.956,70.20,320,0.909,bicubic,+4.602,+1.152,+5 -tf_efficientnet_b3_ns,88.428,11.572,98.027,1.973,12.23,300,0.904,bicubic,+4.380,+1.115,-11 +tf_efficientnet_b3_ns,88.428,11.572,98.027,1.973,12.23,300,0.904,bicubic,+4.380,+1.115,-10 vit_large_r50_s32_224,88.424,11.576,98.085,1.915,328.99,224,0.900,bicubic,+3.994,+0.919,-37 seresnext101d_32x8d,88.424,11.576,97.955,2.045,93.59,288,1.000,bicubic,+4.062,+1.037,-34 tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.512,+1.229,-6 -regnetz_c16_evos,88.379,11.621,98.042,1.958,13.49,320,0.950,bicubic,+5.747,+1.566,+63 -efficientnet_b4,88.368,11.632,97.961,2.039,19.34,384,1.000,bicubic,+4.944,+1.363,+18 +regnetz_c16_evos,88.379,11.621,98.042,1.958,13.49,320,0.950,bicubic,+5.747,+1.566,+66 +efficientnet_b4,88.368,11.632,97.961,2.039,19.34,384,1.000,bicubic,+4.944,+1.363,+19 swinv2_small_window16_256,88.364,11.636,97.852,2.148,49.73,256,0.900,bicubic,+4.154,+0.982,-28 resnet152d,88.353,11.647,97.938,2.062,60.21,320,1.000,bicubic,+4.675,+1.198,+10 -tf_efficientnet_b4_ap,88.351,11.649,97.893,2.107,19.34,380,0.922,bicubic,+5.103,+1.501,+24 +tf_efficientnet_b4_ap,88.351,11.649,97.893,2.107,19.34,380,0.922,bicubic,+5.103,+1.501,+25 convnext_base,88.347,11.653,97.784,2.216,88.59,224,0.875,bicubic,+4.507,+1.034,-8 -deit3_small_patch16_224_in21ft1k,88.334,11.666,98.127,1.873,22.06,224,1.000,bicubic,+5.258,+1.352,+35 +deit3_small_patch16_224_in21ft1k,88.334,11.666,98.127,1.873,22.06,224,1.000,bicubic,+5.258,+1.351,+36 tf_efficientnet_b5,88.323,11.677,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-6 regnety_064,88.319,11.681,97.861,2.139,30.58,288,1.000,bicubic,+4.599,+1.135,0 crossvit_15_dagger_408,88.308,11.692,97.869,2.131,28.50,408,1.000,bicubic,+4.470,+1.089,-10 -deit3_small_patch16_384,88.298,11.702,97.888,2.112,22.21,384,1.000,bicubic,+4.870,+1.212,+8 -resnetrs152,88.255,11.745,97.737,2.263,86.62,320,1.000,bicubic,+4.541,+1.123,-2 -deit3_base_patch16_224,88.251,11.749,97.807,2.193,86.59,224,0.900,bicubic,+4.459,+1.223,-8 +deit3_small_patch16_384,88.298,11.702,97.888,2.112,22.21,384,1.000,bicubic,+4.870,+1.212,+9 +cs3se_edgenet_x,88.291,11.709,97.931,2.069,50.72,320,1.000,bicubic,+4.743,+1.265,+5 +resnetrs152,88.255,11.745,97.737,2.263,86.62,320,1.000,bicubic,+4.541,+1.123,-3 +deit3_base_patch16_224,88.251,11.749,97.807,2.193,86.59,224,0.900,bicubic,+4.459,+1.223,-9 xcit_small_12_p16_224_dist,88.246,11.754,97.846,2.154,26.25,224,1.000,bicubic,+4.900,+1.428,+13 regnetv_040,88.219,11.781,97.972,2.028,20.64,288,1.000,bicubic,+5.021,+1.308,+17 deit_base_distilled_patch16_224,88.214,11.786,97.920,2.080,87.34,224,0.900,bicubic,+4.826,+1.432,+7 -swinv2_small_window8_256,88.185,11.815,97.775,2.225,49.73,256,0.900,bicubic,+4.331,+1.133,-21 -xception65p,88.185,11.815,97.790,2.210,39.82,299,0.940,bicubic,+5.055,+1.310,+21 -xcit_tiny_24_p16_384_dist,88.161,11.839,97.946,2.054,12.12,384,1.000,bicubic,+5.589,+1.658,+51 -xcit_large_24_p8_224,88.157,11.843,97.389,2.611,188.93,224,1.000,bicubic,+3.765,+0.731,-57 -ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.457,+1.224,+41 -resnetv2_152x2_bit_teacher_384,88.150,11.850,98.053,1.947,236.34,384,1.000,bicubic,+4.306,+0.937,-25 -cait_xxs36_384,88.138,11.862,97.908,2.092,17.37,384,1.000,bicubic,+5.946,+1.764,+80 +xception65p,88.185,11.815,97.790,2.210,39.82,299,0.940,bicubic,+5.055,+1.310,+22 +swinv2_small_window8_256,88.185,11.815,97.775,2.225,49.73,256,0.900,bicubic,+4.331,+1.133,-23 +xcit_tiny_24_p16_384_dist,88.161,11.839,97.946,2.054,12.12,384,1.000,bicubic,+5.589,+1.658,+53 +xcit_large_24_p8_224,88.157,11.843,97.389,2.611,188.93,224,1.000,bicubic,+3.765,+0.731,-58 +ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.457,+1.224,+42 +resnetv2_152x2_bit_teacher_384,88.150,11.850,98.053,1.947,236.34,384,1.000,bicubic,+4.306,+0.937,-26 +cait_xxs36_384,88.138,11.862,97.908,2.092,17.37,384,1.000,bicubic,+5.946,+1.764,+82 dm_nfnet_f0,88.125,11.875,97.854,2.146,71.49,256,0.900,bicubic,+4.741,+1.280,0 -xcit_tiny_12_p8_384_dist,88.101,11.899,97.923,2.077,6.71,384,1.000,bicubic,+5.715,+1.701,+57 +xcit_tiny_12_p8_384_dist,88.101,11.899,97.923,2.077,6.71,384,1.000,bicubic,+5.715,+1.701,+59 swsl_resnext101_32x4d,88.099,11.901,97.970,2.030,44.18,224,0.875,bilinear,+4.859,+1.210,+4 xception65,88.071,11.929,97.750,2.250,39.92,299,0.940,bicubic,+4.897,+1.158,+6 convnext_small,88.050,11.950,97.788,2.212,50.22,224,0.875,bicubic,+4.900,+1.358,+6 -swin_s3_base_224,88.050,11.950,97.660,2.340,71.13,224,0.900,bicubic,+4.118,+1.000,-37 -xcit_tiny_24_p8_224_dist,88.035,11.965,97.812,2.188,12.11,224,1.000,bicubic,+5.475,+1.644,+42 +swin_s3_base_224,88.050,11.950,97.660,2.340,71.13,224,0.900,bicubic,+4.118,+1.000,-38 +xcit_tiny_24_p8_224_dist,88.035,11.965,97.812,2.188,12.11,224,1.000,bicubic,+5.475,+1.644,+44 convnext_tiny_in22ft1k,87.997,12.003,97.920,2.080,28.59,224,0.875,bicubic,+5.085,+1.296,+18 -eca_nfnet_l0,87.978,12.023,97.871,2.129,24.14,288,1.000,bicubic,+5.400,+1.381,+37 -nfnet_l0,87.971,12.029,97.867,2.133,35.07,288,1.000,bicubic,+5.219,+1.349,+26 -xcit_small_24_p8_224,87.969,12.031,97.581,2.419,47.63,224,1.000,bicubic,+4.129,+0.945,-35 -tf_efficientnet_b4,87.967,12.033,97.739,2.261,19.34,380,0.922,bicubic,+4.943,+1.439,+11 -regnety_032,87.941,12.059,97.888,2.112,19.44,288,1.000,bicubic,+5.217,+1.466,+24 -resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.462,+10 -mobilevitv2_200_384_in22ft1k,87.935,12.065,97.822,2.178,18.45,384,1.000,bicubic,+4.535,+1.240,-16 -swinv2_cr_small_ns_224,87.922,12.078,97.666,2.334,49.70,224,0.900,bicubic,+4.436,+1.182,-22 -sequencer2d_l,87.915,12.085,97.698,2.302,54.30,224,0.875,bicubic,+4.509,+1.198,-19 -regnety_040,87.913,12.087,97.884,2.116,20.65,288,1.000,bicubic,+4.877,+1.374,+4 -vit_base_patch32_384,87.911,12.089,98.012,1.988,88.30,384,1.000,bicubic,+4.559,+1.176,-17 -twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-30 -twins_pcpvt_large,87.877,12.123,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.255,-6 -swin_s3_small_224,87.860,12.140,97.434,2.566,49.74,224,0.900,bicubic,+4.086,+0.982,-39 +cs3sedarknet_x,87.995,12.005,97.790,2.210,35.40,288,1.000,bicubic,+5.341,+1.444,+32 +eca_nfnet_l0,87.978,12.023,97.871,2.129,24.14,288,1.000,bicubic,+5.400,+1.381,+38 +nfnet_l0,87.971,12.029,97.867,2.133,35.07,288,1.000,bicubic,+5.219,+1.349,+25 +xcit_small_24_p8_224,87.969,12.031,97.581,2.419,47.63,224,1.000,bicubic,+4.129,+0.945,-37 +tf_efficientnet_b4,87.967,12.033,97.739,2.261,19.34,380,0.922,bicubic,+4.943,+1.439,+10 +regnety_032,87.941,12.059,97.888,2.112,19.44,288,1.000,bicubic,+5.217,+1.466,+23 +resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.462,+9 +mobilevitv2_200_384_in22ft1k,87.935,12.065,97.822,2.178,18.45,384,1.000,bicubic,+4.535,+1.240,-17 +swinv2_cr_small_ns_224,87.922,12.078,97.666,2.334,49.70,224,0.900,bicubic,+4.436,+1.182,-23 +sequencer2d_l,87.915,12.085,97.698,2.302,54.30,224,0.875,bicubic,+4.509,+1.198,-20 +regnety_040,87.913,12.087,97.884,2.116,20.65,288,1.000,bicubic,+4.877,+1.374,+3 +vit_base_patch32_384,87.911,12.089,98.012,1.988,88.30,384,1.000,bicubic,+4.559,+1.176,-18 +twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-32 +twins_pcpvt_large,87.877,12.123,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.255,-7 +swin_s3_small_224,87.860,12.140,97.434,2.566,49.74,224,0.900,bicubic,+4.086,+0.982,-41 regnetz_c16,87.858,12.142,97.818,2.182,13.46,320,0.940,bicubic,+5.338,+1.458,+28 -deit_base_patch16_384,87.841,12.159,97.510,2.490,86.86,384,1.000,bicubic,+4.735,+1.140,-6 -mobilevitv2_175_384_in22ft1k,87.837,12.164,97.726,2.274,14.25,384,1.000,bicubic,+4.903,+1.296,0 -xcit_small_12_p8_224,87.828,12.172,97.566,2.434,26.21,224,1.000,bicubic,+4.488,+1.086,-21 -tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.748,+1.289,-6 -resnetv2_50x1_bit_distilled,87.792,12.208,97.899,2.101,25.55,224,0.875,bicubic,+4.970,+1.377,+2 -tresnet_m,87.740,12.259,97.523,2.477,31.39,224,0.875,bilinear,+4.666,+1.403,-9 +deit_base_patch16_384,87.841,12.159,97.510,2.490,86.86,384,1.000,bicubic,+4.735,+1.140,-7 +mobilevitv2_175_384_in22ft1k,87.837,12.164,97.726,2.274,14.25,384,1.000,bicubic,+4.903,+1.296,-1 +xcit_small_12_p8_224,87.828,12.172,97.566,2.434,26.21,224,1.000,bicubic,+4.488,+1.086,-22 +tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.748,+1.289,-7 +resnetv2_50x1_bit_distilled,87.792,12.208,97.899,2.101,25.55,224,0.875,bicubic,+4.970,+1.377,+1 +tresnet_m,87.740,12.259,97.523,2.477,31.39,224,0.875,bilinear,+4.666,+1.403,-10 twins_pcpvt_base,87.732,12.268,97.728,2.272,43.83,224,0.900,bicubic,+5.024,+1.378,+8 -gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.509,+23 -resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.351,+1.421,+34 -swin_small_patch4_window7_224,87.670,12.330,97.568,2.432,49.61,224,0.900,bicubic,+4.452,+1.242,-25 -mobilevitv2_150_384_in22ft1k,87.653,12.347,97.649,2.351,10.59,384,1.000,bicubic,+5.063,+1.333,+9 -twins_svt_base,87.644,12.356,97.525,2.474,56.07,224,0.900,bicubic,+4.506,+1.105,-21 -efficientnetv2_rw_t,87.642,12.358,97.688,2.312,13.65,288,1.000,bicubic,+5.298,+1.654,+28 -pnasnet5large,87.640,12.360,97.485,2.515,86.06,331,0.911,bicubic,+4.858,+1.443,-3 -swinv2_tiny_window16_256,87.617,12.383,97.562,2.438,28.35,256,0.900,bicubic,+4.807,+1.332,-6 -jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.054,+1.151,-46 -swsl_resnext101_32x16d,87.608,12.392,97.820,2.180,194.03,224,0.875,bilinear,+4.258,+0.976,-37 -xcit_medium_24_p8_224,87.606,12.394,97.197,2.803,84.32,224,1.000,bicubic,+3.868,+0.803,-56 +gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.509,+24 +resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.351,+1.422,+35 +swin_small_patch4_window7_224,87.670,12.330,97.568,2.432,49.61,224,0.900,bicubic,+4.452,+1.242,-26 +mobilevitv2_150_384_in22ft1k,87.653,12.347,97.649,2.351,10.59,384,1.000,bicubic,+5.063,+1.333,+10 +twins_svt_base,87.644,12.356,97.525,2.474,56.07,224,0.900,bicubic,+4.506,+1.105,-23 +efficientnetv2_rw_t,87.642,12.358,97.688,2.312,13.65,288,1.000,bicubic,+5.298,+1.492,+28 +pnasnet5large,87.640,12.360,97.485,2.515,86.06,331,0.911,bicubic,+4.858,+1.443,-4 +cs3edgenet_x,87.632,12.368,97.662,2.338,47.82,288,1.000,bicubic,+4.910,+1.286,-1 +swinv2_tiny_window16_256,87.617,12.383,97.562,2.438,28.35,256,0.900,bicubic,+4.807,+1.332,-8 +swsl_resnext101_32x16d,87.608,12.392,97.820,2.180,194.03,224,0.875,bilinear,+4.258,+0.976,-38 +jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.054,+1.151,-50 +xcit_medium_24_p8_224,87.606,12.394,97.197,2.803,84.32,224,1.000,bicubic,+3.868,+0.803,-59 swsl_resnext50_32x4d,87.602,12.398,97.654,2.346,25.03,224,0.875,bilinear,+5.426,+1.422,+39 -sequencer2d_m,87.565,12.435,97.581,2.419,38.31,224,0.875,bicubic,+4.757,+1.313,-10 +sequencer2d_m,87.565,12.435,97.581,2.419,38.31,224,0.875,bicubic,+4.757,+1.313,-12 tf_efficientnet_b2_ns,87.559,12.441,97.628,2.372,9.11,260,0.890,bicubic,+5.175,+1.382,+16 levit_384,87.555,12.445,97.545,2.455,39.13,224,0.900,bicubic,+4.967,+1.527,-1 ecaresnet50t,87.542,12.458,97.645,2.355,25.57,320,0.950,bicubic,+5.194,+1.507,+16 vit_base_patch16_rpn_224,87.506,12.494,97.489,2.511,86.54,224,0.900,bicubic,+5.306,+1.493,+32 edgenext_small,87.504,12.496,97.587,2.413,5.59,320,1.000,bicubic,+5.930,+1.873,+66 -resnetv2_152x2_bit_teacher,87.493,12.507,97.812,2.188,236.34,224,0.875,bicubic,+4.625,+1.244,-20 -jx_nest_small,87.491,12.509,97.521,2.479,38.35,224,0.875,bicubic,+4.371,+1.191,-33 -vit_relpos_base_patch16_clsgap_224,87.469,12.531,97.525,2.474,86.43,224,0.900,bicubic,+4.709,+1.351,-16 +resnetv2_152x2_bit_teacher,87.493,12.507,97.812,2.188,236.34,224,0.875,bicubic,+4.625,+1.244,-22 +jx_nest_small,87.491,12.509,97.521,2.479,38.35,224,0.875,bicubic,+4.371,+1.191,-35 +vit_relpos_base_patch16_clsgap_224,87.469,12.531,97.525,2.474,86.43,224,0.900,bicubic,+4.709,+1.351,-18 vit_relpos_base_patch16_224,87.463,12.537,97.560,2.440,86.43,224,0.900,bicubic,+4.977,+1.418,+1 -resnet152,87.454,12.546,97.400,2.600,60.19,224,0.950,bicubic,+4.636,+1.267,-22 +resnet152,87.454,12.546,97.400,2.600,60.19,224,0.950,bicubic,+4.636,+1.268,-24 fbnetv3_g,87.446,12.554,97.545,2.455,16.62,288,0.950,bilinear,+5.412,+1.479,+36 -resnext101_64x4d,87.444,12.556,97.442,2.558,83.46,288,1.000,bicubic,+4.300,+1.068,-43 +resnext101_64x4d,87.444,12.556,97.442,2.558,83.46,288,1.000,bicubic,+4.300,+1.068,-45 efficientnet_b3,87.435,12.565,97.679,2.321,12.23,320,1.000,bicubic,+5.195,+1.561,+18 resnet61q,87.431,12.569,97.598,2.402,36.85,288,1.000,bicubic,+4.913,+1.468,-5 -cait_xxs24_384,87.414,12.586,97.619,2.381,12.03,384,1.000,bicubic,+6.452,+1.975,+100 +cait_xxs24_384,87.414,12.586,97.619,2.381,12.03,384,1.000,bicubic,+6.452,+1.975,+101 cs3sedarknet_l,87.407,12.593,97.572,2.428,21.91,288,0.950,bicubic,+5.631,+1.602,+47 cs3darknet_x,87.399,12.601,97.607,2.393,35.05,288,1.000,bicubic,+5.175,+1.377,+16 resnet51q,87.392,12.608,97.581,2.419,35.70,288,1.000,bilinear,+5.034,+1.403,0 -tresnet_l_448,87.380,12.620,97.487,2.513,55.99,448,0.875,bilinear,+5.110,+1.507,+10 xcit_tiny_24_p8_224,87.380,12.620,97.626,2.374,12.11,224,1.000,bicubic,+5.484,+1.652,+37 +tresnet_l_448,87.380,12.620,97.487,2.513,55.99,448,0.875,bilinear,+5.110,+1.507,+10 coat_lite_small,87.377,12.623,97.372,2.628,19.84,224,0.900,bicubic,+5.073,+1.522,+4 -sequencer2d_s,87.375,12.625,97.391,2.609,27.65,224,0.875,bicubic,+5.031,+1.195,-2 -swinv2_cr_small_224,87.371,12.629,97.344,2.656,49.70,224,0.900,bicubic,+4.233,+1.246,-53 +sequencer2d_s,87.375,12.625,97.391,2.609,27.65,224,0.875,bicubic,+5.031,+1.357,-1 +swinv2_cr_small_224,87.371,12.629,97.344,2.656,49.70,224,0.900,bicubic,+4.233,+1.246,-54 vit_relpos_medium_patch16_cls_224,87.369,12.631,97.453,2.547,38.76,224,0.900,bicubic,+4.807,+1.387,-19 nasnetalarge,87.348,12.652,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.373,-26 -crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.387,-19 +crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.387,-18 resnetv2_101,87.322,12.678,97.325,2.675,44.54,224,0.950,bicubic,+5.276,+1.463,+19 crossvit_18_240,87.316,12.684,97.487,2.513,43.27,240,0.875,bicubic,+4.918,+1.433,-13 -convnext_tiny,87.313,12.687,97.449,2.551,28.59,224,0.875,bicubic,+5.251,+1.595,+15 -resnest101e,87.286,12.714,97.560,2.440,48.28,256,0.875,bilinear,+4.398,+1.240,-45 +convnext_tiny,87.313,12.687,97.449,2.551,28.59,224,0.875,bicubic,+5.251,+1.595,+16 +resnest101e,87.286,12.714,97.560,2.440,48.28,256,0.875,bilinear,+4.398,+1.240,-47 ecaresnet101d,87.284,12.716,97.562,2.438,44.57,224,0.875,bicubic,+5.114,+1.514,+8 pit_s_distilled_224,87.275,12.725,97.500,2.500,24.04,224,0.900,bicubic,+5.281,+1.704,+16 resnetv2_50d_gn,87.269,12.731,97.513,2.487,25.57,288,0.950,bicubic,+5.445,+1.589,+26 @@ -246,13 +249,13 @@ vit_relpos_medium_patch16_rpn_224,87.256,12.744,97.442,2.558,38.73,224,0.900,bic resnetrs101,87.243,12.757,97.457,2.543,63.62,288,0.940,bicubic,+4.959,+1.449,-6 poolformer_m48,87.239,12.761,97.308,2.692,73.47,224,0.950,bicubic,+4.779,+1.350,-23 mixer_b16_224_miil,87.230,12.770,97.410,2.590,59.88,224,0.875,bilinear,+4.926,+1.690,-11 -tresnet_xl,87.226,12.774,97.400,2.600,78.44,224,0.875,bilinear,+5.164,+1.463,+7 +tresnet_xl,87.226,12.774,97.400,2.600,78.44,224,0.875,bilinear,+5.164,+1.464,+6 xcit_tiny_12_p8_224_dist,87.219,12.780,97.449,2.551,6.71,224,1.000,bicubic,+6.011,+1.843,+58 convit_base,87.207,12.793,97.286,2.714,86.54,224,0.875,bicubic,+4.915,+1.348,-12 -xcit_tiny_12_p16_384_dist,87.202,12.798,97.468,2.532,6.72,384,1.000,bicubic,+6.260,+2.060,+75 +xcit_tiny_12_p16_384_dist,87.202,12.798,97.468,2.532,6.72,384,1.000,bicubic,+6.260,+2.060,+76 resnetv2_50d_evos,87.194,12.806,97.359,2.641,25.59,288,0.950,bicubic,+5.216,+1.447,+8 tf_efficientnet_b3_ap,87.188,12.812,97.380,2.620,12.23,300,0.904,bicubic,+5.364,+1.756,+17 -visformer_small,87.185,12.815,97.325,2.675,40.22,224,0.900,bicubic,+5.077,+1.449,-2 +visformer_small,87.185,12.815,97.325,2.675,40.22,224,0.900,bicubic,+5.077,+1.449,-3 crossvit_15_dagger_240,87.170,12.830,97.438,2.562,28.21,240,0.875,bicubic,+4.844,+1.482,-21 vit_srelpos_medium_patch16_224,87.168,12.832,97.312,2.688,38.74,224,0.900,bicubic,+4.932,+1.378,-14 vit_relpos_medium_patch16_224,87.138,12.862,97.506,2.494,38.75,224,0.900,bicubic,+4.676,+1.420,-35 @@ -263,82 +266,83 @@ swinv2_tiny_window8_256,87.079,12.921,97.517,2.483,28.35,256,0.900,bicubic,+5.26 mobilevitv2_200_in22ft1k,87.059,12.941,97.425,2.575,18.45,256,0.888,bicubic,+4.725,+1.487,-30 xception41p,87.057,12.943,97.201,2.799,26.91,299,0.940,bicubic,+5.089,+1.407,-1 crossvit_15_240,87.055,12.945,97.423,2.577,27.53,240,0.875,bicubic,+5.511,+1.733,+19 -convit_small,87.051,12.949,97.350,2.650,27.78,224,0.875,bicubic,+5.623,+1.608,+27 -tf_efficientnetv2_b3,87.029,12.970,97.303,2.697,14.36,300,0.904,bicubic,+5.064,+1.521,-3 +convit_small,87.051,12.949,97.350,2.650,27.78,224,0.875,bicubic,+5.623,+1.608,+28 +tf_efficientnetv2_b3,87.029,12.970,97.303,2.697,14.36,300,0.904,bicubic,+5.063,+1.521,-3 xcit_small_12_p16_224,87.017,12.983,97.242,2.759,26.25,224,1.000,bicubic,+5.045,+1.430,-6 -regnetz_b16,87.012,12.988,97.425,2.575,9.72,288,0.940,bicubic,+6.300,+1.951,+72 -jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.590,+1.760,+24 -deit3_small_patch16_224,87.004,12.996,97.167,2.833,22.06,224,0.900,bicubic,+5.622,+1.717,+27 -deit_small_distilled_patch16_224,87.002,12.998,97.316,2.684,22.44,224,0.900,bicubic,+5.794,+1.942,+35 +regnetz_b16,87.012,12.988,97.425,2.575,9.72,288,0.940,bicubic,+6.300,+1.951,+73 +jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.590,+1.760,+25 +deit3_small_patch16_224,87.004,12.996,97.167,2.833,22.06,224,0.900,bicubic,+5.622,+1.717,+28 +deit_small_distilled_patch16_224,87.002,12.998,97.316,2.684,22.44,224,0.900,bicubic,+5.794,+1.942,+37 swinv2_cr_tiny_ns_224,86.998,13.002,97.282,2.718,28.33,224,0.900,bicubic,+5.212,+1.460,0 -resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.833,+1.790,+36 -xcit_large_24_p16_224,86.955,13.045,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.041,-80 +resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.833,+1.790,+37 +xcit_large_24_p16_224,86.955,13.045,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.041,-82 mobilevitv2_175_in22ft1k,86.953,13.047,97.333,2.667,14.25,256,0.888,bicubic,+5.013,+1.543,-11 -poolformer_m36,86.946,13.054,97.148,2.852,56.17,224,0.950,bicubic,+4.838,+1.458,-25 +poolformer_m36,86.946,13.054,97.148,2.852,56.17,224,0.950,bicubic,+4.838,+1.458,-24 xcit_medium_24_p16_224,86.938,13.062,97.098,2.902,84.40,224,1.000,bicubic,+4.300,+1.120,-70 convnext_tiny_hnf,86.918,13.082,97.280,2.720,28.59,224,0.950,bicubic,+4.698,+1.414,-34 tnt_s_patch16_224,86.906,13.094,97.365,2.635,23.76,224,0.900,bicubic,+5.388,+1.619,+6 -vit_relpos_small_patch16_224,86.891,13.109,97.491,2.509,21.98,224,0.900,bicubic,+5.437,+1.663,+11 -vit_small_patch16_224,86.865,13.135,97.613,2.387,22.05,224,0.900,bicubic,+5.469,+1.475,+13 -ssl_resnext101_32x16d,86.865,13.135,97.519,2.481,194.03,224,0.875,bilinear,+5.009,+1.423,-13 -vit_small_r26_s32_224,86.856,13.143,97.528,2.472,36.43,224,0.900,bicubic,+4.995,+1.506,-16 -convmixer_1536_20,86.854,13.146,97.346,2.654,51.63,224,0.960,bicubic,+5.484,+1.734,+15 +vit_relpos_small_patch16_224,86.891,13.109,97.491,2.509,21.98,224,0.900,bicubic,+5.437,+1.663,+12 +vit_small_patch16_224,86.865,13.135,97.613,2.387,22.05,224,0.900,bicubic,+5.469,+1.475,+15 +ssl_resnext101_32x16d,86.865,13.135,97.519,2.481,194.03,224,0.875,bilinear,+5.009,+1.423,-14 +vit_small_r26_s32_224,86.856,13.143,97.528,2.472,36.43,224,0.900,bicubic,+4.994,+1.506,-16 +convmixer_1536_20,86.854,13.146,97.346,2.654,51.63,224,0.960,bicubic,+5.484,+1.734,+16 rexnet_200,86.842,13.158,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,-7 tf_efficientnet_b3,86.837,13.163,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,-9 -swsl_resnet50,86.835,13.165,97.493,2.507,25.56,224,0.875,bilinear,+5.655,+1.513,+21 +swsl_resnet50,86.835,13.165,97.493,2.507,25.56,224,0.875,bilinear,+5.655,+1.513,+22 deit_base_patch16_224,86.827,13.173,97.052,2.949,86.57,224,0.900,bicubic,+4.833,+1.320,-29 tresnet_m_448,86.814,13.186,97.216,2.784,31.39,448,0.875,bilinear,+5.108,+1.644,-15 ssl_resnext101_32x8d,86.801,13.199,97.472,2.528,88.79,224,0.875,bilinear,+5.193,+1.430,-10 tf_efficientnet_lite4,86.801,13.199,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.597,-7 -coat_mini,86.790,13.210,97.158,2.842,10.34,224,0.900,bicubic,+5.524,+1.766,+11 +coat_mini,86.790,13.210,97.158,2.842,10.34,224,0.900,bicubic,+5.524,+1.766,+12 resnetaa50,86.771,13.229,97.389,2.611,25.56,288,1.000,bicubic,+5.153,+1.579,-14 tresnet_l,86.763,13.237,97.271,2.729,55.99,224,0.875,bilinear,+5.273,+1.645,-6 twins_svt_small,86.756,13.244,97.177,2.823,24.06,224,0.900,bicubic,+5.074,+1.511,-20 -cs3darknet_l,86.748,13.252,97.463,2.537,21.16,288,0.950,bicubic,+5.862,+1.795,+34 -mobilevitv2_150_in22ft1k,86.743,13.257,97.218,2.782,10.59,256,0.888,bicubic,+5.273,+1.550,-8 +cs3darknet_l,86.748,13.252,97.463,2.537,21.16,288,0.950,bicubic,+5.862,+1.795,+35 +mobilevitv2_150_in22ft1k,86.743,13.257,97.218,2.782,10.59,256,0.888,bicubic,+5.273,+1.550,-7 levit_256,86.739,13.261,97.259,2.741,18.89,224,0.900,bicubic,+5.223,+1.769,-12 -crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.290,-54 -cs3darknet_focus_l,86.735,13.265,97.380,2.620,21.15,288,0.950,bicubic,+5.861,+1.688,+32 +cs3darknet_focus_l,86.735,13.265,97.380,2.620,21.15,288,0.950,bicubic,+5.861,+1.688,+34 +crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.290,-55 vit_srelpos_small_patch16_224,86.703,13.297,97.250,2.750,21.97,224,0.900,bicubic,+5.605,+1.678,+14 halo2botnet50ts_256,86.692,13.308,97.096,2.904,22.64,256,0.950,bicubic,+4.624,+1.454,-49 -seresnext50_32x4d,86.690,13.310,97.222,2.778,27.56,224,0.875,bicubic,+5.428,+1.594,+1 -crossvit_small_240,86.688,13.312,97.273,2.727,26.86,240,0.875,bicubic,+5.672,+1.817,+16 +seresnext50_32x4d,86.690,13.310,97.222,2.778,27.56,224,0.875,bicubic,+5.428,+1.594,+2 +crossvit_small_240,86.688,13.312,97.273,2.727,26.86,240,0.875,bicubic,+5.672,+1.817,+17 pit_b_224,86.688,13.312,96.898,3.102,73.76,224,0.900,bicubic,+4.244,+1.186,-81 -tf_efficientnet_b1_ns,86.666,13.334,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.642,-10 -swin_tiny_patch4_window7_224,86.658,13.342,97.197,2.803,28.29,224,0.900,bicubic,+5.282,+1.655,-9 +tf_efficientnet_b1_ns,86.666,13.334,97.378,2.622,7.79,240,0.882,bicubic,+5.280,+1.642,-9 +swin_tiny_patch4_window7_224,86.658,13.342,97.197,2.803,28.29,224,0.900,bicubic,+5.282,+1.655,-8 +wide_resnet50_2,86.641,13.359,97.212,2.788,68.88,224,0.875,bicubic,+5.185,+1.682,-17 gernet_l,86.641,13.359,97.190,2.810,31.08,256,0.875,bilinear,+5.291,+1.654,-8 -wide_resnet50_2,86.641,13.359,97.212,2.788,68.88,224,0.875,bicubic,+5.185,+1.682,-19 -poolformer_s36,86.639,13.361,97.158,2.842,30.86,224,0.900,bicubic,+5.221,+1.710,-16 -efficientnet_el,86.635,13.366,97.180,2.820,10.59,300,0.904,bicubic,+5.329,+1.646,-9 -twins_pcpvt_small,86.626,13.374,97.340,2.660,24.11,224,0.900,bicubic,+5.536,+1.698,+5 -resmlp_24_distilled_224,86.620,13.380,97.139,2.861,30.02,224,0.875,bicubic,+5.856,+1.917,+24 -nf_resnet50,86.605,13.395,97.293,2.707,25.56,288,0.940,bicubic,+5.951,+1.959,+27 -resnest50d_4s2x40d,86.583,13.417,97.269,2.731,30.42,224,0.875,bicubic,+5.475,+1.707,-2 -efficientnet_b3_pruned,86.579,13.421,97.188,2.812,9.86,300,0.904,bicubic,+5.721,+1.944,+18 -sebotnet33ts_256,86.573,13.427,96.791,3.209,13.70,256,0.940,bicubic,+5.419,+1.625,-7 -sehalonet33ts,86.570,13.430,97.009,2.991,13.69,256,0.940,bicubic,+5.598,+1.737,+6 -repvgg_b3,86.564,13.436,97.141,2.859,123.09,224,0.875,bilinear,+6.068,+1.877,+31 -xcit_tiny_24_p16_224_dist,86.534,13.466,97.216,2.784,12.12,224,1.000,bicubic,+6.086,+2.004,+37 -halonet50ts,86.500,13.500,97.152,2.848,22.73,256,0.940,bicubic,+4.848,+1.540,-45 -ssl_resnext101_32x4d,86.477,13.524,97.470,2.530,44.18,224,0.875,bilinear,+5.552,+1.744,+6 +poolformer_s36,86.639,13.361,97.158,2.842,30.86,224,0.900,bicubic,+5.221,+1.710,-15 +efficientnet_el,86.635,13.366,97.180,2.820,10.59,300,0.904,bicubic,+5.329,+1.646,-8 +twins_pcpvt_small,86.626,13.374,97.340,2.660,24.11,224,0.900,bicubic,+5.536,+1.698,+6 +resmlp_24_distilled_224,86.620,13.380,97.139,2.861,30.02,224,0.875,bicubic,+5.856,+1.917,+25 +nf_resnet50,86.605,13.395,97.293,2.707,25.56,288,0.940,bicubic,+5.951,+1.959,+28 +resnest50d_4s2x40d,86.583,13.417,97.269,2.731,30.42,224,0.875,bicubic,+5.475,+1.707,-1 +efficientnet_b3_pruned,86.579,13.421,97.188,2.812,9.86,300,0.904,bicubic,+5.721,+1.944,+19 +sebotnet33ts_256,86.573,13.427,96.791,3.209,13.70,256,0.940,bicubic,+5.419,+1.625,-6 +sehalonet33ts,86.570,13.430,97.009,2.991,13.69,256,0.940,bicubic,+5.598,+1.737,+7 +repvgg_b3,86.564,13.436,97.141,2.859,123.09,224,0.875,bilinear,+6.068,+1.877,+32 +xcit_tiny_24_p16_224_dist,86.534,13.466,97.216,2.784,12.12,224,1.000,bicubic,+6.086,+2.004,+38 +convnext_nano,86.532,13.468,97.182,2.818,15.59,288,1.000,bicubic,+5.056,+1.522,-32 +halonet50ts,86.500,13.500,97.152,2.848,22.73,256,0.940,bicubic,+4.848,+1.540,-46 +ssl_resnext101_32x4d,86.477,13.524,97.470,2.530,44.18,224,0.875,bilinear,+5.553,+1.744,+6 gcresnet50t,86.474,13.526,97.141,2.859,25.90,256,0.900,bicubic,+5.540,+1.687,+4 ecaresnet50d,86.472,13.528,97.184,2.816,25.58,224,0.875,bicubic,+5.874,+1.866,+20 -haloregnetz_b,86.462,13.538,96.943,3.057,11.68,224,0.940,bicubic,+5.418,+1.745,-7 -gluon_resnet152_v1s,86.462,13.538,97.109,2.891,60.32,224,0.875,bicubic,+5.448,+1.695,-5 +gluon_resnet152_v1s,86.462,13.538,97.109,2.891,60.32,224,0.875,bicubic,+5.448,+1.695,-4 +haloregnetz_b,86.462,13.538,96.943,3.057,11.68,224,0.940,bicubic,+5.418,+1.745,-8 mobilevitv2_200,86.455,13.545,96.970,3.030,18.45,256,0.888,bicubic,+5.315,+1.602,-15 resnetv2_50x1_bitm,86.442,13.558,97.600,2.400,25.55,448,1.000,bilinear,+6.100,+1.914,+36 resnest50d_1s4x24d,86.440,13.560,97.152,2.848,25.68,224,0.875,bicubic,+5.456,+1.828,-7 repvgg_b3g4,86.368,13.632,97.054,2.946,83.83,224,0.875,bilinear,+6.152,+1.946,+47 darknetaa53,86.361,13.639,97.165,2.835,36.02,288,1.000,bilinear,+5.839,+1.839,+18 darknet53,86.359,13.641,97.113,2.887,41.61,288,1.000,bicubic,+5.821,+1.693,+15 -lamhalobotnet50ts_256,86.357,13.643,97.062,2.938,22.57,256,0.950,bicubic,+4.805,+1.558,-51 -legacy_senet154,86.340,13.660,96.925,3.075,115.09,224,0.875,bilinear,+5.032,+1.430,-33 +lamhalobotnet50ts_256,86.357,13.643,97.062,2.938,22.57,256,0.950,bicubic,+4.805,+1.558,-52 +legacy_senet154,86.340,13.660,96.925,3.075,115.09,224,0.875,bilinear,+5.032,+1.429,-33 cait_xxs36_224,86.338,13.662,97.111,2.889,17.30,224,1.000,bicubic,+6.590,+2.243,+67 resnext50_32x4d,86.329,13.671,96.964,3.036,25.03,224,0.950,bicubic,+5.233,+1.638,-20 -pit_s_224,86.325,13.675,97.049,2.951,23.46,224,0.900,bicubic,+5.227,+1.717,-23 -gernet_m,86.316,13.684,97.098,2.902,21.14,224,0.875,bilinear,+5.586,+1.912,0 -mobilevitv2_175,86.316,13.684,96.990,3.010,14.25,256,0.888,bicubic,+5.454,+1.728,-6 -vit_small_patch32_384,86.316,13.684,97.419,2.581,22.92,384,1.000,bicubic,+5.826,+1.819,+11 +pit_s_224,86.325,13.675,97.049,2.951,23.46,224,0.900,bicubic,+5.227,+1.717,-22 +vit_small_patch32_384,86.316,13.684,97.419,2.581,22.92,384,1.000,bicubic,+5.826,+1.819,+13 +gernet_m,86.316,13.684,97.098,2.902,21.14,224,0.875,bilinear,+5.586,+1.912,-1 +mobilevitv2_175,86.316,13.684,96.990,3.010,14.25,256,0.888,bicubic,+5.454,+1.728,-7 efficientnet_b2,86.310,13.690,96.987,3.013,9.11,288,1.000,bicubic,+5.694,+1.671,+1 gluon_senet154,86.278,13.722,96.945,3.055,115.09,224,0.875,bicubic,+5.048,+1.599,-37 resnest50d,86.240,13.761,97.071,2.929,27.48,224,0.875,bilinear,+5.266,+1.691,-20 @@ -346,35 +350,35 @@ convmixer_768_32,86.225,13.775,97.034,2.966,21.11,224,0.960,bicubic,+6.061,+1.96 ecaresnet101d_pruned,86.210,13.790,97.338,2.662,24.88,224,0.875,bicubic,+5.400,+1.710,-10 efficientnet_el_pruned,86.195,13.805,97.022,2.978,10.59,300,0.904,bicubic,+5.897,+1.808,+24 cspdarknet53,86.184,13.816,97.013,2.987,27.64,256,0.887,bilinear,+6.128,+1.927,+40 -inception_v4,86.167,13.833,96.915,3.085,42.68,299,0.875,bicubic,+5.999,+1.951,+32 +inception_v4,86.167,13.833,96.915,3.085,42.68,299,0.875,bicubic,+5.999,+1.951,+31 rexnet_150,86.156,13.844,97.060,2.940,9.73,224,0.875,bicubic,+5.842,+1.894,+19 inception_resnet_v2,86.137,13.863,97.043,2.957,55.84,299,0.897,bicubic,+5.677,+1.737,+4 -xcit_tiny_12_p8_224,86.114,13.886,97.086,2.914,6.71,224,1.000,bicubic,+6.419,+2.038,+54 +xcit_tiny_12_p8_224,86.114,13.886,97.086,2.914,6.71,224,1.000,bicubic,+6.420,+2.038,+54 tf_efficientnet_el,86.086,13.914,96.964,3.036,10.59,300,0.904,bicubic,+5.832,+1.836,+21 ssl_resnext50_32x4d,86.084,13.916,97.212,2.788,25.03,224,0.875,bilinear,+5.758,+1.800,+13 -mobilevitv2_150,86.073,13.927,96.853,3.147,10.59,256,0.888,bicubic,+5.705,+1.789,+7 cspresnext50,86.073,13.927,97.103,2.897,20.57,256,0.887,bilinear,+5.529,+1.779,-8 -gluon_resnet101_v1s,86.054,13.946,97.024,2.976,44.67,224,0.875,bicubic,+5.756,+1.862,+15 -ecaresnetlight,86.054,13.946,97.071,2.929,30.16,224,0.875,bicubic,+5.598,+1.825,-2 -edgenext_small_rw,86.049,13.950,96.925,3.075,7.83,320,1.000,bicubic,+5.597,+1.736,-2 +mobilevitv2_150,86.073,13.927,96.853,3.147,10.59,256,0.888,bicubic,+5.705,+1.789,+7 +ecaresnetlight,86.054,13.946,97.071,2.929,30.16,224,0.875,bicubic,+5.598,+1.825,-1 +gluon_resnet101_v1s,86.054,13.946,97.024,2.976,44.67,224,0.875,bicubic,+5.756,+1.862,+14 +edgenext_small_rw,86.049,13.950,96.925,3.075,7.83,320,1.000,bicubic,+5.597,+1.735,-2 lambda_resnet50ts,86.039,13.961,96.746,3.254,21.54,256,0.950,bicubic,+4.887,+1.644,-48 poolformer_s24,86.037,13.963,97.030,2.970,21.39,224,0.900,bicubic,+5.721,+1.988,+7 gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.126,+1.681,-32 resnetv2_50,86.015,13.985,96.902,3.098,25.55,224,0.950,bicubic,+5.603,+1.830,-3 -gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.431,+1.796,-18 -seresnet33ts,86.009,13.991,97.011,2.989,19.78,256,0.900,bicubic,+5.655,+1.905,-1 +seresnet33ts,86.009,13.991,97.011,2.989,19.78,256,0.900,bicubic,+5.655,+1.905,0 +gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.431,+1.796,-19 resnet50d,86.002,13.998,96.987,3.013,25.58,224,0.875,bicubic,+5.474,+1.819,-17 ecaresnet26t,85.985,14.015,97.037,2.963,16.01,320,0.950,bicubic,+6.133,+1.953,+31 tf_efficientnet_b2_ap,85.973,14.027,96.808,3.192,9.11,260,0.890,bicubic,+5.671,+1.780,+2 vit_base_patch32_224,85.958,14.042,97.130,2.869,88.22,224,0.900,bicubic,+5.234,+1.564,-29 gluon_seresnext101_64x4d,85.958,14.042,96.981,3.019,88.23,224,0.875,bicubic,+5.078,+1.685,-38 -fbnetv3_d,85.924,14.076,97.028,2.972,10.31,256,0.950,bilinear,+6.243,+2.088,+38 -vit_large_patch32_384,85.911,14.089,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.278,-84 +fbnetv3_d,85.924,14.076,97.028,2.972,10.31,256,0.950,bilinear,+6.244,+2.088,+38 +vit_large_patch32_384,85.911,14.089,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.278,-85 tf_efficientnet_b2,85.909,14.091,96.862,3.139,9.11,260,0.890,bicubic,+5.821,+1.954,+11 gluon_resnet152_v1d,85.906,14.094,96.806,3.194,60.21,224,0.875,bicubic,+5.430,+1.606,-20 tf_efficientnetv2_b2,85.902,14.098,96.885,3.115,10.10,260,0.890,bicubic,+5.694,+1.841,+4 resnet50_gn,85.881,14.119,96.849,3.151,25.56,224,0.940,bicubic,+5.821,+1.901,+11 -vit_base_patch16_224_sam,85.879,14.121,96.695,3.305,86.57,224,0.900,bicubic,+5.635,+1.675,-1 +vit_base_patch16_224_sam,85.879,14.121,96.695,3.305,86.57,224,0.900,bicubic,+5.635,+1.941,-1 seresnet50,85.853,14.147,97.007,2.993,28.09,224,0.875,bicubic,+5.587,+1.937,-5 gluon_resnet101_v1d,85.851,14.149,96.663,3.337,44.57,224,0.875,bicubic,+5.433,+1.649,-20 repvgg_b2g4,85.847,14.153,96.812,3.188,61.76,224,0.875,bilinear,+6.481,+2.124,+44 @@ -383,35 +387,35 @@ mixnet_xl,85.798,14.202,96.710,3.290,11.90,224,0.875,bicubic,+5.320,+1.776,-29 ens_adv_inception_resnet_v2,85.768,14.232,96.761,3.239,55.84,299,0.897,bicubic,+5.794,+1.819,+7 tf_efficientnet_lite3,85.761,14.239,96.889,3.111,8.20,300,0.904,bilinear,+5.943,+1.975,+17 legacy_seresnext101_32x4d,85.744,14.256,96.755,3.245,48.96,224,0.875,bilinear,+5.522,+1.741,-8 -gluon_resnext101_32x4d,85.742,14.258,96.635,3.365,44.18,224,0.875,bicubic,+5.402,+1.709,-21 ese_vovnet39b,85.742,14.258,96.894,3.107,24.57,224,0.875,bicubic,+6.430,+2.180,+42 +gluon_resnext101_32x4d,85.742,14.258,96.635,3.365,44.18,224,0.875,bicubic,+5.402,+1.709,-21 eca_resnet33ts,85.740,14.260,96.902,3.098,19.68,256,0.900,bicubic,+5.660,+1.930,-3 xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.292,+2.050,+32 cspresnet50,85.727,14.273,96.799,3.200,21.62,256,0.887,bilinear,+6.145,+2.091,+24 -resnet50,85.719,14.281,96.492,3.508,25.56,224,0.950,bicubic,+5.345,+1.878,-29 -regnety_320,85.719,14.281,96.723,3.277,145.05,224,0.875,bicubic,+4.915,+1.479,-55 -resmlp_big_24_224,85.693,14.307,96.424,3.576,129.14,224,0.875,bicubic,+4.663,+1.404,-73 -gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-50 +regnety_320,85.719,14.281,96.723,3.277,145.05,224,0.875,bicubic,+4.915,+1.479,-54 +resnet50,85.719,14.281,96.492,3.508,25.56,224,0.950,bicubic,+5.345,+1.878,-30 +gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-49 +resmlp_big_24_224,85.693,14.307,96.424,3.576,129.14,224,0.875,bicubic,+4.663,+1.404,-74 xception71,85.691,14.309,96.774,3.226,42.34,299,0.903,bicubic,+5.821,+1.850,0 efficientnet_em,85.686,14.313,96.936,3.064,6.90,240,0.882,bicubic,+6.434,+2.144,+41 deit_small_patch16_224,85.678,14.322,96.904,3.096,22.05,224,0.900,bicubic,+5.814,+1.856,-1 pit_xs_distilled_224,85.659,14.341,96.665,3.335,11.00,224,0.900,bicubic,+6.351,+2.299,+31 -dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.482,+1.819,-19 +dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.482,+1.819,-18 efficientnet_b2_pruned,85.640,14.360,96.746,3.254,8.31,260,0.890,bicubic,+5.722,+1.896,-9 resmlp_36_224,85.625,14.375,96.795,3.205,44.69,224,0.875,bicubic,+5.855,+1.909,+1 -mobilevitv2_125,85.584,14.416,96.665,3.335,7.48,256,0.888,bicubic,+5.902,+1.929,+5 +mobilevitv2_125,85.584,14.416,96.665,3.335,7.48,256,0.888,bicubic,+5.902,+1.817,+5 gluon_resnet152_v1c,85.582,14.418,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.804,-11 levit_192,85.578,14.422,96.744,3.256,10.95,224,0.900,bicubic,+5.742,+1.954,-5 ecaresnet50d_pruned,85.576,14.425,96.932,3.068,19.94,224,0.875,bicubic,+5.858,+2.056,0 resnext50d_32x4d,85.571,14.429,96.748,3.252,25.05,224,0.875,bicubic,+5.895,+1.882,+4 tf_efficientnetv2_b1,85.561,14.439,96.727,3.273,8.14,240,0.882,bicubic,+6.095,+2.005,+13 regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.167,+1.663,-47 -regnetx_320,85.522,14.478,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.915,-34 -nf_regnet_b1,85.514,14.486,96.795,3.205,10.22,288,0.900,bicubic,+6.214,+2.041,+22 -fbnetv3_b,85.514,14.486,96.862,3.139,8.60,256,0.950,bilinear,+6.372,+2.112,+32 +regnetx_320,85.522,14.478,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.649,-34 +fbnetv3_b,85.514,14.486,96.862,3.139,8.60,256,0.950,bilinear,+6.372,+2.112,+33 +nf_regnet_b1,85.514,14.486,96.795,3.205,10.22,288,0.900,bicubic,+6.214,+2.041,+20 dpn92,85.501,14.499,96.631,3.369,37.67,224,0.875,bicubic,+5.481,+1.801,-23 rexnet_130,85.475,14.525,96.686,3.314,7.56,224,0.875,bicubic,+5.973,+2.004,+3 -gluon_resnet152_v1b,85.465,14.536,96.556,3.444,60.19,224,0.875,bicubic,+5.782,+1.708,-6 +gluon_resnet152_v1b,85.465,14.536,96.556,3.444,60.19,224,0.875,bicubic,+5.783,+1.820,-6 resnetrs50,85.462,14.538,96.738,3.262,35.69,224,0.910,bicubic,+5.576,+1.768,-21 dpn131,85.400,14.600,96.631,3.369,79.25,224,0.875,bicubic,+5.574,+1.923,-16 regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.536,+1.807,-20 @@ -421,21 +425,21 @@ gluon_seresnext50_32x4d,85.334,14.666,96.671,3.329,27.56,224,0.875,bicubic,+5.42 botnet26t_256,85.332,14.668,96.631,3.369,12.49,256,0.950,bicubic,+6.074,+2.103,+15 skresnext50_32x4d,85.317,14.683,96.394,3.606,27.48,224,0.875,bicubic,+5.163,+1.748,-39 gluon_resnet101_v1c,85.311,14.689,96.407,3.593,44.57,224,0.875,bicubic,+5.775,+1.829,-8 -dpn98,85.304,14.696,96.466,3.534,61.57,224,0.875,bicubic,+5.660,+1.867,-13 +dpn98,85.304,14.696,96.466,3.534,61.57,224,0.875,bicubic,+5.660,+1.866,-13 lambda_resnet26t,85.302,14.698,96.727,3.273,10.96,256,0.940,bicubic,+6.204,+2.137,+20 -dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.076,+2.050,+13 -resnetblur50,85.291,14.709,96.520,3.480,25.56,224,0.875,bicubic,+5.998,+1.886,+6 +resnetblur50,85.291,14.709,96.520,3.480,25.56,224,0.875,bicubic,+5.997,+1.886,+7 +dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.075,+2.050,+12 resmlp_24_224,85.264,14.736,96.496,3.504,30.02,224,0.875,bicubic,+5.886,+1.950,-5 coat_lite_mini,85.255,14.745,96.680,3.320,11.01,224,0.900,bicubic,+6.167,+2.072,+17 -resnet33ts,85.225,14.775,96.627,3.373,19.68,256,0.900,bicubic,+6.017,+2.053,+10 -cait_xxs24_224,85.225,14.775,96.716,3.284,11.96,224,1.000,bicubic,+6.839,+2.408,+49 +cait_xxs24_224,85.225,14.775,96.716,3.284,11.96,224,1.000,bicubic,+6.839,+2.408,+50 +resnet33ts,85.225,14.775,96.627,3.373,19.68,256,0.900,bicubic,+6.017,+2.053,+9 xcit_tiny_12_p16_224_dist,85.215,14.785,96.599,3.401,6.72,224,1.000,bicubic,+6.637,+2.401,+35 halonet26t,85.202,14.798,96.464,3.536,12.48,256,0.950,bicubic,+6.090,+2.150,+11 resnext101_32x8d,85.195,14.805,96.451,3.549,88.79,224,0.875,bilinear,+5.879,+1.933,-8 gluon_inception_v3,85.180,14.819,96.526,3.474,23.83,299,0.875,bicubic,+6.374,+2.156,+24 resnet32ts,85.168,14.832,96.622,3.378,17.96,256,0.900,bicubic,+6.154,+2.266,+15 gluon_xception65,85.155,14.845,96.597,3.403,39.92,299,0.903,bicubic,+5.433,+1.737,-33 -hrnet_w48,85.148,14.851,96.492,3.508,77.47,224,0.875,bilinear,+5.849,+1.978,-7 +hrnet_w48,85.148,14.851,96.492,3.508,77.47,224,0.875,bilinear,+5.848,+1.978,-6 gluon_resnet101_v1b,85.142,14.858,96.368,3.632,44.55,224,0.875,bicubic,+5.838,+1.848,-9 eca_halonext26ts,85.127,14.873,96.586,3.414,10.76,256,0.940,bicubic,+5.639,+1.982,-23 regnetx_120,85.127,14.873,96.473,3.527,46.11,224,0.875,bicubic,+5.535,+1.739,-28 @@ -443,8 +447,8 @@ eca_botnext26ts_256,85.125,14.875,96.507,3.493,10.59,256,0.950,bicubic,+5.849,+1 tf_efficientnet_b1_ap,85.125,14.875,96.407,3.593,7.79,240,0.882,bicubic,+5.851,+2.099,-8 xception,85.123,14.877,96.471,3.529,22.86,299,0.897,bicubic,+6.079,+2.077,+6 hrnet_w64,85.114,14.886,96.746,3.254,128.06,224,0.875,bilinear,+5.644,+2.092,-26 -res2net101_26w_4s,85.095,14.905,96.383,3.617,45.21,224,0.875,bilinear,+5.899,+1.947,-4 -lambda_resnet26rpt_256,85.095,14.905,96.560,3.440,10.99,256,0.940,bicubic,+6.131,+2.134,+6 +lambda_resnet26rpt_256,85.095,14.905,96.560,3.440,10.99,256,0.940,bicubic,+6.131,+2.134,+7 +res2net101_26w_4s,85.095,14.905,96.383,3.617,45.21,224,0.875,bilinear,+5.899,+1.947,-5 ssl_resnet50,85.091,14.909,96.862,3.139,25.56,224,0.875,bilinear,+5.867,+2.032,-10 tf_efficientnet_cc_b1_8e,85.065,14.935,96.422,3.578,39.72,240,0.882,bicubic,+5.751,+2.052,-22 xcit_nano_12_p8_384_dist,85.025,14.975,96.631,3.369,3.05,384,1.000,bicubic,+7.209,+2.585,+62 @@ -486,19 +490,19 @@ efficientnet_b1,84.604,15.396,96.336,3.664,7.79,256,1.000,bicubic,+5.816,+1.990, vit_relpos_base_patch32_plus_rpn_256,84.593,15.407,96.010,3.990,119.42,256,0.900,bicubic,+5.107,+1.870,-68 efficientnet_es,84.581,15.419,96.317,3.683,5.44,224,0.875,bicubic,+6.523,+2.373,+10 hrnet_w30,84.576,15.424,96.383,3.617,37.71,224,0.875,bilinear,+6.378,+2.159,+2 -tf_mixnet_l,84.564,15.437,96.242,3.758,7.33,224,0.875,bicubic,+5.785,+2.244,-27 +tf_mixnet_l,84.564,15.437,96.242,3.758,7.33,224,0.875,bicubic,+5.786,+2.244,-27 wide_resnet101_2,84.549,15.451,96.353,3.647,126.89,224,0.875,bilinear,+5.697,+2.065,-33 dla60x,84.521,15.479,96.289,3.711,17.35,224,0.875,bilinear,+6.293,+2.265,-2 legacy_seresnet101,84.506,15.494,96.330,3.670,49.33,224,0.875,bilinear,+6.126,+2.068,-11 cs3darknet_focus_m,84.482,15.518,96.422,3.578,9.30,288,0.950,bicubic,+7.200,+2.450,+42 resnet26t,84.467,15.533,96.217,3.783,16.01,256,0.940,bicubic,+6.603,+2.375,+13 coat_lite_tiny,84.459,15.541,96.370,3.630,5.72,224,0.900,bicubic,+6.943,+2.456,+30 -tf_efficientnet_em,84.448,15.552,96.183,3.817,6.90,240,0.882,bicubic,+6.322,+2.136,-2 +tf_efficientnet_em,84.448,15.552,96.183,3.817,6.90,240,0.882,bicubic,+6.322,+2.137,-2 repvgg_b1,84.416,15.584,96.215,3.785,57.42,224,0.875,bilinear,+6.048,+2.121,-15 efficientnet_b1_pruned,84.397,15.603,96.140,3.860,6.33,240,0.882,bicubic,+6.153,+2.306,-10 res2net50_26w_4s,84.363,15.637,96.080,3.920,25.70,224,0.875,bilinear,+6.401,+2.228,+4 -hardcorenas_f,84.329,15.671,96.025,3.975,8.20,224,0.875,bilinear,+6.227,+2.222,-5 -res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.219,-8 +hardcorenas_f,84.329,15.671,96.025,3.975,8.20,224,0.875,bilinear,+6.227,+2.223,-5 +res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.220,-8 selecsls60,84.297,15.703,96.101,3.899,30.67,224,0.875,bicubic,+6.313,+2.269,-1 mobilevit_s,84.269,15.731,96.266,3.734,5.58,256,0.900,bicubic,+5.959,+2.114,-18 regnetx_032,84.243,15.757,96.251,3.749,15.30,224,0.875,bicubic,+6.059,+2.163,-12 @@ -517,10 +521,10 @@ poolformer_s12,84.036,15.964,96.163,3.837,11.92,224,0.900,bicubic,+6.798,+2.657, efficientnet_b0,84.032,15.968,95.958,4.042,5.29,224,0.875,bicubic,+6.332,+2.426,-2 crossvit_9_dagger_240,84.015,15.985,96.084,3.916,8.78,240,0.875,bicubic,+7.037,+2.470,+27 tf_efficientnet_cc_b0_8e,83.970,16.030,96.074,3.926,24.01,224,0.875,bicubic,+6.070,+2.416,-13 -gmixer_24_224,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-23 hardcorenas_e,83.966,16.034,95.903,4.097,8.07,224,0.875,bilinear,+6.180,+2.199,-6 -tv_resnext50_32x4d,83.957,16.043,95.967,4.033,25.03,224,0.875,bilinear,+6.339,+2.267,-3 -regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.101,+2.285,-13 +gmixer_24_224,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-23 +regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.101,+2.285,-12 +tv_resnext50_32x4d,83.957,16.043,95.967,4.033,25.03,224,0.875,bilinear,+6.339,+2.267,-4 gluon_resnet50_v1b,83.936,16.064,96.014,3.986,25.56,224,0.875,bicubic,+6.352,+2.294,-2 densenet161,83.906,16.094,96.014,3.986,28.68,224,0.875,bicubic,+6.552,+2.378,+6 adv_inception_v3,83.897,16.103,95.933,4.067,23.83,299,0.875,bicubic,+6.319,+2.195,-3 @@ -535,7 +539,7 @@ xcit_nano_12_p8_224_dist,83.731,16.269,95.958,4.042,3.05,224,1.000,bicubic,+7.40 dla60,83.720,16.280,95.926,4.074,22.04,224,0.875,bilinear,+6.698,+2.606,+9 eca_resnext26ts,83.705,16.295,95.948,4.052,10.30,256,0.900,bicubic,+6.247,+2.380,-9 repvgg_b1g4,83.697,16.303,96.025,3.975,39.97,224,0.875,bilinear,+6.109,+2.195,-16 -convmixer_1024_20_ks9_p14,83.686,16.314,95.894,4.106,24.38,224,0.960,bicubic,+6.744,+2.536,+9 +convmixer_1024_20_ks9_p14,83.686,16.314,95.894,4.106,24.38,224,0.960,bicubic,+6.744,+2.536,+10 legacy_seresnet50,83.665,16.335,95.978,4.022,28.09,224,0.875,bilinear,+6.033,+2.228,-22 tf_efficientnet_b0_ap,83.652,16.348,95.781,4.219,5.29,224,0.875,bicubic,+6.564,+2.523,+2 tf_efficientnet_cc_b0_4e,83.639,16.361,95.743,4.257,13.31,224,0.875,bicubic,+6.329,+2.403,-9 @@ -553,13 +557,13 @@ resnext26ts,83.464,16.536,95.726,4.274,10.30,256,0.900,bicubic,+6.684,+2.594,+1 selecsls42b,83.460,16.540,95.743,4.257,32.46,224,0.875,bicubic,+6.282,+2.351,-15 hardcorenas_c,83.336,16.664,95.713,4.287,5.52,224,0.875,bilinear,+6.284,+2.553,-11 tf_efficientnet_lite1,83.332,16.668,95.640,4.360,5.42,240,0.882,bicubic,+6.694,+2.416,+2 -regnetx_016,83.193,16.807,95.743,4.257,9.19,224,0.875,bicubic,+6.251,+2.319,-8 +regnetx_016,83.193,16.807,95.743,4.257,9.19,224,0.875,bicubic,+6.251,+2.319,-9 dpn68,83.184,16.816,95.600,4.400,12.61,224,0.875,bicubic,+6.874,+2.622,+10 mobilenetv2_140,83.180,16.820,95.687,4.313,6.11,224,0.875,bicubic,+6.668,+2.689,+5 tf_efficientnet_es,83.176,16.824,95.585,4.415,5.44,224,0.875,bicubic,+6.578,+2.381,0 tf_mixnet_m,83.176,16.824,95.459,4.541,5.01,224,0.875,bicubic,+6.230,+2.307,-14 xcit_nano_12_p16_384_dist,83.174,16.826,95.751,4.249,3.05,384,1.000,bicubic,+7.718,+3.061,+22 -ese_vovnet19b_dw,83.109,16.890,95.775,4.225,6.54,224,0.875,bicubic,+6.316,+2.509,-10 +ese_vovnet19b_dw,83.109,16.890,95.775,4.225,6.54,224,0.875,bicubic,+6.315,+2.509,-10 levit_128s,83.058,16.942,95.531,4.469,7.78,224,0.900,bicubic,+6.544,+2.661,-1 resnet26d,83.056,16.944,95.610,4.390,16.01,224,0.875,bicubic,+6.354,+2.458,-9 repvgg_a2,83.001,16.999,95.593,4.407,28.21,224,0.875,bilinear,+6.541,+2.583,-1 @@ -599,7 +603,7 @@ dla34,81.660,18.340,94.876,5.124,15.74,224,0.875,bilinear,+7.036,+2.804,+3 xcit_nano_12_p8_224,81.645,18.355,95.267,4.733,3.05,224,1.000,bicubic,+7.729,+3.099,+11 crossvit_9_240,81.613,18.387,94.974,5.026,8.55,240,0.875,bicubic,+7.653,+3.010,+9 mobilevit_xs,81.574,18.426,95.030,4.970,2.32,256,0.900,bicubic,+6.940,+2.684,-1 -fbnetc_100,81.559,18.441,94.959,5.041,5.57,224,0.875,bilinear,+6.444,+2.573,-14 +fbnetc_100,81.559,18.441,94.959,5.041,5.57,224,0.875,bilinear,+6.443,+2.573,-14 legacy_seresnet34,81.538,18.462,94.897,5.103,21.96,224,0.875,bilinear,+6.728,+2.771,-6 gluon_resnet34_v1b,81.498,18.503,94.808,5.192,21.80,224,0.875,bicubic,+6.906,+2.820,-2 regnetx_008,81.481,18.520,95.064,4.936,7.26,224,0.875,bicubic,+6.447,+2.724,-13 @@ -634,7 +638,7 @@ vgg16,79.034,20.966,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.264,+4 vgg13_bn,79.006,20.994,93.661,6.339,133.05,224,0.875,bilinear,+7.408,+3.285,+2 vit_tiny_r_s16_p8_224,78.993,21.007,93.898,6.102,6.34,224,0.900,bicubic,+7.199,+3.080,-1 lcnet_100,78.912,21.088,93.561,6.439,2.95,224,0.875,bicubic,+6.802,+3.183,-4 -edgenext_xx_small,78.698,21.302,93.503,6.497,1.33,256,0.900,bicubic,+7.593,+3.471,+2 +edgenext_xx_small,78.698,21.302,93.503,6.497,1.33,256,0.900,bicubic,+7.592,+3.471,+2 tinynet_c,78.436,21.564,93.140,6.860,2.46,184,0.875,bicubic,+7.208,+3.392,0 gluon_resnet18_v1b,78.376,21.624,93.136,6.864,11.69,224,0.875,bicubic,+7.538,+3.374,+1 mobilevitv2_050,78.124,21.876,93.573,6.426,1.37,256,0.888,bicubic,+7.984,+3.643,+3 @@ -643,7 +647,7 @@ xcit_nano_12_p16_224,77.900,22.100,93.430,6.570,3.05,224,1.000,bicubic,+7.946,+3 regnety_002,77.411,22.589,92.912,7.088,3.16,224,0.875,bicubic,+7.155,+3.378,-1 mixer_l16_224,77.287,22.713,90.574,9.426,208.20,224,0.875,bicubic,+5.221,+2.908,-11 resnet18,77.279,22.721,92.760,7.240,11.69,224,0.875,bilinear,+7.531,+3.676,+1 -vgg13,77.227,22.773,92.689,7.311,133.05,224,0.875,bilinear,+7.301,+3.444,-1 +vgg13,77.227,22.773,92.689,7.311,133.05,224,0.875,bilinear,+7.301,+3.443,-1 mobilevit_xxs,76.602,23.398,92.694,7.306,1.27,256,0.900,bicubic,+7.682,+3.748,+1 vgg11,76.393,23.607,92.154,7.846,132.86,224,0.875,bilinear,+7.365,+3.526,-1 resnet10t,76.222,23.778,92.224,7.776,5.44,224,0.950,bilinear,+7.914,+4.144,+2 diff --git a/results/results-imagenet.csv b/results/results-imagenet.csv index cb6c913b..d475f4da 100644 --- a/results/results-imagenet.csv +++ b/results/results-imagenet.csv @@ -42,8 +42,8 @@ xcit_large_24_p8_384_dist,85.998,14.002,97.684,2.316,188.93,384,1.000,bicubic volo_d4_224,85.876,14.124,97.468,2.532,192.96,224,0.960,bicubic vit_large_patch16_224,85.844,14.156,97.822,2.178,304.33,224,0.900,bicubic convnext_base_in22ft1k,85.824,14.176,97.866,2.134,88.59,224,0.875,bicubic -dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic xcit_medium_24_p8_384_dist,85.816,14.184,97.592,2.408,84.32,384,1.000,bicubic +dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic deit3_large_patch16_384,85.806,14.194,97.596,2.404,304.76,384,1.000,bicubic vit_base_patch8_224,85.790,14.210,97.792,2.208,86.58,224,0.900,bicubic xcit_large_24_p16_384_dist,85.752,14.248,97.538,2.462,189.10,384,1.000,bicubic @@ -56,8 +56,8 @@ dm_nfnet_f3,85.522,14.478,97.462,2.538,254.92,416,0.940,bicubic tf_efficientnetv2_l,85.488,14.512,97.372,2.628,118.52,480,1.000,bicubic cait_s36_384,85.460,14.540,97.478,2.522,68.37,384,1.000,bicubic ig_resnext101_32x48d,85.436,14.564,97.576,2.424,828.41,224,0.875,bilinear -deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic xcit_medium_24_p16_384_dist,85.422,14.578,97.406,2.594,84.40,384,1.000,bicubic +deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic volo_d3_224,85.412,14.588,97.280,2.720,86.33,224,0.960,bicubic xcit_large_24_p8_224_dist,85.398,14.602,97.410,2.590,188.93,224,1.000,bicubic tf_efficientnet_b8_ap,85.372,14.628,97.294,2.706,87.41,672,0.954,bicubic @@ -108,8 +108,8 @@ resmlp_big_24_224_in22ft1k,84.398,15.602,97.118,2.882,129.14,224,0.875,bicubic xcit_large_24_p8_224,84.392,15.608,96.658,3.342,188.93,224,1.000,bicubic seresnet152d,84.364,15.636,97.044,2.956,66.84,320,1.000,bicubic seresnext101d_32x8d,84.362,15.638,96.918,3.082,93.59,288,1.000,bicubic -convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic tf_efficientnetv2_s_in21ft1k,84.296,15.704,97.254,2.746,21.46,384,1.000,bicubic +convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic swsl_resnext101_32x8d,84.290,15.710,97.182,2.818,88.79,224,0.875,bilinear xcit_medium_24_p16_224_dist,84.278,15.722,96.940,3.060,84.40,224,1.000,bicubic vit_base_patch16_224_miil,84.272,15.728,96.802,3.198,86.54,224,0.875,bilinear @@ -128,8 +128,8 @@ convnext_tiny_384_in22ft1k,84.076,15.924,97.158,2.842,28.59,384,1.000,bicubic cait_xs24_384,84.064,15.936,96.890,3.110,26.67,384,1.000,bicubic regnetz_d8,84.052,15.948,96.996,3.004,23.37,320,1.000,bicubic regnetz_d8_evos,84.050,15.950,96.996,3.004,23.46,320,0.950,bicubic -tf_efficientnet_b3_ns,84.048,15.952,96.912,3.088,12.23,300,0.904,bicubic vit_small_r26_s32_384,84.048,15.952,97.328,2.672,36.47,384,1.000,bicubic +tf_efficientnet_b3_ns,84.048,15.952,96.912,3.088,12.23,300,0.904,bicubic regnetz_d32,84.024,15.976,96.868,3.132,27.58,320,0.950,bicubic resnetv2_50x3_bitm,84.012,15.988,97.126,2.874,217.32,448,1.000,bilinear eca_nfnet_l1,84.012,15.988,97.032,2.968,41.41,320,1.000,bicubic @@ -159,6 +159,7 @@ twins_svt_large,83.680,16.320,96.594,3.406,99.27,224,0.900,bicubic resnet152d,83.678,16.322,96.740,3.260,60.21,320,1.000,bicubic resmlp_big_24_distilled_224,83.588,16.412,96.648,3.352,129.14,224,0.875,bicubic jx_nest_base,83.554,16.446,96.364,3.636,67.72,224,0.875,bicubic +cs3se_edgenet_x,83.548,16.452,96.666,3.334,50.72,320,1.000,bicubic swinv2_cr_small_ns_224,83.486,16.514,96.484,3.516,49.70,224,0.900,bicubic cait_s24_224,83.458,16.542,96.562,3.438,46.92,224,1.000,bicubic deit3_small_patch16_384,83.428,16.572,96.676,3.324,22.21,384,1.000,bicubic @@ -178,8 +179,8 @@ regnetv_040,83.198,16.802,96.664,3.336,20.64,288,1.000,bicubic xception65,83.174,16.826,96.592,3.408,39.92,299,0.940,bicubic convnext_small,83.150,16.850,96.430,3.570,50.22,224,0.875,bicubic resnext101_64x4d,83.144,16.856,96.374,3.626,83.46,288,1.000,bicubic -swinv2_cr_small_224,83.138,16.862,96.098,3.902,49.70,224,0.900,bicubic twins_svt_base,83.138,16.862,96.420,3.580,56.07,224,0.900,bicubic +swinv2_cr_small_224,83.138,16.862,96.098,3.902,49.70,224,0.900,bicubic twins_pcpvt_large,83.136,16.864,96.604,3.396,60.99,224,0.900,bicubic xception65p,83.130,16.870,96.480,3.520,39.82,299,0.940,bicubic jx_nest_small,83.120,16.880,96.330,3.670,38.35,224,0.875,bicubic @@ -203,8 +204,10 @@ pnasnet5large,82.782,17.218,96.042,3.958,86.06,331,0.911,bicubic vit_relpos_base_patch16_clsgap_224,82.760,17.240,96.174,3.826,86.43,224,0.900,bicubic nfnet_l0,82.752,17.248,96.518,3.482,35.07,288,1.000,bicubic regnety_032,82.724,17.276,96.422,3.578,19.44,288,1.000,bicubic +cs3edgenet_x,82.722,17.278,96.376,3.624,47.82,288,1.000,bicubic twins_pcpvt_base,82.708,17.292,96.350,3.650,43.83,224,0.900,bicubic ig_resnext101_32x8d,82.698,17.302,96.632,3.368,88.79,224,0.875,bilinear +cs3sedarknet_x,82.654,17.346,96.346,3.654,35.40,288,1.000,bicubic xcit_medium_24_p16_224,82.638,17.362,95.978,4.022,84.40,224,1.000,bicubic regnetz_c16_evos,82.632,17.368,96.476,3.524,13.49,320,0.950,bicubic nasnetalarge,82.618,17.382,96.044,3.956,88.75,331,0.911,bicubic @@ -215,8 +218,8 @@ eca_nfnet_l0,82.578,17.422,96.490,3.510,24.14,288,1.000,bicubic xcit_tiny_24_p16_384_dist,82.572,17.428,96.288,3.712,12.12,384,1.000,bicubic vit_relpos_medium_patch16_cls_224,82.562,17.438,96.066,3.934,38.76,224,0.900,bicubic xcit_tiny_24_p8_224_dist,82.560,17.440,96.168,3.832,12.11,224,1.000,bicubic -crossvit_18_dagger_240,82.520,17.480,96.068,3.932,44.27,240,0.875,bicubic regnetz_c16,82.520,17.480,96.360,3.640,13.46,320,0.940,bicubic +crossvit_18_dagger_240,82.520,17.480,96.068,3.932,44.27,240,0.875,bicubic resnet61q,82.518,17.482,96.130,3.870,36.85,288,1.000,bicubic vit_relpos_base_patch16_224,82.486,17.514,96.142,3.858,86.43,224,0.900,bicubic gc_efficientnetv2_rw_t,82.466,17.534,96.298,3.702,13.68,288,1.000,bicubic @@ -228,8 +231,8 @@ xcit_tiny_12_p8_384_dist,82.386,17.614,96.222,3.778,6.71,384,1.000,bicubic tf_efficientnet_b2_ns,82.384,17.616,96.246,3.754,9.11,260,0.890,bicubic resnet51q,82.358,17.642,96.178,3.822,35.70,288,1.000,bilinear ecaresnet50t,82.348,17.652,96.138,3.862,25.57,320,0.950,bicubic -sequencer2d_s,82.344,17.656,96.034,3.966,27.65,224,0.875,bicubic efficientnetv2_rw_t,82.344,17.656,96.196,3.804,13.65,288,1.000,bicubic +sequencer2d_s,82.344,17.656,96.034,3.966,27.65,224,0.875,bicubic mobilevitv2_200_in22ft1k,82.334,17.666,95.938,4.062,18.45,256,0.888,bicubic resnetv2_101x1_bitm,82.332,17.668,96.516,3.484,44.54,448,1.000,bilinear crossvit_15_dagger_240,82.326,17.674,95.956,4.044,28.21,240,0.875,bicubic @@ -249,11 +252,11 @@ cait_xxs36_384,82.192,17.808,96.144,3.856,17.37,384,1.000,bicubic swsl_resnext50_32x4d,82.176,17.824,96.232,3.768,25.03,224,0.875,bilinear ecaresnet101d,82.170,17.830,96.048,3.952,44.57,224,0.875,bicubic swin_s3_tiny_224,82.124,17.876,95.950,4.050,28.33,224,0.900,bicubic -poolformer_m36,82.108,17.892,95.690,4.310,56.17,224,0.950,bicubic visformer_small,82.108,17.892,95.876,4.124,40.22,224,0.900,bicubic +poolformer_m36,82.108,17.892,95.690,4.310,56.17,224,0.950,bicubic halo2botnet50ts_256,82.068,17.932,95.642,4.358,22.64,256,0.950,bicubic -convnext_tiny,82.062,17.938,95.854,4.146,28.59,224,0.875,bicubic tresnet_xl,82.062,17.938,95.936,4.064,78.44,224,0.875,bilinear +convnext_tiny,82.062,17.938,95.854,4.146,28.59,224,0.875,bicubic resnetv2_101,82.046,17.954,95.862,4.138,44.54,224,0.950,bicubic fbnetv3_g,82.034,17.966,96.066,3.934,16.62,288,0.950,bilinear pit_s_distilled_224,81.994,18.006,95.796,4.204,24.04,224,0.900,bicubic @@ -287,6 +290,7 @@ tnt_s_patch16_224,81.518,18.482,95.746,4.254,23.76,224,0.900,bicubic levit_256,81.516,18.484,95.490,4.510,18.89,224,0.900,bicubic vit_large_patch32_384,81.508,18.492,96.090,3.910,306.63,384,1.000,bicubic tresnet_l,81.490,18.510,95.626,4.374,55.99,224,0.875,bilinear +convnext_nano,81.476,18.524,95.660,4.340,15.59,288,1.000,bicubic mobilevitv2_150_in22ft1k,81.470,18.530,95.668,4.332,10.59,256,0.888,bicubic wide_resnet50_2,81.456,18.544,95.530,4.470,68.88,224,0.875,bicubic vit_relpos_small_patch16_224,81.454,18.546,95.828,4.172,21.98,224,0.900,bicubic @@ -304,16 +308,16 @@ efficientnet_el,81.306,18.694,95.534,4.466,10.59,300,0.904,bicubic coat_mini,81.266,18.734,95.392,4.608,10.34,224,0.900,bicubic seresnext50_32x4d,81.262,18.738,95.628,4.372,27.56,224,0.875,bicubic gluon_senet154,81.230,18.770,95.346,4.654,115.09,224,0.875,bicubic -deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic xcit_tiny_12_p8_224_dist,81.208,18.792,95.606,4.394,6.71,224,1.000,bicubic +deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic swsl_resnet50,81.180,18.820,95.980,4.020,25.56,224,0.875,bilinear resmlp_36_distilled_224,81.156,18.844,95.486,4.514,44.69,224,0.875,bicubic sebotnet33ts_256,81.154,18.846,95.166,4.834,13.70,256,0.940,bicubic lambda_resnet50ts,81.152,18.848,95.102,4.898,21.54,256,0.950,bicubic mobilevitv2_200,81.140,18.860,95.368,4.632,18.45,256,0.888,bicubic resnest50d_4s2x40d,81.108,18.892,95.562,4.438,30.42,224,0.875,bicubic -pit_s_224,81.098,18.902,95.332,4.668,23.46,224,0.900,bicubic vit_srelpos_small_patch16_224,81.098,18.902,95.572,4.428,21.97,224,0.900,bicubic +pit_s_224,81.098,18.902,95.332,4.668,23.46,224,0.900,bicubic resnext50_32x4d,81.096,18.904,95.326,4.674,25.03,224,0.950,bicubic twins_pcpvt_small,81.090,18.910,95.642,4.358,24.11,224,0.900,bicubic haloregnetz_b,81.044,18.956,95.198,4.802,11.68,224,0.940,bicubic @@ -377,8 +381,8 @@ vit_base_patch16_224_sam,80.244,19.756,94.754,5.246,86.57,224,0.900,bicubic legacy_seresnext101_32x4d,80.222,19.778,95.014,4.986,48.96,224,0.875,bilinear repvgg_b3g4,80.216,19.784,95.108,4.892,83.83,224,0.875,bilinear tf_efficientnetv2_b2,80.208,19.792,95.044,4.956,10.10,260,0.890,bicubic -dpn107,80.168,19.832,94.906,5.094,86.92,224,0.875,bicubic inception_v4,80.168,19.832,94.964,5.036,42.68,299,0.875,bicubic +dpn107,80.168,19.832,94.906,5.094,86.92,224,0.875,bicubic convmixer_768_32,80.164,19.836,95.072,4.928,21.11,224,0.960,bicubic skresnext50_32x4d,80.154,19.846,94.646,5.354,27.48,224,0.875,bicubic tf_efficientnet_b2,80.088,19.912,94.908,5.092,9.11,260,0.890,bicubic @@ -428,8 +432,8 @@ tf_efficientnet_cc_b1_8e,79.314,20.686,94.370,5.630,39.72,240,0.882,bicubic ese_vovnet39b,79.312,20.688,94.714,5.286,24.57,224,0.875,bicubic pit_xs_distilled_224,79.308,20.692,94.366,5.634,11.00,224,0.900,bicubic gluon_resnet101_v1b,79.304,20.696,94.520,5.480,44.55,224,0.875,bicubic -hrnet_w48,79.300,20.700,94.514,5.486,77.47,224,0.875,bilinear nf_regnet_b1,79.300,20.700,94.754,5.246,10.22,288,0.900,bicubic +hrnet_w48,79.300,20.700,94.514,5.486,77.47,224,0.875,bilinear resnetblur50,79.294,20.706,94.634,5.366,25.56,224,0.875,bicubic eca_botnext26ts_256,79.276,20.724,94.616,5.384,10.59,256,0.950,bicubic tf_efficientnet_b1_ap,79.274,20.726,94.308,5.692,7.79,240,0.882,bicubic @@ -544,8 +548,8 @@ hardcorenas_c,77.052,22.948,93.160,6.840,5.52,224,0.875,bilinear dla60,77.022,22.978,93.320,6.680,22.04,224,0.875,bilinear crossvit_9_dagger_240,76.978,23.022,93.614,6.386,8.78,240,0.875,bicubic tf_mixnet_m,76.946,23.054,93.152,6.848,5.01,224,0.875,bicubic -convmixer_1024_20_ks9_p14,76.942,23.058,93.358,6.642,24.38,224,0.960,bicubic regnetx_016,76.942,23.058,93.424,6.576,9.19,224,0.875,bicubic +convmixer_1024_20_ks9_p14,76.942,23.058,93.358,6.642,24.38,224,0.960,bicubic gernet_s,76.916,23.084,93.134,6.866,8.17,224,0.875,bilinear skresnet34,76.904,23.096,93.320,6.680,22.28,224,0.875,bicubic tf_efficientnet_b0,76.840,23.160,93.218,6.782,5.29,224,0.875,bicubic diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index 993cc659..131dd32e 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -18,8 +18,8 @@ convnext_xlarge_384_in22ft1k,77.710,22.290,94.200,5.800,350.20,384,1.000,bicubic swinv2_large_window12to24_192to384_22kft1k,77.310,22.690,93.930,6.070,196.74,384,1.000,bicubic,-10.146,-4.322,-9 tf_efficientnet_b6_ns,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.170,-3.996,+9 swinv2_base_window12to24_192to384_22kft1k,77.170,22.830,94.260,5.740,87.92,384,1.000,bicubic,-9.938,-3.976,-7 -volo_d3_448,77.070,22.930,94.110,5.890,86.63,448,1.000,bicubic,-9.426,-3.600,+4 -vit_large_r50_s32_384,77.070,22.930,93.720,6.280,329.09,384,1.000,bicubic,-9.110,-4.200,+13 +volo_d3_448,77.070,22.930,94.110,5.890,86.63,448,1.000,bicubic,-9.426,-3.600,+5 +vit_large_r50_s32_384,77.070,22.930,93.720,6.280,329.09,384,1.000,bicubic,-9.110,-4.200,+12 tf_efficientnetv2_xl_in21ft1k,77.040,22.960,93.270,6.730,208.12,512,1.000,bicubic,-9.380,-4.598,+7 swin_large_patch4_window12_384,77.030,22.970,93.750,6.250,196.74,384,1.000,bicubic,-10.122,-4.490,-12 tf_efficientnetv2_l_in21ft1k,76.940,23.060,93.960,6.040,118.52,480,1.000,bicubic,-9.364,-4.020,+7 @@ -36,15 +36,15 @@ convnext_base_384_in22ft1k,76.580,23.420,93.720,6.280,88.59,384,1.000,bicubic,-9 volo_d5_224,76.580,23.420,93.300,6.700,295.46,224,0.960,bicubic,-9.490,-4.278,+1 deit3_base_patch16_224_in21ft1k,76.540,23.460,93.560,6.440,86.59,224,1.000,bicubic,-9.176,-4.184,+14 vit_base_patch16_384,76.480,23.520,93.770,6.230,86.86,384,1.000,bicubic,-9.526,-4.234,+2 -convnext_large_in22ft1k,76.430,23.570,93.470,6.530,197.77,224,0.875,bicubic,-10.206,-4.558,-15 -swinv2_base_window12to16_192to256_22kft1k,76.430,23.570,93.690,6.310,87.92,256,0.900,bicubic,-9.840,-4.206,-7 +swinv2_base_window12to16_192to256_22kft1k,76.430,23.570,93.690,6.310,87.92,256,0.900,bicubic,-9.840,-4.206,-6 +convnext_large_in22ft1k,76.430,23.570,93.470,6.530,197.77,224,0.875,bicubic,-10.206,-4.558,-16 cait_m36_384,76.330,23.670,93.050,6.950,271.22,384,1.000,bicubic,-9.724,-4.680,-3 vit_large_patch16_224,76.300,23.700,93.600,6.400,304.33,224,0.900,bicubic,-9.544,-4.222,+1 swin_base_patch4_window12_384,76.290,23.710,93.320,6.680,87.90,384,1.000,bicubic,-10.142,-4.736,-14 tf_efficientnetv2_l,76.280,23.720,92.970,7.030,118.52,480,1.000,bicubic,-9.208,-4.402,+12 swin_large_patch4_window7_224,76.270,23.730,93.410,6.590,196.53,224,0.900,bicubic,-10.050,-4.482,-14 cait_s36_384,76.210,23.790,92.970,7.030,68.37,384,1.000,bicubic,-9.250,-4.508,+11 -xcit_medium_24_p8_384_dist,76.140,23.860,92.980,7.020,84.32,384,1.000,bicubic,-9.676,-4.612,-1 +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,-10.012,-4.620,-13 tf_efficientnet_b7_ap,76.100,23.900,92.970,7.030,66.35,600,0.949,bicubic,-9.020,-4.282,+22 volo_d2_384,76.090,23.910,93.130,6.870,58.87,384,1.000,bicubic,-9.946,-4.444,-11 @@ -61,9 +61,9 @@ ig_resnext101_32x16d,75.750,24.250,92.880,7.120,194.03,224,0.875,bilinear,-8.420 tf_efficientnet_b4_ns,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.490,-4.420,+9 volo_d1_384,75.620,24.380,93.060,6.940,26.78,384,1.000,bicubic,-9.630,-4.154,+4 volo_d3_224,75.610,24.390,93.000,7.000,86.33,224,0.960,bicubic,-9.802,-4.280,-2 -convnext_base_in22ft1k,75.580,24.420,93.130,6.870,88.59,224,0.875,bicubic,-10.244,-4.736,-21 -vit_base_r50_s16_384,75.580,24.420,92.790,7.210,98.95,384,1.000,bicubic,-9.396,-4.500,+18 -deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-7 +convnext_base_in22ft1k,75.580,24.420,93.130,6.870,88.59,224,0.875,bicubic,-10.244,-4.736,-20 +vit_base_r50_s16_384,75.580,24.420,92.790,7.210,98.95,384,1.000,bicubic,-9.396,-4.500,+17 +deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-6 tf_efficientnetv2_m,75.520,24.480,92.620,7.380,54.14,480,1.000,bicubic,-9.516,-4.658,+12 regnetz_e8,75.490,24.510,92.710,7.290,57.70,320,1.000,bicubic,-9.540,-4.554,+12 cait_s24_384,75.480,24.520,92.600,7.400,47.06,384,1.000,bicubic,-9.570,-4.748,+9 @@ -76,10 +76,10 @@ dm_nfnet_f3,75.200,24.800,92.940,7.060,254.92,416,0.940,bicubic,-10.322,-4.522,- efficientnetv2_rw_m,75.160,24.840,92.570,7.430,53.24,416,1.000,bicubic,-9.652,-4.576,+13 deit3_large_patch16_224,75.140,24.860,92.280,7.720,304.37,224,0.900,bicubic,-9.622,-4.758,+14 ecaresnet269d,75.120,24.880,92.840,7.160,102.09,352,1.000,bicubic,-9.854,-4.386,+5 -xcit_medium_24_p16_384_dist,75.110,24.890,92.440,7.560,84.40,384,1.000,bicubic,-10.312,-4.966,-19 +xcit_medium_24_p16_384_dist,75.110,24.890,92.440,7.560,84.40,384,1.000,bicubic,-10.312,-4.966,-20 deit3_small_patch16_384_in21ft1k,75.090,24.910,92.800,7.200,22.21,384,1.000,bicubic,-9.734,-4.684,+8 convnext_small_384_in22ft1k,75.050,24.950,93.010,6.990,50.22,384,1.000,bicubic,-10.674,-4.854,-31 -dm_nfnet_f5,75.010,24.990,92.600,7.400,377.21,544,0.954,bicubic,-10.806,-4.886,-37 +dm_nfnet_f5,75.010,24.990,92.600,7.400,377.21,544,0.954,bicubic,-10.806,-4.886,-36 xcit_small_24_p8_224_dist,74.980,25.020,92.300,7.700,47.63,224,1.000,bicubic,-9.896,-4.888,+4 tf_efficientnet_b8,74.930,25.070,92.320,7.680,87.41,672,0.954,bicubic,-10.438,-5.072,-20 xcit_small_12_p8_384_dist,74.860,25.140,92.460,7.540,26.21,384,1.000,bicubic,-10.220,-4.820,-11 @@ -95,47 +95,47 @@ swin_base_patch4_window7_224,74.540,25.460,92.560,7.440,87.77,224,0.900,bicubic, seresnet152d,74.520,25.480,92.080,7.920,66.84,320,1.000,bicubic,-9.844,-4.964,+14 regnetz_040,74.460,25.540,91.900,8.100,27.12,320,1.000,bicubic,-9.776,-5.032,+22 resnest200e,74.460,25.540,91.860,8.140,70.20,320,0.909,bicubic,-9.368,-5.032,+49 -tf_efficientnetv2_s_in21ft1k,74.450,25.550,92.500,7.500,21.46,384,1.000,bicubic,-9.846,-4.754,+14 +tf_efficientnetv2_s_in21ft1k,74.450,25.550,92.500,7.500,21.46,384,1.000,bicubic,-9.846,-4.754,+13 regnetz_040h,74.440,25.560,92.240,7.760,28.94,320,1.000,bicubic,-10.056,-4.766,+3 resnetrs200,74.360,25.640,91.940,8.060,93.21,320,1.000,bicubic,-10.080,-5.140,+4 seresnextaa101d_32x8d,74.320,25.680,91.720,8.280,93.59,288,1.000,bicubic,-10.252,-5.350,-4 convnext_small_in22ft1k,74.210,25.790,92.550,7.450,50.22,224,0.875,bicubic,-10.358,-4.846,-4 seresnext101d_32x8d,74.210,25.790,91.860,8.140,93.59,288,1.000,bicubic,-10.152,-5.058,+7 efficientnetv2_rw_s,74.180,25.820,91.710,8.290,23.94,384,1.000,bicubic,-9.630,-5.014,+44 -cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.894,-4.980,+22 resnest269e,74.170,25.830,91.930,8.070,110.93,416,0.928,bicubic,-10.348,-5.056,-5 +cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.894,-4.980,+22 pit_b_distilled_224,74.160,25.840,91.660,8.340,74.79,224,0.900,bicubic,-9.982,-5.196,+18 -swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.100,-4.770,+67 -eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.962,+26 -vit_large_r50_s32_224,74.120,25.880,92.380,7.620,328.99,224,0.900,bicubic,-10.310,-4.786,-4 -volo_d1_224,74.120,25.880,92.030,7.970,26.63,224,0.960,bicubic,-10.044,-4.744,+13 -xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.588,-5.046,-19 -convnext_large,74.070,25.930,91.550,8.450,197.77,224,0.875,bicubic,-10.226,-5.344,-2 +swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.100,-4.770,+68 +vit_large_r50_s32_224,74.120,25.880,92.380,7.620,328.99,224,0.900,bicubic,-10.310,-4.786,-3 +eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.962,+25 +xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.588,-5.046,-18 +volo_d1_224,74.120,25.880,92.030,7.970,26.63,224,0.960,bicubic,-10.044,-4.744,+12 +convnext_large,74.070,25.930,91.550,8.450,197.77,224,0.875,bicubic,-10.226,-5.344,-1 xcit_large_24_p8_224,74.070,25.930,90.890,9.110,188.93,224,1.000,bicubic,-10.322,-5.768,-6 vit_base_patch16_224_miil,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.232,-5.102,0 -resnetv2_152x4_bitm,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.908,-5.102,-31 -swinv2_base_window16_256,74.010,25.990,91.750,8.250,87.92,256,0.900,bicubic,-10.582,-5.324,-20 -tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.884,-5.168,+21 -vit_base_patch16_224,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.530,-4.826,-20 -swsl_resnext101_32x16d,73.990,26.010,92.180,7.820,194.03,224,0.875,bilinear,-9.360,-4.664,+51 -crossvit_18_dagger_408,73.970,26.030,91.410,8.590,44.61,408,1.000,bicubic,-10.224,-5.408,+1 -regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.054,-4.918,+11 +resnetv2_152x4_bitm,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.908,-5.102,-30 +swinv2_base_window16_256,74.010,25.990,91.750,8.250,87.92,256,0.900,bicubic,-10.582,-5.324,-21 +vit_base_patch16_224,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.530,-4.826,-19 +tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.884,-5.168,+20 +swsl_resnext101_32x16d,73.990,26.010,92.180,7.820,194.03,224,0.875,bilinear,-9.360,-4.664,+52 +regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.054,-4.918,+12 +crossvit_18_dagger_408,73.970,26.030,91.410,8.590,44.61,408,1.000,bicubic,-10.224,-5.408,0 seresnext101_32x8d,73.940,26.060,91.450,8.550,93.57,288,1.000,bicubic,-10.264,-5.424,-2 -resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.088,-5.364,-43 -resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.590,-4.764,-24 +resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.590,-4.764,-23 +resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.088,-5.364,-44 xcit_small_12_p8_224_dist,73.920,26.080,91.720,8.280,26.21,224,1.000,bicubic,-10.310,-5.154,-7 resmlp_big_24_224_in22ft1k,73.900,26.100,91.750,8.250,129.14,224,0.875,bicubic,-10.498,-5.368,-20 tf_efficientnet_b6,73.890,26.110,91.750,8.250,43.04,528,0.942,bicubic,-10.218,-5.138,-2 -tf_efficientnet_b3_ns,73.880,26.120,91.870,8.130,12.23,300,0.904,bicubic,-10.168,-5.042,+2 +tf_efficientnet_b3_ns,73.880,26.120,91.870,8.130,12.23,300,0.904,bicubic,-10.168,-5.042,+3 convnext_base,73.870,26.130,91.320,8.680,88.59,224,0.875,bicubic,-9.970,-5.430,+13 -deit3_small_patch16_224_in21ft1k,73.840,26.160,91.960,8.040,22.06,224,1.000,bicubic,-9.236,-4.816,+56 -vit_small_r26_s32_384,73.800,26.200,92.290,7.710,36.47,384,1.000,bicubic,-10.248,-5.038,0 +deit3_small_patch16_224_in21ft1k,73.840,26.160,91.960,8.040,22.06,224,1.000,bicubic,-9.236,-4.816,+57 +vit_small_r26_s32_384,73.800,26.200,92.290,7.710,36.47,384,1.000,bicubic,-10.248,-5.038,-1 regnetz_d8,73.760,26.240,92.020,7.980,23.37,320,1.000,bicubic,-10.292,-4.976,-4 regnety_080,73.730,26.270,91.790,8.210,39.18,288,1.000,bicubic,-10.198,-5.098,+4 resnetrs270,73.690,26.310,91.570,8.430,129.86,352,1.000,bicubic,-10.746,-5.404,-30 resnetv2_101x3_bitm,73.680,26.320,92.470,7.530,387.93,448,1.000,bilinear,-10.764,-4.912,-33 resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.280,-5.254,-1 -ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.038,-4.472,+69 +ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.038,-4.472,+71 xcit_medium_24_p16_224_dist,73.650,26.350,91.580,8.420,84.40,224,1.000,bicubic,-10.628,-5.360,-25 regnety_064,73.590,26.410,91.350,8.650,30.58,288,1.000,bicubic,-10.130,-5.376,+14 tf_efficientnet_b5,73.560,26.440,91.460,8.540,30.39,456,0.934,bicubic,-10.254,-5.288,+6 @@ -143,93 +143,96 @@ swinv2_base_window8_256,73.540,26.460,91.520,8.480,87.92,256,0.900,bicubic,-10.7 resnet152d,73.530,26.470,91.230,8.770,60.21,320,1.000,bicubic,-10.148,-5.510,+16 regnetv_064,73.490,26.510,91.590,8.410,30.58,288,1.000,bicubic,-10.222,-5.156,+12 deit3_base_patch16_224,73.480,26.520,91.290,8.710,86.59,224,0.900,bicubic,-10.312,-5.294,+5 -sequencer2d_l,73.480,26.520,91.100,8.900,54.30,224,0.875,bicubic,-9.926,-5.400,+20 +sequencer2d_l,73.480,26.520,91.100,8.900,54.30,224,0.875,bicubic,-9.926,-5.400,+21 xcit_tiny_24_p8_384_dist,73.420,26.580,91.560,8.440,12.11,384,1.000,bicubic,-10.326,-5.152,+5 resnetrs350,73.400,26.600,91.310,8.690,163.96,384,1.000,bicubic,-11.312,-5.680,-56 twins_svt_large,73.390,26.610,90.910,9.090,99.27,224,0.900,bicubic,-10.290,-5.684,+9 regnetz_d8_evos,73.370,26.630,91.640,8.360,23.46,320,0.950,bicubic,-10.680,-5.356,-20 regnety_160,73.360,26.640,91.700,8.300,83.59,288,1.000,bicubic,-10.332,-5.076,+6 swin_s3_base_224,73.320,26.680,91.190,8.810,71.13,224,0.900,bicubic,-10.612,-5.470,-15 -efficientnet_b4,73.310,26.690,91.280,8.720,19.34,384,1.000,bicubic,-10.114,-5.318,+12 +efficientnet_b4,73.310,26.690,91.280,8.720,19.34,384,1.000,bicubic,-10.114,-5.318,+13 vit_small_patch16_384,73.300,26.700,92.000,8.000,22.20,384,1.000,bicubic,-10.500,-5.100,-5 resmlp_big_24_distilled_224,73.290,26.710,91.160,8.840,129.14,224,0.875,bicubic,-10.298,-5.488,+5 swinv2_small_window16_256,73.270,26.730,91.270,8.730,49.73,256,0.900,bicubic,-10.940,-5.600,-36 xcit_small_24_p16_224_dist,73.260,26.740,91.460,8.540,47.67,224,1.000,bicubic,-10.610,-5.272,-17 -deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,+10 +deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,+11 resnetrs152,73.200,26.800,91.260,8.740,86.62,320,1.000,bicubic,-10.514,-5.354,-4 xcit_medium_24_p8_224,73.150,26.850,90.280,9.720,84.32,224,1.000,bicubic,-10.588,-6.114,-7 -vit_base_patch32_384,73.130,26.870,91.240,8.760,88.30,384,1.000,bicubic,-10.222,-5.596,+9 +vit_base_patch32_384,73.130,26.870,91.240,8.760,88.30,384,1.000,bicubic,-10.222,-5.596,+10 jx_nest_base,73.120,26.880,91.060,8.940,67.72,224,0.875,bicubic,-10.434,-5.304,-1 swinv2_small_window8_256,73.110,26.890,90.930,9.070,49.73,256,0.900,bicubic,-10.744,-5.712,-22 +cs3se_edgenet_x,73.100,26.900,91.260,8.740,50.72,320,1.000,bicubic,-10.448,-5.406,-2 deit3_small_patch16_384,73.090,26.910,91.240,8.760,22.21,384,1.000,bicubic,-10.338,-5.436,0 -xcit_small_24_p8_224,73.080,26.920,91.140,8.860,47.63,224,1.000,bicubic,-10.760,-5.496,-21 +xcit_small_24_p8_224,73.080,26.920,91.140,8.860,47.63,224,1.000,bicubic,-10.760,-5.496,-22 cait_s24_224,73.070,26.930,91.120,8.880,46.92,224,1.000,bicubic,-10.388,-5.442,-3 -crossvit_15_dagger_408,72.950,27.050,91.090,8.910,28.50,408,1.000,bicubic,-10.888,-5.690,-22 -resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.566,-26 -tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.368,-5.412,+5 -regnetv_040,72.880,27.120,91.110,8.890,20.64,288,1.000,bicubic,-10.318,-5.554,+7 -dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.504,-5.494,-2 -convnext_tiny_384_in22ft1k,72.850,27.150,91.560,8.440,28.59,384,1.000,bicubic,-11.226,-5.598,-45 +crossvit_15_dagger_408,72.950,27.050,91.090,8.910,28.50,408,1.000,bicubic,-10.888,-5.690,-23 +resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.566,-27 +regnetv_040,72.880,27.120,91.110,8.890,20.64,288,1.000,bicubic,-10.318,-5.554,+8 +dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.504,-5.494,-1 +tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.368,-5.412,+3 +convnext_tiny_384_in22ft1k,72.850,27.150,91.560,8.440,28.59,384,1.000,bicubic,-11.226,-5.598,-46 swinv2_cr_small_ns_224,72.800,27.200,90.800,9.200,49.70,224,0.900,bicubic,-10.686,-5.684,-11 xception65p,72.790,27.210,90.910,9.090,39.82,299,0.940,bicubic,-10.340,-5.570,+10 regnety_032,72.760,27.240,90.960,9.040,19.44,288,1.000,bicubic,-9.964,-5.462,+30 regnety_040,72.720,27.280,90.730,9.270,20.65,288,1.000,bicubic,-10.316,-5.780,+14 -swin_s3_small_224,72.690,27.310,90.560,9.440,49.74,224,0.900,bicubic,-11.084,-5.892,-26 -xcit_small_12_p8_224,72.620,27.380,90.670,9.330,26.21,224,1.000,bicubic,-10.720,-5.810,-6 +swin_s3_small_224,72.690,27.310,90.560,9.440,49.74,224,0.900,bicubic,-11.084,-5.892,-27 resnext101_64x4d,72.620,27.380,90.840,9.160,83.46,288,1.000,bicubic,-10.524,-5.534,+2 -pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.532,+22 -nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+23 +xcit_small_12_p8_224,72.620,27.380,90.670,9.330,26.21,224,1.000,bicubic,-10.720,-5.810,-6 +nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+24 +pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.532,+21 xception65,72.600,27.400,90.820,9.180,39.92,299,0.940,bicubic,-10.574,-5.772,-4 resnest101e,72.580,27.420,90.820,9.180,48.28,256,0.875,bilinear,-10.308,-5.500,+13 twins_pcpvt_large,72.570,27.430,90.700,9.300,60.99,224,0.900,bicubic,-10.566,-5.904,-1 -swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.616,-5.382,+64 -gc_efficientnetv2_rw_t,72.550,27.450,90.830,9.170,13.68,288,1.000,bicubic,-9.916,-5.468,+36 -tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.498,-5.860,+2 +swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.616,-5.382,+66 +gc_efficientnetv2_rw_t,72.550,27.450,90.830,9.170,13.68,288,1.000,bicubic,-9.916,-5.468,+38 twins_svt_base,72.550,27.450,90.450,9.550,56.07,224,0.900,bicubic,-10.588,-5.970,-6 +tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.498,-5.860,+1 deit_base_patch16_384,72.540,27.460,90.270,9.730,86.86,384,1.000,bicubic,-10.566,-6.100,-3 -resnetv2_50x3_bitm,72.520,27.480,91.760,8.240,217.32,448,1.000,bilinear,-11.492,-5.366,-56 +resnetv2_50x3_bitm,72.520,27.480,91.760,8.240,217.32,448,1.000,bilinear,-11.492,-5.366,-57 xcit_small_12_p16_224_dist,72.500,27.500,91.110,8.890,26.25,224,1.000,bicubic,-10.846,-5.308,-19 -xcit_tiny_24_p8_224_dist,72.430,27.570,90.920,9.080,12.11,224,1.000,bicubic,-10.130,-5.248,+25 +xcit_tiny_24_p8_224_dist,72.430,27.570,90.920,9.080,12.11,224,1.000,bicubic,-10.130,-5.248,+27 resnet101d,72.420,27.580,90.650,9.350,44.57,320,1.000,bicubic,-10.602,-5.796,-1 sequencer2d_m,72.410,27.590,90.710,9.290,38.31,224,0.875,bicubic,-10.398,-5.558,+7 -jx_nest_small,72.360,27.640,90.690,9.310,38.35,224,0.875,bicubic,-10.760,-5.640,-10 -convnext_small,72.330,27.670,90.850,9.150,50.22,224,0.875,bicubic,-10.820,-5.580,-17 +cs3sedarknet_x,72.380,27.620,91.020,8.980,35.40,288,1.000,bicubic,-10.274,-5.326,+14 +jx_nest_small,72.360,27.640,90.690,9.310,38.35,224,0.875,bicubic,-10.760,-5.640,-11 +convnext_small,72.330,27.670,90.850,9.150,50.22,224,0.875,bicubic,-10.820,-5.580,-18 regnetz_c16,72.310,27.690,90.820,9.180,13.46,320,0.940,bicubic,-10.210,-5.540,+22 -tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-7 -tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.104,-5.156,+29 -tresnet_m,72.260,27.740,90.230,9.770,31.39,224,0.875,bilinear,-10.814,-5.890,-12 -crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.148,-5.784,+25 +tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-8 +tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.104,-5.156,+30 +tresnet_m,72.260,27.740,90.230,9.770,31.39,224,0.875,bilinear,-10.814,-5.890,-13 resnetv2_50x1_bit_distilled,72.250,27.750,91.010,8.990,25.55,224,0.875,bicubic,-10.572,-5.512,-4 -efficientnetv2_rw_t,72.230,27.770,90.410,9.590,13.65,288,1.000,bicubic,-10.114,-5.624,+29 -nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.388,-5.584,+6 -regnetz_c16_evos,72.230,27.770,91.230,8.770,13.49,320,0.950,bicubic,-10.402,-5.246,+4 -cait_xxs36_384,72.200,27.800,90.840,9.160,17.37,384,1.000,bicubic,-9.992,-5.304,+42 +crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.148,-5.784,+25 +regnetz_c16_evos,72.230,27.770,91.230,8.770,13.49,320,0.950,bicubic,-10.402,-5.246,+7 +nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.388,-5.584,+7 +efficientnetv2_rw_t,72.230,27.770,90.410,9.590,13.65,288,1.000,bicubic,-10.114,-5.786,+27 +cait_xxs36_384,72.200,27.800,90.840,9.160,17.37,384,1.000,bicubic,-9.992,-5.304,+43 twins_pcpvt_base,72.190,27.810,90.510,9.490,43.83,224,0.900,bicubic,-10.518,-5.840,-1 -crossvit_18_dagger_240,72.130,27.870,90.070,9.930,44.27,240,0.875,bicubic,-10.390,-5.998,+10 -xcit_tiny_24_p16_384_dist,72.080,27.920,90.590,9.410,12.12,384,1.000,bicubic,-10.492,-5.698,+6 -resnet152,72.060,27.940,90.340,9.660,60.19,224,0.950,bicubic,-10.758,-5.792,-11 -vit_relpos_base_patch16_clsgap_224,72.000,28.000,90.250,9.750,86.43,224,0.900,bicubic,-10.760,-5.924,-8 +crossvit_18_dagger_240,72.130,27.870,90.070,9.930,44.27,240,0.875,bicubic,-10.390,-5.998,+12 +xcit_tiny_24_p16_384_dist,72.080,27.920,90.590,9.410,12.12,384,1.000,bicubic,-10.492,-5.698,+7 +resnet152,72.060,27.940,90.340,9.660,60.19,224,0.950,bicubic,-10.758,-5.792,-12 mobilevitv2_200_384_in22ft1k,72.000,28.000,90.630,9.370,18.45,384,1.000,bicubic,-11.400,-5.952,-45 -vit_relpos_medium_patch16_cls_224,71.990,28.010,90.290,9.710,38.76,224,0.900,bicubic,-10.572,-5.776,+3 -sequencer2d_s,71.940,28.060,90.490,9.510,27.65,224,0.875,bicubic,-10.404,-5.706,+17 +vit_relpos_base_patch16_clsgap_224,72.000,28.000,90.250,9.750,86.43,224,0.900,bicubic,-10.760,-5.924,-10 +vit_relpos_medium_patch16_cls_224,71.990,28.010,90.290,9.710,38.76,224,0.900,bicubic,-10.572,-5.776,+4 +sequencer2d_s,71.940,28.060,90.490,9.510,27.65,224,0.875,bicubic,-10.404,-5.544,+19 swinv2_cr_small_224,71.880,28.120,90.260,9.740,49.70,224,0.900,bicubic,-11.258,-5.838,-34 -eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.738,-5.380,-2 -convnext_tiny_in22ft1k,71.830,28.170,90.920,9.080,28.59,224,0.875,bicubic,-11.082,-5.704,-23 -vit_relpos_base_patch16_224,71.830,28.170,90.260,9.740,86.43,224,0.900,bicubic,-10.656,-5.882,+3 -mobilevitv2_175_384_in22ft1k,71.810,28.190,90.780,9.220,14.25,384,1.000,bicubic,-11.124,-5.650,-26 -swin_small_patch4_window7_224,71.750,28.250,90.240,9.760,49.61,224,0.900,bicubic,-11.468,-6.086,-44 +eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.738,-5.380,-1 +convnext_tiny_in22ft1k,71.830,28.170,90.920,9.080,28.59,224,0.875,bicubic,-11.082,-5.704,-24 +vit_relpos_base_patch16_224,71.830,28.170,90.260,9.740,86.43,224,0.900,bicubic,-10.656,-5.882,+4 +mobilevitv2_175_384_in22ft1k,71.810,28.190,90.780,9.220,14.25,384,1.000,bicubic,-11.124,-5.650,-27 +cs3edgenet_x,71.810,28.190,90.360,9.640,47.82,288,1.000,bicubic,-10.912,-6.016,-15 +swin_small_patch4_window7_224,71.750,28.250,90.240,9.760,49.61,224,0.900,bicubic,-11.468,-6.086,-46 pit_b_224,71.710,28.290,89.250,10.750,73.76,224,0.900,bicubic,-10.734,-6.462,+4 -xcit_large_24_p16_224,71.700,28.300,89.170,10.830,189.10,224,1.000,bicubic,-11.192,-6.708,-27 -swsl_resnet50,71.690,28.310,90.470,9.530,25.56,224,0.875,bilinear,-9.490,-5.510,+86 +xcit_large_24_p16_224,71.700,28.300,89.170,10.830,189.10,224,1.000,bicubic,-11.192,-6.708,-29 +swsl_resnet50,71.690,28.310,90.470,9.530,25.56,224,0.875,bilinear,-9.490,-5.510,+87 resnet61q,71.670,28.330,90.270,9.730,36.85,288,1.000,bicubic,-10.848,-5.860,-4 -tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.402,-6.306,+31 +tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.402,-6.306,+30 tresnet_l_448,71.610,28.390,90.060,9.940,55.99,448,0.875,bilinear,-10.660,-5.920,+15 convit_base,71.590,28.410,90.160,9.840,86.54,224,0.875,bicubic,-10.702,-5.778,+12 xcit_tiny_12_p8_384_dist,71.580,28.420,90.710,9.290,6.71,384,1.000,bicubic,-10.806,-5.512,-1 -swinv2_tiny_window16_256,71.570,28.430,90.350,9.650,28.35,256,0.900,bicubic,-11.240,-5.880,-29 +swinv2_tiny_window16_256,71.570,28.430,90.350,9.650,28.35,256,0.900,bicubic,-11.240,-5.880,-31 poolformer_m48,71.550,28.450,89.760,10.240,73.47,224,0.950,bicubic,-10.910,-6.198,-6 -crossvit_15_dagger_240,71.520,28.480,89.860,10.140,28.21,240,0.875,bicubic,-10.806,-6.096,+3 fbnetv3_g,71.520,28.480,90.380,9.620,16.62,288,0.950,bilinear,-10.514,-5.686,+27 +crossvit_15_dagger_240,71.520,28.480,89.860,10.140,28.21,240,0.875,bicubic,-10.806,-6.096,+3 ssl_resnext101_32x8d,71.510,28.490,90.470,9.530,88.79,224,0.875,bilinear,-10.098,-5.572,+48 efficientnet_b3,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.760,-6.058,+8 ecaresnet101d,71.470,28.530,90.330,9.670,44.57,224,0.875,bicubic,-10.700,-5.718,+15 @@ -240,101 +243,102 @@ vit_relpos_medium_patch16_224,71.370,28.630,89.950,10.050,38.75,224,0.900,bicubi pit_s_distilled_224,71.360,28.640,89.780,10.220,24.04,224,0.900,bicubic,-10.634,-6.016,+19 xcit_tiny_24_p8_224,71.330,28.670,90.240,9.760,12.11,224,1.000,bicubic,-10.566,-5.734,+26 mixer_b16_224_miil,71.310,28.690,89.650,10.350,59.88,224,0.875,bilinear,-10.994,-6.070,-5 -resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.578,-6.138,-46 -convnext_tiny_hnf,71.280,28.720,89.400,10.600,28.59,224,0.950,bicubic,-10.940,-6.466,+1 -resnetv2_101,71.280,28.720,89.940,10.060,44.54,224,0.950,bicubic,-10.766,-5.922,+12 +resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.578,-6.138,-48 +resnetv2_101,71.280,28.720,89.940,10.060,44.54,224,0.950,bicubic,-10.766,-5.922,+13 +convnext_tiny_hnf,71.280,28.720,89.400,10.600,28.59,224,0.950,bicubic,-10.940,-6.466,0 ecaresnet50t,71.260,28.740,90.420,9.580,25.57,320,0.950,bicubic,-11.088,-5.718,-16 -convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.140,-6.172,+53 -deit_base_patch16_224,71.200,28.800,89.200,10.800,86.57,224,0.900,bicubic,-10.794,-6.532,+12 -xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.772,-6.062,+13 +convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.140,-6.172,+54 +xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.772,-6.062,+14 +deit_base_patch16_224,71.200,28.800,89.200,10.800,86.57,224,0.900,bicubic,-10.794,-6.532,+11 crossvit_base_240,71.180,28.820,89.840,10.160,105.03,240,0.875,bicubic,-11.036,-5.992,-4 vit_relpos_medium_patch16_rpn_224,71.170,28.830,90.090,9.910,38.73,224,0.900,bicubic,-11.124,-5.882,-13 mobilevitv2_200_in22ft1k,71.140,28.860,89.680,10.320,18.45,256,0.888,bicubic,-11.194,-6.258,-19 -swin_s3_tiny_224,71.120,28.880,89.720,10.280,28.33,224,0.900,bicubic,-11.004,-6.230,-3 resnetv2_50d_evos,71.120,28.880,90.030,9.970,25.59,288,0.950,bicubic,-10.858,-5.882,+8 +swin_s3_tiny_224,71.120,28.880,89.720,10.280,28.33,224,0.900,bicubic,-11.004,-6.230,-3 halo2botnet50ts_256,71.110,28.890,89.630,10.370,22.64,256,0.950,bicubic,-10.958,-6.012,-1 cs3darknet_x,71.080,28.920,90.150,9.850,35.05,288,1.000,bicubic,-11.144,-6.080,-12 cs3sedarknet_l,71.070,28.930,90.350,9.650,21.91,288,0.950,bicubic,-10.706,-5.620,+17 xcit_small_24_p16_224,71.040,28.960,89.700,10.300,47.67,224,1.000,bicubic,-11.544,-6.300,-45 xcit_tiny_12_p8_224_dist,71.030,28.970,89.890,10.110,6.71,224,1.000,bicubic,-10.178,-5.716,+49 xcit_medium_24_p16_224,71.010,28.990,89.520,10.480,84.40,224,1.000,bicubic,-11.628,-6.458,-52 -visformer_small,71.000,29.000,89.450,10.550,40.22,224,0.900,bicubic,-11.108,-6.426,-8 -edgenext_small,70.990,29.010,89.870,10.130,5.59,320,1.000,bicubic,-10.584,-5.844,+16 -tresnet_m_448,70.990,29.010,88.690,11.310,31.39,448,0.875,bilinear,-10.716,-6.882,+10 -resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.342,-5.426,-30 -resnetv2_50d_gn,70.990,29.010,89.770,10.230,25.57,288,0.950,bicubic,-10.834,-6.154,+7 -lamhalobotnet50ts_256,70.990,29.010,89.070,10.930,22.57,256,0.950,bicubic,-10.562,-6.434,+21 -tnt_s_patch16_224,70.950,29.050,89.600,10.400,23.76,224,0.900,bicubic,-10.568,-6.146,+19 -resnest50d_4s2x40d,70.950,29.050,89.720,10.280,30.42,224,0.875,bicubic,-10.158,-5.842,+46 -wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.516,-6.300,+22 -convnext_tiny,70.930,29.070,89.750,10.250,28.59,224,0.875,bicubic,-11.132,-6.104,-15 +visformer_small,71.000,29.000,89.450,10.550,40.22,224,0.900,bicubic,-11.108,-6.426,-9 +resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.342,-5.426,-28 +edgenext_small,70.990,29.010,89.870,10.130,5.59,320,1.000,bicubic,-10.584,-5.844,+19 +resnetv2_50d_gn,70.990,29.010,89.770,10.230,25.57,288,0.950,bicubic,-10.834,-6.154,+6 +lamhalobotnet50ts_256,70.990,29.010,89.070,10.930,22.57,256,0.950,bicubic,-10.562,-6.434,+18 +tresnet_m_448,70.990,29.010,88.690,11.310,31.39,448,0.875,bilinear,-10.716,-6.882,+9 +resnest50d_4s2x40d,70.950,29.050,89.720,10.280,30.42,224,0.875,bicubic,-10.158,-5.842,+48 +tnt_s_patch16_224,70.950,29.050,89.600,10.400,23.76,224,0.900,bicubic,-10.568,-6.146,+18 +wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.516,-6.300,+23 +convnext_tiny,70.930,29.070,89.750,10.250,28.59,224,0.875,bicubic,-11.132,-6.104,-14 tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.904,-6.194,0 -vit_small_patch16_224,70.910,29.090,90.150,9.850,22.05,224,0.900,bicubic,-10.486,-5.988,+23 -vit_srelpos_medium_patch16_224,70.910,29.090,89.960,10.040,38.74,224,0.900,bicubic,-11.326,-5.974,-29 -resnet101,70.870,29.130,89.510,10.490,44.55,224,0.950,bicubic,-11.060,-6.256,-8 -vit_base_patch16_rpn_224,70.870,29.130,89.770,10.230,86.54,224,0.900,bicubic,-11.330,-6.226,-28 +vit_small_patch16_224,70.910,29.090,90.150,9.850,22.05,224,0.900,bicubic,-10.486,-5.988,+25 +vit_srelpos_medium_patch16_224,70.910,29.090,89.960,10.040,38.74,224,0.900,bicubic,-11.326,-5.974,-30 +vit_base_patch16_rpn_224,70.870,29.130,89.770,10.230,86.54,224,0.900,bicubic,-11.330,-6.226,-27 +resnet101,70.870,29.130,89.510,10.490,44.55,224,0.950,bicubic,-11.060,-6.256,-9 +vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.648,-5.520,+12 tf_efficientnet_b1_ns,70.860,29.140,90.140,9.860,7.79,240,0.882,bicubic,-10.526,-5.596,+21 jx_nest_tiny,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.558,-5.678,+17 -resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.424,-6.178,-38 -vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.648,-5.520,+9 +resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.424,-6.178,-39 rexnet_200,70.850,29.150,89.710,10.290,16.37,224,0.875,bicubic,-10.778,-5.958,-1 tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.996,+8 tf_efficientnetv2_b3,70.830,29.170,89.510,10.490,14.36,300,0.904,bicubic,-11.136,-6.272,-18 -poolformer_m36,70.800,29.200,89.510,10.490,56.17,224,0.950,bicubic,-11.308,-6.180,-31 +poolformer_m36,70.800,29.200,89.510,10.490,56.17,224,0.950,bicubic,-11.308,-6.180,-30 coat_lite_small,70.780,29.220,89.580,10.420,19.84,224,0.900,bicubic,-11.524,-6.270,-48 -deit3_small_patch16_224,70.760,29.240,89.440,10.560,22.06,224,0.900,bicubic,-10.622,-6.010,+13 +deit3_small_patch16_224,70.760,29.240,89.440,10.560,22.06,224,0.900,bicubic,-10.622,-6.010,+14 levit_384,70.760,29.240,89.290,10.710,39.13,224,0.900,bicubic,-11.828,-6.728,-74 -swinv2_cr_tiny_ns_224,70.720,29.280,89.380,10.620,28.33,224,0.900,bicubic,-11.066,-6.442,-14 +convnext_nano,70.730,29.270,89.350,10.650,15.59,288,1.000,bicubic,-10.746,-6.310,+3 +swinv2_cr_tiny_ns_224,70.720,29.280,89.380,10.620,28.33,224,0.900,bicubic,-11.066,-6.442,-15 vit_relpos_small_patch16_224,70.710,29.290,90.000,10.000,21.98,224,0.900,bicubic,-10.744,-5.828,+4 -mobilevitv2_175_in22ft1k,70.660,29.340,89.710,10.290,14.25,256,0.888,bicubic,-11.280,-6.080,-24 -tf_efficientnet_b3,70.640,29.360,89.450,10.550,12.23,300,0.904,bicubic,-10.998,-6.268,-12 +mobilevitv2_175_in22ft1k,70.660,29.340,89.710,10.290,14.25,256,0.888,bicubic,-11.280,-6.080,-25 +tf_efficientnet_b3,70.640,29.360,89.450,10.550,12.23,300,0.904,bicubic,-10.998,-6.268,-13 gluon_senet154,70.620,29.380,88.920,11.080,115.09,224,0.875,bicubic,-10.610,-6.426,+15 crossvit_small_240,70.610,29.390,89.360,10.640,26.86,240,0.875,bicubic,-10.406,-6.096,+29 cait_xxs24_384,70.600,29.400,89.720,10.280,12.03,384,1.000,bicubic,-10.362,-5.924,+33 convit_small,70.590,29.410,89.580,10.420,27.78,224,0.875,bicubic,-10.838,-6.162,-1 twins_pcpvt_small,70.560,29.440,89.070,10.930,24.11,224,0.900,bicubic,-10.530,-6.572,+23 -swinv2_tiny_window8_256,70.540,29.460,89.490,10.510,28.35,256,0.900,bicubic,-11.270,-6.504,-24 +swinv2_tiny_window8_256,70.540,29.460,89.490,10.510,28.35,256,0.900,bicubic,-11.270,-6.504,-25 ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.966,+32 -deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.688,-5.904,+9 vit_small_r26_s32_224,70.520,29.480,90.110,9.890,36.43,224,0.900,bicubic,-11.342,-5.912,-31 +deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.688,-5.904,+9 legacy_senet154,70.500,29.500,89.010,10.990,115.09,224,0.875,bilinear,-10.808,-6.486,+2 -halonet50ts,70.490,29.510,89.330,10.670,22.73,256,0.940,bicubic,-11.162,-6.282,-24 +halonet50ts,70.490,29.510,89.330,10.670,22.73,256,0.940,bicubic,-11.162,-6.282,-25 regnetz_b16,70.460,29.540,89.540,10.460,9.72,288,0.940,bicubic,-10.252,-5.934,+39 -crossvit_15_240,70.450,29.550,89.530,10.470,27.53,240,0.875,bicubic,-11.094,-6.160,-19 +crossvit_15_240,70.450,29.550,89.530,10.470,27.53,240,0.875,bicubic,-11.094,-6.160,-20 gluon_seresnext101_64x4d,70.440,29.560,89.360,10.640,88.23,224,0.875,bicubic,-10.440,-5.936,+28 -twins_svt_small,70.440,29.560,89.350,10.650,24.06,224,0.900,bicubic,-11.242,-6.316,-29 -tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.104,-6.556,-21 -resnetaa50,70.410,29.590,89.970,10.030,25.56,288,1.000,bicubic,-11.208,-5.840,-27 +twins_svt_small,70.440,29.560,89.350,10.650,24.06,224,0.900,bicubic,-11.242,-6.316,-30 +tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.104,-6.556,-22 +resnetaa50,70.410,29.590,89.970,10.030,25.56,288,1.000,bicubic,-11.208,-5.840,-28 resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.620,+16 resnest50d_1s4x24d,70.400,29.600,89.240,10.760,25.68,224,0.875,bicubic,-10.584,-6.084,+14 seresnext50_32x4d,70.390,29.610,89.110,10.890,27.56,224,0.875,bicubic,-10.872,-6.518,-5 cs3darknet_l,70.370,29.630,89.750,10.250,21.16,288,0.950,bicubic,-10.516,-5.918,+20 gernet_l,70.360,29.640,88.980,11.020,31.08,256,0.875,bilinear,-10.990,-6.556,-11 vit_srelpos_small_patch16_224,70.290,29.710,89.580,10.420,21.97,224,0.900,bicubic,-10.808,-5.992,+2 -gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.724,-6.564,+9 +gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.724,-6.564,+8 repvgg_b3,70.250,29.750,88.740,11.260,123.09,224,0.875,bilinear,-10.246,-6.524,+36 coat_mini,70.210,29.790,89.450,10.550,10.34,224,0.900,bicubic,-11.056,-5.942,-12 -xception41p,70.200,29.800,89.090,10.910,26.91,299,0.940,bicubic,-11.768,-6.704,-54 +xception41p,70.200,29.800,89.090,10.910,26.91,299,0.940,bicubic,-11.768,-6.704,-55 sebotnet33ts_256,70.150,29.850,88.800,11.200,13.70,256,0.940,bicubic,-11.004,-6.366,-7 efficientnet_el,70.120,29.880,89.290,10.710,10.59,300,0.904,bicubic,-11.186,-6.244,-16 inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.340,-6.606,+35 resmlp_36_distilled_224,70.110,29.890,89.100,10.900,44.69,224,0.875,bicubic,-11.046,-6.386,-11 ecaresnet101d_pruned,70.100,29.900,89.580,10.420,24.88,224,0.875,bicubic,-10.710,-6.048,+14 haloregnetz_b,70.070,29.930,88.870,11.130,11.68,224,0.940,bicubic,-10.974,-6.328,-4 -poolformer_s36,70.030,29.970,89.190,10.810,30.86,224,0.900,bicubic,-11.388,-6.258,-30 -gluon_seresnext101_32x4d,70.030,29.970,88.910,11.090,48.96,224,0.875,bicubic,-10.876,-6.386,+6 +poolformer_s36,70.030,29.970,89.190,10.810,30.86,224,0.900,bicubic,-11.388,-6.258,-29 +gluon_seresnext101_32x4d,70.030,29.970,88.910,11.090,48.96,224,0.875,bicubic,-10.876,-6.386,+5 sehalonet33ts,70.020,29.980,88.710,11.290,13.69,256,0.940,bicubic,-10.952,-6.562,-1 regnety_320,70.010,29.990,88.890,11.110,145.05,224,0.875,bicubic,-10.794,-6.354,+10 gluon_resnet152_v1d,69.970,30.030,88.490,11.510,60.21,224,0.875,bicubic,-10.506,-6.710,+26 -levit_256,69.950,30.050,89.240,10.760,18.89,224,0.900,bicubic,-11.566,-6.250,-42 -pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.208,-6.402,-15 +levit_256,69.950,30.050,89.240,10.760,18.89,224,0.900,bicubic,-11.566,-6.250,-43 +pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.208,-6.402,-14 ecaresnet50d,69.840,30.160,89.390,10.610,25.58,224,0.875,bicubic,-10.758,-5.928,+14 mobilevitv2_150_in22ft1k,69.830,30.170,89.160,10.840,10.59,256,0.888,bicubic,-11.640,-6.508,-42 mobilevitv2_200,69.760,30.240,88.620,11.380,18.45,256,0.888,bicubic,-11.380,-6.748,-20 ssl_resnext50_32x4d,69.730,30.270,89.430,10.570,25.03,224,0.875,bilinear,-10.596,-5.982,+33 gluon_resnext101_64x4d,69.710,30.290,88.270,11.730,83.46,224,0.875,bicubic,-10.894,-6.722,+9 -xcit_tiny_24_p16_224_dist,69.700,30.300,88.710,11.290,12.12,224,1.000,bicubic,-10.748,-6.502,+21 lambda_resnet50ts,69.700,30.300,88.820,11.180,21.54,256,0.950,bicubic,-11.452,-6.282,-24 +xcit_tiny_24_p16_224_dist,69.700,30.300,88.710,11.290,12.12,224,1.000,bicubic,-10.748,-6.502,+21 xcit_tiny_12_p16_384_dist,69.690,30.310,89.010,10.990,6.72,384,1.000,bicubic,-11.252,-6.398,-11 resnext50_32x4d,69.680,30.320,88.660,11.340,25.03,224,0.950,bicubic,-11.416,-6.666,-22 resmlp_24_distilled_224,69.670,30.330,89.050,10.950,30.02,224,0.875,bicubic,-11.094,-6.172,-2 @@ -342,20 +346,20 @@ efficientnet_b3_pruned,69.590,30.410,88.980,11.020,9.86,300,0.904,bicubic,-11.26 gernet_m,69.560,30.440,88.700,11.300,21.14,224,0.875,bilinear,-11.170,-6.486,-3 nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.114,-6.604,-1 gcresnext50ts,69.530,30.470,88.840,11.160,15.67,256,0.900,bicubic,-11.048,-6.330,+2 -efficientnet_el_pruned,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.778,-6.284,+25 -repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.696,-6.658,+33 +efficientnet_el_pruned,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.778,-6.284,+26 +repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.696,-6.658,+32 gcresnet50t,69.510,30.490,89.050,10.950,25.90,256,0.900,bicubic,-11.424,-6.404,-19 ens_adv_inception_resnet_v2,69.510,30.490,88.520,11.480,55.84,299,0.897,bicubic,-10.464,-6.422,+42 efficientnet_b2,69.490,30.510,88.690,11.310,9.11,288,1.000,bicubic,-11.126,-6.626,-6 rexnet_150,69.460,30.540,88.980,11.020,9.73,224,0.875,bicubic,-10.854,-6.186,+19 -regnetx_320,69.450,30.550,88.270,11.730,107.81,224,0.875,bicubic,-10.794,-6.484,+24 +regnetx_320,69.450,30.550,88.270,11.730,107.81,224,0.875,bicubic,-10.794,-6.750,+24 swin_tiny_patch4_window7_224,69.440,30.560,89.020,10.980,28.29,224,0.900,bicubic,-11.936,-6.522,-53 vit_base_patch32_224,69.420,30.580,89.430,10.570,88.22,224,0.900,bicubic,-11.304,-6.136,-13 cspresnext50,69.420,30.580,88.610,11.390,20.57,256,0.887,bilinear,-11.124,-6.714,-7 convmixer_768_32,69.400,30.600,88.870,11.130,21.11,224,0.960,bicubic,-10.764,-6.202,+27 darknet53,69.370,30.630,88.760,11.240,41.61,288,1.000,bicubic,-11.168,-6.660,-8 legacy_seresnext101_32x4d,69.370,30.630,88.060,11.940,48.96,224,0.875,bilinear,-10.852,-6.954,+20 -inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.184,+23 +inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.184,+22 ecaresnetlight,69.350,30.650,89.230,10.770,30.16,224,0.875,bicubic,-11.106,-6.016,-3 resnet50d,69.350,30.650,88.230,11.770,25.58,224,0.875,bicubic,-11.178,-6.938,-11 cs3darknet_focus_l,69.330,30.670,89.440,10.560,21.15,288,0.950,bicubic,-11.544,-6.252,-28 @@ -366,31 +370,31 @@ edgenext_small_rw,69.210,30.790,88.760,11.240,7.83,320,1.000,bicubic,-11.242,-6. gluon_xception65,69.160,30.840,88.080,11.920,39.92,299,0.903,bicubic,-10.562,-6.780,+38 gluon_resnet152_v1c,69.150,30.850,87.870,12.130,60.21,224,0.875,bicubic,-10.762,-6.972,+25 mixnet_xl,69.110,30.890,88.310,11.690,11.90,224,0.875,bicubic,-11.368,-6.624,-15 -tf_efficientnetv2_b2,69.100,30.900,88.220,11.780,10.10,260,0.890,bicubic,-11.108,-6.824,+10 -seresnet33ts,69.100,30.900,88.490,11.510,19.78,256,0.900,bicubic,-11.254,-6.616,-6 +seresnet33ts,69.100,30.900,88.490,11.510,19.78,256,0.900,bicubic,-11.254,-6.616,-5 +tf_efficientnetv2_b2,69.100,30.900,88.220,11.780,10.10,260,0.890,bicubic,-11.108,-6.824,+9 resnetv2_50,69.070,30.930,88.440,11.560,25.55,224,0.950,bicubic,-11.342,-6.632,-11 gcresnet33ts,69.010,30.990,88.470,11.530,19.88,256,0.900,bicubic,-11.066,-6.524,+14 gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.408,-6.914,-14 repvgg_b2g4,69.000,31.000,88.340,11.660,61.76,224,0.875,bilinear,-10.366,-6.348,+50 -seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.316,-6.370,-3 -gluon_resnext101_32x4d,68.950,31.050,88.370,11.630,44.18,224,0.875,bicubic,-11.390,-6.556,-9 -tf_efficientnet_b2_ap,68.930,31.070,88.350,11.650,9.11,260,0.890,bicubic,-11.372,-6.678,-7 -cspdarknet53,68.930,31.070,88.600,11.400,27.64,256,0.887,bilinear,-11.126,-6.486,+10 +seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.316,-6.370,-2 +gluon_resnext101_32x4d,68.950,31.050,88.370,11.630,44.18,224,0.875,bicubic,-11.390,-6.556,-10 +cspdarknet53,68.930,31.070,88.600,11.400,27.64,256,0.887,bilinear,-11.126,-6.486,+11 +tf_efficientnet_b2_ap,68.930,31.070,88.350,11.650,9.11,260,0.890,bicubic,-11.372,-6.678,-8 regnety_120,68.870,31.130,88.330,11.670,51.82,224,0.875,bicubic,-11.506,-6.792,-18 mobilevitv2_150,68.850,31.150,88.080,11.920,10.59,256,0.888,bicubic,-11.518,-6.984,-17 resnet50_gn,68.840,31.160,88.420,11.580,25.56,224,0.940,bicubic,-11.220,-6.528,+6 -gluon_resnet152_v1b,68.820,31.180,87.720,12.280,60.19,224,0.875,bicubic,-10.862,-7.128,+26 +gluon_resnet152_v1b,68.820,31.180,87.720,12.280,60.19,224,0.875,bicubic,-10.862,-7.016,+26 eca_resnet33ts,68.800,31.200,88.580,11.420,19.68,256,0.900,bicubic,-11.280,-6.392,+2 -dpn131,68.760,31.240,87.460,12.540,79.25,224,0.875,bicubic,-11.066,-7.248,+16 -gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.880,-6.544,+27 +gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.880,-6.544,+28 +dpn131,68.760,31.240,87.460,12.540,79.25,224,0.875,bicubic,-11.066,-7.248,+15 poolformer_s24,68.750,31.250,88.210,11.790,21.39,224,0.900,bicubic,-11.566,-6.832,-18 -resnet50,68.740,31.260,87.680,12.320,25.56,224,0.950,bicubic,-11.634,-6.934,-25 -darknetaa53,68.740,31.260,88.720,11.280,36.02,288,1.000,bilinear,-11.782,-6.606,-38 -tf_efficientnet_b2,68.740,31.260,87.980,12.020,9.11,260,0.890,bicubic,-11.348,-6.928,-5 +darknetaa53,68.740,31.260,88.720,11.280,36.02,288,1.000,bilinear,-11.782,-6.606,-37 +tf_efficientnet_b2,68.740,31.260,87.980,12.020,9.11,260,0.890,bicubic,-11.348,-6.928,-4 +resnet50,68.740,31.260,87.680,12.320,25.56,224,0.950,bicubic,-11.634,-6.934,-27 resnext50d_32x4d,68.730,31.270,88.300,11.700,25.05,224,0.875,bicubic,-10.946,-6.566,+20 deit_small_patch16_224,68.710,31.290,88.200,11.800,22.05,224,0.900,bicubic,-11.154,-6.848,+5 gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.588,-7.252,-20 -dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.468,-6.766,-13 +dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.468,-6.766,-12 gluon_seresnext50_32x4d,68.680,31.320,88.330,11.670,27.56,224,0.875,bicubic,-11.232,-6.502,-1 hrnet_w64,68.630,31.370,88.050,11.950,128.06,224,0.875,bilinear,-10.840,-6.604,+24 dpn98,68.600,31.400,87.660,12.340,61.57,224,0.875,bicubic,-11.044,-6.940,+15 @@ -400,8 +404,8 @@ xcit_tiny_24_p16_224,68.440,31.560,88.290,11.710,12.12,224,1.000,bicubic,-11.004 rexnet_130,68.440,31.560,88.040,11.960,7.56,224,0.875,bicubic,-11.062,-6.642,+16 tf_efficientnet_el,68.430,31.570,88.210,11.790,10.59,300,0.904,bicubic,-11.824,-6.918,-27 cspresnet50,68.420,31.580,87.970,12.030,21.62,256,0.887,bilinear,-11.162,-6.738,+12 -ecaresnet50d_pruned,68.400,31.600,88.370,11.630,19.94,224,0.875,bicubic,-11.318,-6.506,+2 -cait_xxs36_224,68.400,31.600,88.640,11.360,17.30,224,1.000,bicubic,-11.348,-6.228,-1 +cait_xxs36_224,68.400,31.600,88.640,11.360,17.30,224,1.000,bicubic,-11.348,-6.228,0 +ecaresnet50d_pruned,68.400,31.600,88.370,11.630,19.94,224,0.875,bicubic,-11.318,-6.506,+1 dla102x2,68.380,31.620,87.890,12.110,41.28,224,0.875,bilinear,-11.062,-6.756,+17 skresnext50_32x4d,68.370,31.630,87.560,12.440,27.48,224,0.875,bicubic,-11.784,-7.086,-23 ssl_resnet50,68.360,31.640,88.530,11.470,25.56,224,0.875,bilinear,-10.864,-6.300,+31 @@ -409,16 +413,16 @@ fbnetv3_d,68.350,31.650,88.450,11.550,10.31,256,0.950,bilinear,-11.330,-6.490,+1 efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.598,-6.750,-18 resmlp_big_24_224,68.320,31.680,87.520,12.480,129.14,224,0.875,bicubic,-12.710,-7.500,-90 gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.050,-7.126,+14 -vit_base_patch16_224_sam,68.270,31.730,87.730,12.270,86.57,224,0.900,bicubic,-11.974,-7.290,-36 -tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.588,-7.174,-12 -ecaresnet26t,68.230,31.770,88.800,11.200,16.01,320,0.950,bicubic,-11.622,-6.284,-16 +vit_base_patch16_224_sam,68.270,31.730,87.730,12.270,86.57,224,0.900,bicubic,-11.974,-7.024,-36 +ecaresnet26t,68.230,31.770,88.800,11.200,16.01,320,0.950,bicubic,-11.622,-6.284,-15 +tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.588,-7.174,-13 ese_vovnet39b,68.200,31.800,88.260,11.740,24.57,224,0.875,bicubic,-11.112,-6.454,+13 fbnetv3_b,68.190,31.810,87.930,12.070,8.60,256,0.950,bilinear,-10.952,-6.820,+27 regnetx_120,68.170,31.830,87.660,12.340,46.11,224,0.875,bicubic,-11.422,-7.074,-4 resmlp_36_224,68.060,31.940,88.190,11.810,44.69,224,0.875,bicubic,-11.710,-6.696,-16 resnetrs50,68.030,31.970,87.710,12.290,35.69,224,0.910,bicubic,-11.856,-7.260,-25 pit_xs_distilled_224,68.000,32.000,87.720,12.280,11.00,224,0.900,bicubic,-11.308,-6.646,+9 -nf_regnet_b1,67.970,32.030,88.190,11.810,10.22,288,0.900,bicubic,-11.330,-6.564,+11 +nf_regnet_b1,67.970,32.030,88.190,11.810,10.22,288,0.900,bicubic,-11.330,-6.564,+10 dpn92,67.970,32.030,87.540,12.460,37.67,224,0.875,bicubic,-12.050,-7.290,-33 gluon_resnet50_v1d,67.950,32.050,87.130,12.870,25.58,224,0.875,bicubic,-11.120,-7.336,+26 resnetv2_50x1_bitm,67.930,32.070,89.290,10.710,25.55,448,1.000,bilinear,-12.412,-6.396,-59 @@ -430,7 +434,7 @@ efficientnet_em,67.840,32.160,88.120,11.880,6.90,240,0.882,bicubic,-11.412,-6.67 legacy_seresnext50_32x4d,67.840,32.160,87.620,12.380,27.56,224,0.875,bilinear,-11.236,-6.814,+17 lambda_resnet26t,67.810,32.190,87.780,12.220,10.96,256,0.940,bicubic,-11.288,-6.810,+14 resmlp_24_224,67.800,32.200,87.600,12.400,30.02,224,0.875,bicubic,-11.578,-6.946,-9 -hrnet_w48,67.770,32.230,87.410,12.590,77.47,224,0.875,bilinear,-11.530,-7.104,-2 +hrnet_w48,67.770,32.230,87.410,12.590,77.47,224,0.875,bilinear,-11.530,-7.104,-1 hrnet_w44,67.740,32.260,87.550,12.450,67.06,224,0.875,bilinear,-11.156,-6.820,+22 tf_efficientnet_b0_ns,67.720,32.280,88.060,11.940,5.29,224,0.875,bicubic,-10.944,-6.316,+30 coat_lite_mini,67.720,32.280,87.700,12.300,11.01,224,0.900,bicubic,-11.368,-6.908,+10 @@ -448,10 +452,10 @@ tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.754 eca_halonext26ts,67.480,32.520,87.240,12.760,10.76,256,0.940,bicubic,-12.008,-7.364,-31 efficientnet_b1,67.470,32.530,87.500,12.500,7.79,256,1.000,bicubic,-11.318,-6.846,+12 gluon_resnet101_v1b,67.470,32.530,87.230,12.770,44.55,224,0.875,bicubic,-11.834,-7.290,-20 -resnetblur50,67.460,32.540,87.440,12.560,25.56,224,0.875,bicubic,-11.834,-7.194,-18 -mobilevitv2_125,67.460,32.540,87.570,12.430,7.48,256,0.888,bicubic,-12.222,-7.166,-45 -res2net101_26w_4s,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.736,-7.426,-11 -tf_efficientnet_cc_b1_8e,67.460,32.540,87.310,12.690,39.72,240,0.882,bicubic,-11.854,-7.060,-27 +mobilevitv2_125,67.460,32.540,87.570,12.430,7.48,256,0.888,bicubic,-12.222,-7.278,-44 +resnetblur50,67.460,32.540,87.440,12.560,25.56,224,0.875,bicubic,-11.834,-7.194,-19 +tf_efficientnet_cc_b1_8e,67.460,32.540,87.310,12.690,39.72,240,0.882,bicubic,-11.854,-7.060,-26 +res2net101_26w_4s,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.736,-7.426,-12 res2net50_26w_8s,67.430,32.570,87.270,12.730,48.40,224,0.875,bilinear,-11.522,-7.036,-1 resnet33ts,67.380,32.620,87.590,12.410,19.68,256,0.900,bicubic,-11.828,-6.984,-16 cait_xxs24_224,67.350,32.650,87.520,12.480,11.96,224,1.000,bicubic,-11.036,-6.788,+23 @@ -465,14 +469,14 @@ botnet26t_256,67.130,32.870,87.530,12.470,12.49,256,0.950,bicubic,-12.128,-6.998 vit_relpos_base_patch32_plus_rpn_256,67.130,32.870,86.500,13.500,119.42,256,0.900,bicubic,-12.356,-7.640,-47 dla60x,67.080,32.920,87.180,12.820,17.35,224,0.875,bilinear,-11.148,-6.844,+23 gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.646,-7.378,-4 -tv_resnet152,67.030,32.970,87.550,12.450,60.19,224,0.875,bilinear,-11.290,-6.484,+15 -dla60_res2net,67.030,32.970,87.160,12.840,20.85,224,0.875,bilinear,-11.428,-7.036,+6 +tv_resnet152,67.030,32.970,87.550,12.450,60.19,224,0.875,bilinear,-11.290,-6.484,+16 +dla60_res2net,67.030,32.970,87.160,12.840,20.85,224,0.875,bilinear,-11.428,-7.036,+5 xcit_tiny_12_p16_224_dist,67.010,32.990,87.410,12.590,6.72,224,1.000,bicubic,-11.568,-6.788,-3 dla102x,66.980,33.020,86.770,13.230,26.31,224,0.875,bilinear,-11.532,-7.458,-1 lambda_resnet26rpt_256,66.960,33.040,87.130,12.870,10.99,256,0.940,bicubic,-12.004,-7.296,-19 mixnet_l,66.960,33.040,86.920,13.080,7.33,224,0.875,bicubic,-12.016,-7.258,-21 -res2net50_26w_6s,66.920,33.080,86.860,13.140,37.05,224,0.875,bilinear,-11.650,-7.264,-6 -pit_xs_224,66.920,33.080,87.290,12.710,10.62,224,0.900,bicubic,-11.270,-6.876,+16 +pit_xs_224,66.920,33.080,87.290,12.710,10.62,224,0.900,bicubic,-11.270,-6.876,+17 +res2net50_26w_6s,66.920,33.080,86.860,13.140,37.05,224,0.875,bilinear,-11.650,-7.264,-7 repvgg_b1,66.900,33.100,86.790,13.210,57.42,224,0.875,bilinear,-11.468,-7.304,+6 tf_efficientnet_b1,66.890,33.110,87.020,12.980,7.79,240,0.882,bicubic,-11.938,-7.178,-19 xcit_nano_12_p8_384_dist,66.880,33.120,87.110,12.890,3.05,384,1.000,bicubic,-10.936,-6.936,+34 @@ -491,27 +495,27 @@ dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.816,-7.1 mobilevitv2_100,66.590,33.410,87.020,12.980,4.90,256,0.888,bicubic,-11.496,-7.140,+5 vit_tiny_patch16_384,66.570,33.430,87.270,12.730,5.79,384,1.000,bicubic,-11.860,-7.274,-14 levit_128,66.570,33.430,86.750,13.250,9.21,224,0.900,bicubic,-11.912,-7.262,-20 -gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.448,-7.810,+6 -cs3darknet_m,66.560,33.440,87.180,12.820,9.31,288,0.950,bicubic,-11.066,-6.834,+23 +cs3darknet_m,66.560,33.440,87.180,12.820,9.31,288,0.950,bicubic,-11.066,-6.834,+24 +gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.448,-7.810,+5 dla102,66.520,33.480,86.910,13.090,33.27,224,0.875,bilinear,-11.508,-7.040,+3 gmixer_24_224,66.430,33.570,86.160,13.840,24.72,224,0.875,bicubic,-11.606,-7.510,+1 tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.442,-6.980,+13 -bat_resnext26ts,66.380,33.620,86.830,13.170,10.73,256,0.900,bicubic,-11.868,-7.266,-13 -hardcorenas_f,66.380,33.620,86.190,13.810,8.20,224,0.875,bilinear,-11.722,-7.612,-4 +bat_resnext26ts,66.380,33.620,86.830,13.170,10.73,256,0.900,bicubic,-11.868,-7.266,-12 +hardcorenas_f,66.380,33.620,86.190,13.810,8.20,224,0.875,bilinear,-11.722,-7.612,-5 coat_lite_tiny,66.310,33.690,86.980,13.020,5.72,224,0.900,bicubic,-11.206,-6.934,+24 efficientnet_b0,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.410,-7.572,+13 cs3darknet_focus_m,66.260,33.740,87.090,12.910,9.30,288,0.950,bicubic,-11.022,-6.882,+32 legacy_seresnet50,66.260,33.740,86.310,13.690,28.09,224,0.875,bilinear,-11.372,-7.440,+13 selecsls60,66.200,33.800,86.340,13.660,30.67,224,0.875,bicubic,-11.784,-7.492,-4 -tf_efficientnet_cc_b0_8e,66.170,33.830,86.220,13.780,24.01,224,0.875,bicubic,-11.730,-7.438,0 -tf_efficientnet_em,66.170,33.830,86.360,13.640,6.90,240,0.882,bicubic,-11.956,-7.686,-13 +tf_efficientnet_em,66.170,33.830,86.360,13.640,6.90,240,0.882,bicubic,-11.956,-7.686,-12 +tf_efficientnet_cc_b0_8e,66.170,33.830,86.220,13.780,24.01,224,0.875,bicubic,-11.730,-7.438,-1 tv_resnext50_32x4d,66.160,33.840,86.040,13.960,25.03,224,0.875,bilinear,-11.458,-7.660,+11 inception_v3,66.150,33.850,86.330,13.670,23.83,299,0.875,bicubic,-11.288,-7.146,+19 -resmlp_12_distilled_224,66.130,33.870,86.620,13.380,15.35,224,0.875,bicubic,-11.816,-6.940,-7 -res2net50_26w_4s,66.130,33.870,86.590,13.410,25.70,224,0.875,bilinear,-11.832,-7.262,-7 +resmlp_12_distilled_224,66.130,33.870,86.620,13.380,15.35,224,0.875,bicubic,-11.816,-6.940,-6 +res2net50_26w_4s,66.130,33.870,86.590,13.410,25.70,224,0.875,bilinear,-11.832,-7.262,-8 regnety_016,66.100,33.900,86.380,13.620,11.20,224,0.875,bicubic,-11.756,-7.340,-2 -gluon_resnet50_v1b,66.080,33.920,86.260,13.740,25.56,224,0.875,bicubic,-11.504,-7.460,+9 -efficientnet_b1_pruned,66.080,33.920,86.570,13.430,6.33,240,0.882,bicubic,-12.164,-7.264,-26 +efficientnet_b1_pruned,66.080,33.920,86.570,13.430,6.33,240,0.882,bicubic,-12.164,-7.264,-25 +gluon_resnet50_v1b,66.080,33.920,86.260,13.740,25.56,224,0.875,bicubic,-11.504,-7.460,+8 rexnet_100,66.060,33.940,86.490,13.510,4.80,224,0.875,bicubic,-11.800,-7.384,-7 tinynet_a,66.020,33.980,85.790,14.210,6.19,192,0.875,bicubic,-11.628,-7.746,0 res2net50_14w_8s,66.010,33.990,86.250,13.750,25.06,224,0.875,bilinear,-12.134,-7.602,-24 @@ -522,23 +526,23 @@ repvgg_b1g4,65.840,34.160,86.110,13.890,39.97,224,0.875,bilinear,-11.748,-7.720, densenet161,65.830,34.170,86.450,13.550,28.68,224,0.875,bicubic,-11.524,-7.186,+9 hardcorenas_e,65.810,34.190,85.980,14.020,8.07,224,0.875,bilinear,-11.976,-7.724,-9 resnet34d,65.790,34.210,86.720,13.280,21.82,224,0.875,bicubic,-11.326,-6.662,+16 -eca_resnext26ts,65.770,34.230,85.840,14.160,10.30,256,0.900,bicubic,-11.688,-7.728,+2 -xcit_tiny_12_p16_224,65.770,34.230,86.230,13.770,6.72,224,1.000,bicubic,-11.354,-7.482,+13 -mobilenetv3_large_100_miil,65.740,34.260,85.170,14.830,5.48,224,0.875,bilinear,-12.182,-7.750,-22 -skresnet34,65.740,34.260,85.960,14.040,22.28,224,0.875,bicubic,-11.164,-7.360,+22 +xcit_tiny_12_p16_224,65.770,34.230,86.230,13.770,6.72,224,1.000,bicubic,-11.354,-7.482,+14 +eca_resnext26ts,65.770,34.230,85.840,14.160,10.30,256,0.900,bicubic,-11.688,-7.728,+1 +skresnet34,65.740,34.260,85.960,14.040,22.28,224,0.875,bicubic,-11.164,-7.360,+23 +mobilenetv3_large_100_miil,65.740,34.260,85.170,14.830,5.48,224,0.875,bilinear,-12.182,-7.750,-23 tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.690,-7.564,+1 seresnext26ts,65.650,34.350,86.150,13.850,10.39,256,0.900,bicubic,-12.208,-7.640,-21 hardcorenas_d,65.620,34.380,85.470,14.530,7.50,224,0.875,bilinear,-11.810,-8.014,-2 selecsls42b,65.600,34.400,85.790,14.210,32.46,224,0.875,bicubic,-11.578,-7.602,+6 poolformer_s12,65.580,34.420,86.130,13.870,11.92,224,0.900,bicubic,-11.658,-7.376,+4 tf_efficientnet_b0_ap,65.500,34.500,85.580,14.420,5.29,224,0.875,bicubic,-11.588,-7.678,+8 +seresnext26d_32x4d,65.410,34.590,85.960,14.040,16.81,224,0.875,bicubic,-12.196,-7.646,-15 convmixer_1024_20_ks9_p14,65.410,34.590,85.590,14.410,24.38,224,0.960,bicubic,-11.532,-7.768,+12 -seresnext26d_32x4d,65.410,34.590,85.960,14.040,16.81,224,0.875,bicubic,-12.196,-7.646,-16 resnet26t,65.400,34.600,86.110,13.890,16.01,256,0.940,bicubic,-12.464,-7.732,-30 tf_efficientnet_lite2,65.390,34.610,85.990,14.010,6.09,260,0.890,bicubic,-12.076,-7.768,-12 res2net50_48w_2s,65.370,34.630,85.960,14.040,25.29,224,0.875,bilinear,-12.154,-7.590,-15 -densenet201,65.290,34.710,85.670,14.330,20.01,224,0.875,bicubic,-11.998,-7.810,-7 densenetblur121d,65.290,34.710,85.700,14.300,8.00,224,0.875,bicubic,-11.290,-7.488,+20 +densenet201,65.290,34.710,85.670,14.330,20.01,224,0.875,bicubic,-11.998,-7.810,-7 dla60,65.210,34.790,85.740,14.260,22.04,224,0.875,bilinear,-11.812,-7.580,+2 crossvit_9_dagger_240,65.200,34.800,86.590,13.410,8.78,240,0.875,bicubic,-11.778,-7.024,+2 ese_vovnet19b_dw,65.190,34.810,85.460,14.540,6.54,224,0.875,bicubic,-11.604,-7.806,+8 @@ -551,14 +555,14 @@ hardcorenas_c,64.880,35.120,85.260,14.740,5.52,224,0.875,bilinear,-12.172,-7.900 densenet169,64.750,35.250,85.260,14.740,14.15,224,0.875,bicubic,-11.154,-7.764,+22 mixnet_m,64.710,35.290,85.450,14.550,5.01,224,0.875,bicubic,-12.552,-7.972,-16 resnet26d,64.680,35.320,85.100,14.900,16.01,224,0.875,bicubic,-12.022,-8.052,+2 -levit_128s,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.924,-8.140,+8 -resnext26ts,64.590,35.410,85.120,14.880,10.30,256,0.900,bicubic,-12.190,-8.012,-2 +resnext26ts,64.590,35.410,85.120,14.880,10.30,256,0.900,bicubic,-12.190,-8.012,-1 +levit_128s,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.924,-8.140,+7 xcit_nano_12_p8_224_dist,64.550,35.450,85.990,14.010,3.05,224,1.000,bicubic,-11.778,-7.104,+9 repvgg_a2,64.430,35.570,85.130,14.870,28.21,224,0.875,bilinear,-12.030,-7.880,+7 xcit_nano_12_p16_384_dist,64.420,35.580,85.310,14.690,3.05,384,1.000,bicubic,-11.036,-7.380,+25 hardcorenas_b,64.410,35.590,84.900,15.100,5.18,224,0.875,bilinear,-12.126,-7.854,+2 tf_efficientnet_lite1,64.400,35.600,85.490,14.510,5.42,240,0.882,bicubic,-12.238,-7.734,-3 -regnetx_016,64.370,35.630,85.450,14.550,9.19,224,0.875,bicubic,-12.572,-7.974,-13 +regnetx_016,64.370,35.630,85.450,14.550,9.19,224,0.875,bicubic,-12.572,-7.974,-14 resmlp_12_224,64.350,35.650,85.580,14.420,15.35,224,0.875,bicubic,-12.306,-7.600,-6 tf_efficientnet_b0,64.320,35.680,85.280,14.720,5.29,224,0.875,bicubic,-12.520,-7.938,-12 tf_mixnet_m,64.270,35.730,85.100,14.900,5.01,224,0.875,bicubic,-12.676,-8.052,-18 @@ -585,22 +589,22 @@ semnasnet_100,63.160,36.840,84.540,15.460,3.89,224,0.875,bicubic,-12.290,-8.060, pit_ti_distilled_224,63.140,36.860,83.950,16.050,5.10,224,0.900,bicubic,-11.394,-8.146,+18 vit_tiny_patch16_224,63.100,36.900,84.850,15.150,5.72,224,0.900,bicubic,-12.364,-7.994,-4 regnety_006,63.090,36.910,84.260,15.740,6.06,224,0.875,bicubic,-12.162,-8.272,-1 -tv_densenet121,62.930,37.070,84.250,15.750,7.98,224,0.875,bicubic,-11.810,-7.898,+10 -mobilevit_xs,62.930,37.070,84.830,15.170,2.32,256,0.900,bicubic,-11.704,-7.516,+11 +mobilevit_xs,62.930,37.070,84.830,15.170,2.32,256,0.900,bicubic,-11.704,-7.516,+12 +tv_densenet121,62.930,37.070,84.250,15.750,7.98,224,0.875,bicubic,-11.810,-7.898,+9 resnet34,62.860,37.140,84.130,15.870,21.80,224,0.875,bilinear,-12.252,-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,62.840,37.160,84.500,15.500,4.52,224,0.875,bicubic,-12.196,-7.692,-1 -hrnet_w18_small_v2,62.800,37.200,83.970,16.030,15.60,224,0.875,bilinear,-12.310,-8.446,-4 -deit_tiny_distilled_patch16_224,62.800,37.200,83.920,16.080,5.91,224,0.900,bicubic,-11.712,-7.970,+11 +mobilenetv2_110d,62.840,37.160,84.500,15.500,4.52,224,0.875,bicubic,-12.196,-7.692,0 +legacy_seresnet34,62.840,37.160,84.220,15.780,21.96,224,0.875,bilinear,-11.970,-7.906,+5 +hrnet_w18_small_v2,62.800,37.200,83.970,16.030,15.60,224,0.875,bilinear,-12.310,-8.446,-3 +deit_tiny_distilled_patch16_224,62.800,37.200,83.920,16.080,5.91,224,0.900,bicubic,-11.712,-7.970,+10 swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.514,-7.436,+22 -repvgg_b0,62.730,37.270,83.880,16.120,15.82,224,0.875,bilinear,-12.424,-8.536,-9 -tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.244,-7.932,-3 -gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.022,-7.998,+4 -xcit_nano_12_p8_224,62.570,37.430,84.200,15.800,3.05,224,1.000,bicubic,-11.346,-7.968,+11 +tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.244,-7.932,-2 +repvgg_b0,62.730,37.270,83.880,16.120,15.82,224,0.875,bilinear,-12.424,-8.536,-10 +xcit_nano_12_p8_224,62.570,37.430,84.200,15.800,3.05,224,1.000,bicubic,-11.346,-7.968,+12 +gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.022,-7.998,+3 tf_efficientnet_lite0,62.550,37.450,84.230,15.770,4.65,224,0.875,bicubic,-12.282,-7.944,-4 regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.544,-8.320,-9 -fbnetc_100,62.470,37.530,83.380,16.620,5.57,224,0.875,bilinear,-12.646,-9.006,-14 -dla34,62.470,37.530,83.900,16.100,15.74,224,0.875,bilinear,-12.154,-8.172,-2 +dla34,62.470,37.530,83.900,16.100,15.74,224,0.875,bilinear,-12.154,-8.172,-1 +fbnetc_100,62.470,37.530,83.380,16.620,5.57,224,0.875,bilinear,-12.646,-9.006,-15 tf_mobilenetv3_large_100,62.450,37.550,83.950,16.050,5.48,224,0.875,bilinear,-13.062,-8.656,-25 crossvit_9_240,62.270,37.730,84.240,15.760,8.55,240,0.875,bicubic,-11.690,-7.724,+4 edgenext_x_small,62.160,37.840,84.050,15.950,2.34,256,0.900,bicubic,-12.704,-8.250,-11 @@ -641,8 +645,8 @@ resnet14t,57.800,42.200,79.910,20.090,10.08,224,0.950,bilinear,-14.556,-10.430,- mobilevitv2_050,57.730,42.270,80.920,19.080,1.37,256,0.888,bicubic,-12.410,-9.010,+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,-8.884,+3 -vgg13,57.150,42.850,79.550,20.450,133.05,224,0.875,bilinear,-12.776,-9.696,+1 -mobilevit_xxs,57.150,42.850,79.740,20.260,1.27,256,0.900,bicubic,-11.770,-9.206,+3 +mobilevit_xxs,57.150,42.850,79.740,20.260,1.27,256,0.900,bicubic,-11.770,-9.206,+4 +vgg13,57.150,42.850,79.550,20.450,133.05,224,0.875,bilinear,-12.776,-9.696,0 regnety_002,56.980,43.020,79.850,20.150,3.16,224,0.875,bicubic,-13.276,-9.684,-4 mixer_l16_224,56.690,43.310,75.990,24.010,208.20,224,0.875,bicubic,-15.376,-11.676,-14 regnetx_002,56.050,43.950,79.230,20.770,2.68,224,0.875,bicubic,-12.704,-9.326,+2 diff --git a/results/results-sketch.csv b/results/results-sketch.csv index 89eb4157..b9024991 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -2,17 +2,17 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,to ig_resnext101_32x48d,58.820,41.180,81.094,18.906,828.41,224,0.875,bilinear,-26.616,-16.482,+56 ig_resnext101_32x32d,58.382,41.618,80.383,19.617,468.53,224,0.875,bilinear,-26.718,-17.051,+69 ig_resnext101_32x16d,57.686,42.314,79.909,20.091,194.03,224,0.875,bilinear,-26.484,-17.289,+119 -swsl_resnext101_32x16d,57.464,42.536,80.373,19.627,194.03,224,0.875,bilinear,-25.886,-16.471,+166 +swsl_resnext101_32x16d,57.464,42.536,80.373,19.627,194.03,224,0.875,bilinear,-25.886,-16.471,+167 beit_large_patch16_384,56.892,43.108,79.227,20.773,305.00,384,1.000,bicubic,-31.514,-19.379,-3 beit_large_patch16_512,56.753,43.247,78.897,21.103,305.67,512,1.000,bicubic,-31.849,-19.759,-5 swsl_resnext101_32x8d,56.431,43.569,78.939,21.061,88.79,224,0.875,bilinear,-27.859,-18.243,+105 -deit3_huge_patch14_224_in21ft1k,55.763,44.237,77.622,22.378,632.13,224,1.000,bicubic,-31.418,-20.638,+2 +deit3_huge_patch14_224_in21ft1k,55.763,44.237,77.622,22.378,632.13,224,1.000,bicubic,-31.417,-20.638,+2 beit_large_patch16_224,54.955,45.045,77.606,22.394,304.43,224,0.900,bicubic,-32.521,-20.698,-2 -ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.767,-19.097,+196 +ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.767,-19.097,+198 deit3_large_patch16_384_in21ft1k,54.878,45.122,77.370,22.630,304.76,384,1.000,bicubic,-32.838,-21.142,-6 -deit3_large_patch16_224_in21ft1k,54.361,45.639,76.563,23.437,304.37,224,1.000,bicubic,-32.620,-21.675,+4 +deit3_large_patch16_224_in21ft1k,54.361,45.639,76.563,23.437,304.37,224,1.000,bicubic,-32.621,-21.675,+4 convnext_xlarge_384_in22ft1k,53.658,46.342,75.895,24.105,350.20,384,1.000,bicubic,-33.886,-22.591,-7 -swsl_resnext101_32x4d,53.601,46.399,76.353,23.648,44.18,224,0.875,bilinear,-29.639,-20.407,+160 +swsl_resnext101_32x4d,53.601,46.399,76.353,23.648,44.18,224,0.875,bilinear,-29.639,-20.407,+161 vit_large_patch16_384,52.756,47.244,74.696,25.304,304.72,384,1.000,bicubic,-34.324,-23.604,-2 convnext_xlarge_in22ft1k,52.565,47.435,74.403,25.597,350.20,224,0.875,bicubic,-34.437,-23.809,-1 swinv2_large_window12to24_192to384_22kft1k,52.298,47.702,74.411,25.589,196.74,384,1.000,bicubic,-35.158,-23.841,-9 @@ -22,14 +22,14 @@ convnext_large_384_in22ft1k,51.738,48.262,73.896,26.104,197.77,384,1.000,bicubic tf_efficientnet_l2_ns_475,51.489,48.511,73.928,26.072,480.31,475,0.936,bicubic,-36.743,-24.618,-17 swinv2_base_window12to24_192to384_22kft1k,50.978,49.022,73.311,26.689,87.92,384,1.000,bicubic,-36.130,-24.925,-10 swinv2_large_window12to16_192to256_22kft1k,50.441,49.559,72.760,27.240,196.74,256,0.900,bicubic,-36.505,-25.350,-5 -swsl_resnext50_32x4d,50.437,49.563,73.356,26.644,25.03,224,0.875,bilinear,-31.739,-22.876,+224 +swsl_resnext50_32x4d,50.437,49.563,73.356,26.644,25.03,224,0.875,bilinear,-31.739,-22.876,+227 convnext_base_384_in22ft1k,50.429,49.571,73.562,26.438,88.59,384,1.000,bicubic,-36.113,-24.628,-1 swin_large_patch4_window12_384,50.402,49.598,72.568,27.432,196.74,384,1.000,bicubic,-36.750,-25.672,-15 convnext_large_in22ft1k,49.940,50.060,72.206,27.794,197.77,224,0.875,bicubic,-36.696,-25.822,-4 -swsl_resnet50,49.527,50.473,72.324,27.676,25.56,224,0.875,bilinear,-31.653,-23.656,+280 +swsl_resnet50,49.527,50.473,72.324,27.676,25.56,224,0.875,bilinear,-31.653,-23.656,+284 swin_large_patch4_window7_224,48.991,51.009,71.389,28.611,196.53,224,0.900,bicubic,-37.329,-26.503,+1 convnext_base_in22ft1k,48.794,51.206,71.941,28.059,88.59,224,0.875,bicubic,-37.030,-25.925,+13 -swinv2_base_window12to16_192to256_22kft1k,48.788,51.212,71.385,28.615,87.92,256,0.900,bicubic,-37.481,-26.511,+1 +swinv2_base_window12to16_192to256_22kft1k,48.788,51.212,71.385,28.615,87.92,256,0.900,bicubic,-37.482,-26.511,+1 beit_base_patch16_384,48.663,51.337,72.084,27.916,86.74,384,1.000,bicubic,-38.135,-26.052,-12 swin_base_patch4_window12_384,48.543,51.457,71.823,28.177,87.90,384,1.000,bicubic,-37.889,-26.233,-5 vit_large_r50_s32_224,48.209,51.791,70.872,29.128,328.99,224,0.900,bicubic,-36.221,-26.294,+71 @@ -48,7 +48,7 @@ tf_efficientnet_b8_ap,45.768,54.232,67.907,32.093,87.41,672,0.954,bicubic,-39.60 tf_efficientnet_b5_ns,45.607,54.393,67.842,32.158,30.39,456,0.934,bicubic,-40.481,-29.910,-12 tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.135,30.865,54.14,480,1.000,bicubic,-40.012,-28.611,+4 swin_base_patch4_window7_224,45.564,54.436,68.504,31.496,87.77,224,0.900,bicubic,-39.686,-29.058,+15 -volo_d5_512,44.572,55.428,65.753,34.247,296.09,512,1.150,bicubic,-42.469,-32.215,-36 +volo_d5_512,44.572,55.428,65.753,34.247,296.09,512,1.150,bicubic,-42.468,-32.215,-36 cait_m48_448,44.245,55.755,64.653,35.347,356.46,448,1.000,bicubic,-42.243,-33.097,-25 deit3_large_patch16_384,44.175,55.825,64.853,35.147,304.76,384,1.000,bicubic,-41.631,-32.743,-6 volo_d5_448,44.098,55.902,65.063,34.937,295.91,448,1.150,bicubic,-42.856,-32.877,-36 @@ -67,373 +67,377 @@ cait_m36_384,42.400,57.600,63.326,36.674,271.22,384,1.000,bicubic,-43.654,-34.40 volo_d4_224,42.284,57.716,63.010,36.990,192.96,224,0.960,bicubic,-43.592,-34.458,-25 deit3_small_patch16_384_in21ft1k,41.956,58.044,64.550,35.450,22.21,384,1.000,bicubic,-42.868,-32.934,+20 tf_efficientnet_b7_ap,41.431,58.569,62.870,37.130,66.35,600,0.949,bicubic,-43.689,-34.382,+2 -tf_efficientnet_b7,41.425,58.575,63.020,36.980,66.35,600,0.949,bicubic,-43.508,-34.187,+14 +tf_efficientnet_b7,41.425,58.575,63.020,36.980,66.35,600,0.949,bicubic,-43.509,-34.186,+14 tf_efficientnet_b5_ap,41.416,58.584,62.084,37.916,30.39,456,0.934,bicubic,-42.838,-34.894,+46 resnetv2_152x4_bitm,41.308,58.692,64.305,35.695,936.53,480,1.000,bilinear,-43.610,-33.137,+14 tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.687,-34.783,+17 xcit_large_24_p16_384_dist,41.034,58.966,61.241,38.759,189.10,384,1.000,bicubic,-44.718,-36.297,-25 xcit_large_24_p16_224_dist,40.956,59.044,61.320,38.680,189.10,224,1.000,bicubic,-43.964,-35.812,+10 -tf_efficientnetv2_s_in21ft1k,40.952,59.048,63.851,36.149,21.46,384,1.000,bicubic,-43.344,-33.403,+36 +tf_efficientnetv2_s_in21ft1k,40.952,59.048,63.851,36.149,21.46,384,1.000,bicubic,-43.344,-33.403,+35 xcit_medium_24_p8_224_dist,40.494,59.506,60.502,39.498,84.32,224,1.000,bicubic,-44.576,-36.778,-1 -tf_efficientnet_b4_ap,40.482,59.518,61.721,38.279,19.34,380,0.922,bicubic,-42.766,-34.671,+96 vit_small_r26_s32_384,40.482,59.518,62.740,37.260,36.47,384,1.000,bicubic,-43.566,-34.588,+53 +tf_efficientnet_b4_ap,40.482,59.518,61.721,38.279,19.34,380,0.922,bicubic,-42.766,-34.671,+96 deit3_base_patch16_224,40.374,59.626,60.186,39.814,86.59,224,0.900,bicubic,-43.418,-36.398,+70 vit_base_patch16_224_miil,40.170,59.830,60.889,39.111,86.54,224,0.875,bilinear,-44.102,-35.913,+34 -deit3_small_patch16_224_in21ft1k,40.160,59.840,61.866,38.134,22.06,224,1.000,bicubic,-42.916,-34.910,+105 +deit3_small_patch16_224_in21ft1k,40.160,59.840,61.866,38.134,22.06,224,1.000,bicubic,-42.916,-34.910,+106 regnetz_e8,40.146,59.854,61.322,38.678,57.70,320,1.000,bicubic,-44.884,-35.942,-3 -convnext_large,40.119,59.881,60.092,39.908,197.77,224,0.875,bicubic,-44.177,-36.802,+27 -xcit_medium_24_p8_384_dist,40.040,59.960,60.455,39.545,84.32,384,1.000,bicubic,-45.776,-37.137,-39 -xcit_medium_24_p16_384_dist,39.903,60.097,60.115,39.885,84.40,384,1.000,bicubic,-45.519,-37.291,-26 +convnext_large,40.119,59.881,60.092,39.908,197.77,224,0.875,bicubic,-44.177,-36.802,+28 +xcit_medium_24_p8_384_dist,40.040,59.960,60.455,39.545,84.32,384,1.000,bicubic,-45.776,-37.137,-40 +xcit_medium_24_p16_384_dist,39.903,60.097,60.115,39.885,84.40,384,1.000,bicubic,-45.519,-37.291,-27 tf_efficientnetv2_l,39.826,60.174,60.807,39.193,118.52,480,1.000,bicubic,-45.662,-36.565,-31 dm_nfnet_f3,39.816,60.184,60.610,39.390,254.92,416,0.940,bicubic,-45.706,-36.852,-33 cait_s36_384,39.755,60.245,60.475,39.525,68.37,384,1.000,bicubic,-45.705,-37.003,-32 volo_d3_448,39.712,60.288,59.760,40.240,86.63,448,1.000,bicubic,-46.784,-37.950,-64 efficientnetv2_rw_m,39.673,60.327,59.687,40.313,53.24,416,1.000,bicubic,-45.139,-37.459,-2 -xception65,39.645,60.355,60.907,39.093,39.92,299,0.940,bicubic,-43.529,-35.685,+86 -tf_efficientnet_b3_ns,39.590,60.410,61.451,38.549,12.23,300,0.904,bicubic,-44.458,-35.461,+38 +xception65,39.645,60.355,60.907,39.093,39.92,299,0.940,bicubic,-43.529,-35.685,+87 +tf_efficientnet_b3_ns,39.590,60.410,61.451,38.549,12.23,300,0.904,bicubic,-44.458,-35.461,+39 ecaresnet269d,39.584,60.416,60.343,39.657,102.09,352,1.000,bicubic,-45.390,-36.883,-11 dm_nfnet_f6,39.578,60.422,60.911,39.089,438.36,576,0.956,bicubic,-46.564,-36.819,-60 -dm_nfnet_f5,39.504,60.496,60.227,39.773,377.21,544,0.954,bicubic,-46.312,-37.259,-51 +dm_nfnet_f5,39.504,60.496,60.227,39.773,377.21,544,0.954,bicubic,-46.312,-37.259,-50 volo_d3_224,39.490,60.510,59.871,40.129,86.33,224,0.960,bicubic,-45.922,-37.409,-36 deit3_base_patch16_384,39.405,60.595,58.946,41.054,86.88,384,1.000,bicubic,-45.671,-38.308,-23 xcit_small_24_p8_224_dist,39.309,60.691,59.414,40.586,47.63,224,1.000,bicubic,-45.567,-37.774,-12 xcit_medium_24_p16_224_dist,39.262,60.738,59.463,40.537,84.40,224,1.000,bicubic,-45.016,-37.477,+14 -efficientnet_b4,39.075,60.925,59.606,40.394,19.34,384,1.000,bicubic,-44.349,-36.992,+64 +efficientnet_b4,39.075,60.925,59.606,40.394,19.34,384,1.000,bicubic,-44.349,-36.992,+65 xcit_small_24_p8_384_dist,38.999,61.001,59.174,40.826,47.63,384,1.000,bicubic,-46.555,-38.398,-48 resnetv2_152x2_bit_teacher_384,38.977,61.023,62.436,37.564,236.34,384,1.000,bicubic,-44.867,-34.680,+39 convnext_tiny_384_in22ft1k,38.922,61.078,60.728,39.272,28.59,384,1.000,bicubic,-45.154,-36.430,+23 -vit_base_patch32_384,38.798,61.202,60.327,39.673,88.30,384,1.000,bicubic,-44.554,-36.509,+65 +vit_base_patch32_384,38.798,61.202,60.327,39.673,88.30,384,1.000,bicubic,-44.554,-36.509,+66 eca_nfnet_l2,38.661,61.339,59.441,40.559,56.72,384,1.000,bicubic,-46.035,-37.823,-12 xcit_small_12_p8_384_dist,38.545,61.455,58.803,41.197,26.21,384,1.000,bicubic,-46.535,-38.477,-33 xcit_small_24_p16_384_dist,38.503,61.497,58.390,41.610,47.67,384,1.000,bicubic,-46.585,-38.918,-35 -convnext_tiny_in22ft1k,38.470,61.530,60.481,39.519,28.59,224,0.875,bicubic,-44.442,-36.143,+85 +convnext_tiny_in22ft1k,38.470,61.530,60.481,39.519,28.59,224,0.875,bicubic,-44.442,-36.143,+86 xcit_small_12_p8_224_dist,38.370,61.630,58.799,41.201,26.21,224,1.000,bicubic,-45.860,-38.075,+9 tf_efficientnet_b5,38.358,61.642,59.917,40.083,30.39,456,0.934,bicubic,-45.456,-36.831,+36 -deit_base_distilled_patch16_384,38.256,61.744,57.788,42.212,87.63,384,1.000,bicubic,-47.166,-39.543,-53 -convnext_base,38.234,61.766,58.225,41.775,88.59,224,0.875,bicubic,-45.606,-38.525,+30 -dm_nfnet_f4,38.234,61.766,58.628,41.372,316.07,512,0.951,bicubic,-47.480,-38.892,-62 +deit_base_distilled_patch16_384,38.256,61.744,57.788,42.212,87.63,384,1.000,bicubic,-47.166,-39.544,-52 +dm_nfnet_f4,38.234,61.766,58.628,41.372,316.07,512,0.951,bicubic,-47.480,-38.892,-61 +convnext_base,38.234,61.766,58.225,41.775,88.59,224,0.875,bicubic,-45.606,-38.525,+29 xcit_large_24_p8_224,38.118,61.882,57.885,42.115,188.93,224,1.000,bicubic,-46.274,-38.773,-7 resnetv2_152x2_bitm,37.985,62.015,61.135,38.865,236.34,448,1.000,bilinear,-46.525,-36.299,-15 cait_s24_384,37.865,62.135,58.079,41.921,47.06,384,1.000,bicubic,-47.185,-39.269,-39 resnet152d,37.853,62.147,58.356,41.644,60.21,320,1.000,bicubic,-45.825,-38.384,+41 -tf_efficientnetv2_m,37.822,62.178,58.712,41.288,54.14,480,1.000,bicubic,-47.215,-38.566,-40 +tf_efficientnetv2_m,37.822,62.178,58.712,41.288,54.14,480,1.000,bicubic,-47.214,-38.566,-40 resnetrs420,37.753,62.247,58.215,41.785,191.89,416,1.000,bicubic,-47.255,-38.909,-39 xcit_small_24_p16_224_dist,37.700,62.300,57.358,42.642,47.67,224,1.000,bicubic,-46.170,-39.374,+19 resnetrs350,37.676,62.324,58.089,41.911,163.96,384,1.000,bicubic,-47.036,-38.901,-30 -pit_b_distilled_224,37.582,62.418,57.232,42.768,74.79,224,0.900,bicubic,-46.560,-39.624,+2 -xcit_small_12_p16_384_dist,37.582,62.418,57.773,42.227,26.25,384,1.000,bicubic,-47.126,-39.343,-31 +xcit_small_12_p16_384_dist,37.582,62.418,57.773,42.227,26.25,384,1.000,bicubic,-47.126,-39.343,-30 +pit_b_distilled_224,37.582,62.418,57.232,42.768,74.79,224,0.900,bicubic,-46.560,-39.624,+1 resnet200d,37.505,62.495,58.303,41.697,64.69,320,1.000,bicubic,-46.455,-38.521,+11 -resnetv2_152x2_bit_teacher,37.322,62.678,59.406,40.594,236.34,224,0.875,bicubic,-45.546,-37.162,+71 +resnetv2_152x2_bit_teacher,37.322,62.678,59.406,40.594,236.34,224,0.875,bicubic,-45.546,-37.162,+72 resnest269e,37.311,62.689,57.470,42.530,110.93,416,0.928,bicubic,-47.207,-39.516,-27 -vit_small_r26_s32_224,37.242,62.758,59.068,40.932,36.43,224,0.900,bicubic,-44.620,-36.954,+140 +vit_small_r26_s32_224,37.242,62.758,59.068,40.932,36.43,224,0.900,bicubic,-44.620,-36.954,+143 resmlp_big_24_224_in22ft1k,37.242,62.758,58.180,41.820,129.14,224,0.875,bicubic,-47.156,-38.938,-22 -cait_s24_224,37.153,62.847,56.729,43.271,46.92,224,1.000,bicubic,-46.305,-39.833,+33 -vit_base_patch32_224,37.081,62.919,59.286,40.714,88.22,224,0.900,bicubic,-43.643,-36.280,+209 +cait_s24_224,37.153,62.847,56.729,43.271,46.92,224,1.000,bicubic,-46.305,-39.833,+34 +vit_base_patch32_224,37.081,62.919,59.286,40.714,88.22,224,0.900,bicubic,-43.643,-36.280,+213 volo_d1_384,37.075,62.925,57.132,42.868,26.78,384,1.000,bicubic,-48.175,-40.082,-66 -convnext_small,37.055,62.945,57.105,42.895,50.22,224,0.875,bicubic,-46.095,-39.325,+46 -efficientnetv2_rw_s,37.049,62.951,56.810,43.190,23.94,384,1.000,bicubic,-46.761,-39.914,+14 -tf_efficientnet_b3_ap,37.049,62.951,57.238,42.762,12.23,300,0.904,bicubic,-44.775,-38.386,+136 +convnext_small,37.055,62.945,57.105,42.895,50.22,224,0.875,bicubic,-46.095,-39.325,+47 +tf_efficientnet_b3_ap,37.049,62.951,57.238,42.762,12.23,300,0.904,bicubic,-44.775,-38.386,+140 +efficientnetv2_rw_s,37.049,62.951,56.810,43.190,23.94,384,1.000,bicubic,-46.761,-39.914,+13 swinv2_base_window16_256,36.992,63.008,56.128,43.872,87.92,256,0.900,bicubic,-47.600,-40.946,-40 -xcit_small_12_p16_224_dist,36.971,63.029,56.733,43.267,26.25,224,1.000,bicubic,-46.375,-39.685,+35 +xcit_small_12_p16_224_dist,36.971,63.029,56.733,43.267,26.25,224,1.000,bicubic,-46.375,-39.685,+36 regnetz_040h,36.965,63.035,57.280,42.720,28.94,320,1.000,bicubic,-47.531,-39.726,-36 volo_d1_224,36.880,63.120,56.633,43.367,26.63,224,0.960,bicubic,-47.284,-40.141,-15 seresnet152d,36.788,63.212,56.718,43.282,66.84,320,1.000,bicubic,-47.576,-40.326,-31 seresnext101d_32x8d,36.637,63.363,56.328,43.672,93.59,288,1.000,bicubic,-47.725,-40.590,-31 volo_d2_224,36.601,63.399,56.466,43.534,58.68,224,0.960,bicubic,-48.593,-40.722,-73 -xception65p,36.554,63.446,56.423,43.577,39.82,299,0.940,bicubic,-46.576,-40.057,+41 +xception65p,36.554,63.446,56.423,43.577,39.82,299,0.940,bicubic,-46.576,-40.057,+42 seresnextaa101d_32x8d,36.527,63.473,56.403,43.597,93.59,288,1.000,bicubic,-48.045,-40.667,-47 regnetz_d32,36.444,63.556,57.370,42.630,27.58,320,0.950,bicubic,-47.580,-39.498,-12 cait_xs24_384,36.420,63.580,56.940,43.060,26.67,384,1.000,bicubic,-47.644,-39.950,-18 volo_d2_384,36.419,63.581,56.313,43.687,58.87,384,1.000,bicubic,-49.617,-41.261,-108 -efficientnet_b3,36.411,63.589,56.843,43.157,12.23,320,1.000,bicubic,-45.829,-39.275,+94 -deit_base_distilled_patch16_224,36.399,63.601,56.621,43.379,87.34,224,0.900,bicubic,-46.989,-39.867,+19 +efficientnet_b3,36.411,63.589,56.843,43.157,12.23,320,1.000,bicubic,-45.829,-39.275,+97 +deit_base_distilled_patch16_224,36.399,63.601,56.621,43.379,87.34,224,0.900,bicubic,-46.989,-39.867,+20 resnetv2_101x3_bitm,36.385,63.615,59.066,40.934,387.93,448,1.000,bilinear,-48.059,-38.316,-47 resnetrs270,36.318,63.682,56.566,43.434,129.86,352,1.000,bicubic,-48.118,-40.408,-46 -tresnet_m,36.289,63.711,55.796,44.204,31.39,224,0.875,bilinear,-46.785,-40.324,+36 -mixer_b16_224_miil,36.267,63.733,55.967,44.033,59.88,224,0.875,bilinear,-46.037,-39.753,+84 -deit3_small_patch16_384,36.185,63.815,55.566,44.434,22.21,384,1.000,bicubic,-47.243,-41.110,+10 -tf_efficientnet_b2_ns,36.179,63.821,57.551,42.449,9.11,260,0.890,bicubic,-46.205,-38.695,+73 -resnet152,36.084,63.916,55.566,44.434,60.19,224,0.950,bicubic,-46.734,-40.566,+43 +tresnet_m,36.289,63.711,55.796,44.204,31.39,224,0.875,bilinear,-46.785,-40.324,+37 +mixer_b16_224_miil,36.267,63.733,55.967,44.033,59.88,224,0.875,bilinear,-46.037,-39.753,+87 +deit3_small_patch16_384,36.185,63.815,55.566,44.434,22.21,384,1.000,bicubic,-47.243,-41.110,+11 +tf_efficientnet_b2_ns,36.179,63.821,57.551,42.449,9.11,260,0.890,bicubic,-46.205,-38.695,+76 +resnet152,36.084,63.916,55.566,44.434,60.19,224,0.950,bicubic,-46.734,-40.566,+44 regnetz_040,36.047,63.953,55.747,44.253,27.12,320,1.000,bicubic,-48.189,-41.185,-39 -ecaresnet101d,36.010,63.990,56.161,43.839,44.57,224,0.875,bicubic,-46.160,-39.887,+92 +ecaresnet101d,36.010,63.990,56.161,43.839,44.57,224,0.875,bicubic,-46.160,-39.887,+95 dm_nfnet_f2,36.006,63.994,55.458,44.542,193.78,352,0.920,bicubic,-49.060,-41.784,-82 resnest200e,35.937,64.063,55.841,44.159,70.20,320,0.909,bicubic,-47.891,-41.051,-14 -swsl_resnet18,35.862,64.138,58.457,41.543,11.69,224,0.875,bilinear,-37.412,-33.279,+456 +swsl_resnet18,35.862,64.138,58.457,41.543,11.69,224,0.875,bilinear,-37.412,-33.279,+460 eca_nfnet_l1,35.823,64.177,55.961,44.039,41.41,320,1.000,bicubic,-48.189,-41.071,-27 -sequencer2d_l,35.819,64.181,55.719,44.281,54.30,224,0.875,bicubic,-47.587,-40.781,+3 -vit_relpos_medium_patch16_cls_224,35.735,64.265,54.923,45.077,38.76,224,0.900,bicubic,-46.827,-41.143,+52 +sequencer2d_l,35.819,64.181,55.719,44.281,54.30,224,0.875,bicubic,-47.587,-40.781,+4 +vit_relpos_medium_patch16_cls_224,35.735,64.265,54.923,45.077,38.76,224,0.900,bicubic,-46.827,-41.143,+55 xcit_small_24_p8_224,35.556,64.444,54.782,45.218,47.63,224,1.000,bicubic,-48.284,-41.854,-21 -xcit_large_24_p16_224,35.524,64.476,54.762,45.238,189.10,224,1.000,bicubic,-47.368,-41.116,+29 -xcit_small_12_p8_224,35.520,64.480,55.505,44.495,26.21,224,1.000,bicubic,-47.820,-40.975,+6 +xcit_large_24_p16_224,35.524,64.476,54.762,45.238,189.10,224,1.000,bicubic,-47.368,-41.116,+30 +xcit_small_12_p8_224,35.520,64.480,55.505,44.495,26.21,224,1.000,bicubic,-47.820,-40.975,+7 vit_small_patch16_384,35.473,64.527,57.541,42.459,22.20,384,1.000,bicubic,-48.327,-39.559,-19 xcit_medium_24_p8_224,35.452,64.548,54.825,45.175,84.32,224,1.000,bicubic,-48.286,-41.569,-16 swinv2_base_window8_256,35.444,64.556,54.611,45.389,87.92,256,0.900,bicubic,-48.818,-42.311,-54 swinv2_small_window16_256,35.430,64.570,54.637,45.363,49.73,256,0.900,bicubic,-48.780,-42.233,-51 -resnest101e,35.375,64.625,55.794,44.206,48.28,256,0.875,bilinear,-47.513,-40.526,+24 -convit_base,35.314,64.686,54.931,45.069,86.54,224,0.875,bicubic,-46.978,-41.007,+66 -convnext_tiny_hnf,35.279,64.721,53.849,46.151,28.59,224,0.950,bicubic,-46.941,-42.017,+71 -xcit_tiny_24_p8_224_dist,35.255,64.745,55.254,44.746,12.11,224,1.000,bicubic,-47.305,-40.914,+42 +resnest101e,35.375,64.625,55.794,44.206,48.28,256,0.875,bilinear,-47.513,-40.526,+25 +convit_base,35.314,64.686,54.931,45.069,86.54,224,0.875,bicubic,-46.978,-41.007,+69 +convnext_tiny_hnf,35.279,64.721,53.849,46.151,28.59,224,0.950,bicubic,-46.941,-42.017,+74 +xcit_tiny_24_p8_224_dist,35.255,64.745,55.254,44.746,12.11,224,1.000,bicubic,-47.305,-40.914,+45 twins_svt_large,35.088,64.912,54.719,45.281,99.27,224,0.900,bicubic,-48.592,-41.875,-18 -repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+174 -repvgg_b3g4,35.039,64.961,54.774,45.226,83.83,224,0.875,bilinear,-45.177,-40.334,+200 +repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+178 +repvgg_b3g4,35.039,64.961,54.774,45.226,83.83,224,0.875,bilinear,-45.177,-40.334,+204 regnetz_d8,34.996,65.004,55.941,44.059,23.37,320,1.000,bicubic,-49.056,-41.055,-50 dm_nfnet_f1,34.986,65.014,54.110,45.890,132.63,320,0.910,bicubic,-49.638,-42.988,-85 xcit_tiny_24_p8_384_dist,34.931,65.069,55.151,44.849,12.11,384,1.000,bicubic,-48.815,-41.561,-29 regnetz_d8_evos,34.894,65.106,55.258,44.742,23.46,320,0.950,bicubic,-49.156,-41.738,-52 -resnet101d,34.870,65.130,54.194,45.806,44.57,320,1.000,bicubic,-48.152,-42.252,+9 +resnet101d,34.870,65.130,54.194,45.806,44.57,320,1.000,bicubic,-48.152,-42.252,+10 seresnext101_32x8d,34.791,65.209,53.448,46.552,93.57,288,1.000,bicubic,-49.413,-43.426,-63 -swin_s3_base_224,34.788,65.213,53.693,46.307,71.13,224,0.900,bicubic,-49.145,-42.967,-48 -resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.800,-42.011,-26 -vit_relpos_base_patch16_clsgap_224,34.725,65.275,54.218,45.782,86.43,224,0.900,bicubic,-48.035,-41.956,+16 -vit_base_patch16_rpn_224,34.711,65.289,54.662,45.338,86.54,224,0.900,bicubic,-47.489,-41.334,+59 -sequencer2d_m,34.705,65.295,54.010,45.990,38.31,224,0.875,bicubic,-48.103,-42.258,+12 -deit3_small_patch16_224,34.675,65.325,53.163,46.837,22.06,224,0.900,bicubic,-46.707,-42.287,+108 -vit_large_patch32_384,34.670,65.330,55.731,44.269,306.63,384,1.000,bicubic,-46.838,-40.359,+97 -resnet101,34.658,65.342,54.297,45.703,44.55,224,0.950,bicubic,-47.272,-41.469,+74 -dm_nfnet_f0,34.624,65.376,54.672,45.328,71.49,256,0.900,bicubic,-48.760,-41.902,-24 -vit_relpos_base_patch16_224,34.613,65.387,54.291,45.709,86.43,224,0.900,bicubic,-47.873,-41.851,+27 -ssl_resnext101_32x16d,34.605,65.395,55.937,44.063,194.03,224,0.875,bilinear,-47.251,-40.159,+74 -repvgg_b2g4,34.587,65.413,54.778,45.222,61.76,224,0.875,bilinear,-44.779,-39.910,+228 -resnetv2_101,34.581,65.419,53.153,46.847,44.54,224,0.950,bicubic,-47.465,-42.709,+60 +resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.800,-42.011,-25 +swin_s3_base_224,34.788,65.213,53.693,46.307,71.13,224,0.900,bicubic,-49.144,-42.967,-49 +vit_relpos_base_patch16_clsgap_224,34.725,65.275,54.218,45.782,86.43,224,0.900,bicubic,-48.035,-41.956,+17 +vit_base_patch16_rpn_224,34.711,65.289,54.662,45.338,86.54,224,0.900,bicubic,-47.489,-41.334,+62 +sequencer2d_m,34.705,65.295,54.010,45.990,38.31,224,0.875,bicubic,-48.103,-42.258,+13 +deit3_small_patch16_224,34.675,65.325,53.163,46.837,22.06,224,0.900,bicubic,-46.707,-42.287,+112 +vit_large_patch32_384,34.670,65.330,55.731,44.269,306.63,384,1.000,bicubic,-46.838,-40.359,+100 +resnet101,34.658,65.342,54.297,45.703,44.55,224,0.950,bicubic,-47.272,-41.469,+77 +dm_nfnet_f0,34.624,65.376,54.672,45.328,71.49,256,0.900,bicubic,-48.760,-41.902,-23 +vit_relpos_base_patch16_224,34.613,65.387,54.291,45.709,86.43,224,0.900,bicubic,-47.873,-41.851,+30 +ssl_resnext101_32x16d,34.605,65.395,55.937,44.063,194.03,224,0.875,bilinear,-47.251,-40.159,+77 +repvgg_b2g4,34.587,65.413,54.778,45.222,61.76,224,0.875,bilinear,-44.779,-39.910,+232 +resnetv2_101,34.581,65.419,53.153,46.847,44.54,224,0.950,bicubic,-47.465,-42.709,+63 resnetrs200,34.507,65.493,54.291,45.709,93.21,320,1.000,bicubic,-49.933,-42.789,-94 -resnest50d_4s2x40d,34.357,65.643,54.733,45.267,30.42,224,0.875,bicubic,-46.751,-40.829,+114 -resnetrs152,34.357,65.643,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-44 +resnest50d_4s2x40d,34.357,65.643,54.733,45.267,30.42,224,0.875,bicubic,-46.751,-40.829,+119 +resnetrs152,34.357,65.643,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-45 crossvit_18_dagger_408,34.253,65.747,53.088,46.912,44.61,408,1.000,bicubic,-49.941,-43.730,-79 -xcit_medium_24_p16_224,34.237,65.763,53.165,46.835,84.40,224,1.000,bicubic,-48.401,-42.813,+6 -tf_efficientnet_b1_ns,34.165,65.835,55.495,44.505,7.79,240,0.882,bicubic,-47.221,-40.241,+94 -efficientnetv2_rw_t,34.155,65.845,53.137,46.863,13.65,288,1.000,bicubic,-48.189,-42.897,+28 -twins_pcpvt_large,34.106,65.894,54.126,45.874,60.99,224,0.900,bicubic,-49.030,-42.478,-22 -tf_efficientnet_b4,34.064,65.936,54.196,45.804,19.34,380,0.922,bicubic,-48.960,-42.104,-15 -ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+74 -nfnet_l0,34.005,65.995,54.361,45.639,35.07,288,1.000,bicubic,-48.747,-42.157,-4 -xcit_small_24_p16_224,34.005,65.995,53.271,46.729,47.67,224,1.000,bicubic,-48.579,-42.729,+4 -efficientnet_b3_pruned,33.994,66.006,54.106,45.894,9.86,300,0.904,bicubic,-46.864,-41.138,+125 +xcit_medium_24_p16_224,34.237,65.763,53.165,46.835,84.40,224,1.000,bicubic,-48.401,-42.813,+9 +tf_efficientnet_b1_ns,34.165,65.835,55.495,44.505,7.79,240,0.882,bicubic,-47.221,-40.241,+98 +efficientnetv2_rw_t,34.155,65.845,53.137,46.863,13.65,288,1.000,bicubic,-48.189,-43.059,+30 +twins_pcpvt_large,34.106,65.894,54.126,45.874,60.99,224,0.900,bicubic,-49.030,-42.478,-21 +tf_efficientnet_b4,34.064,65.936,54.196,45.804,19.34,380,0.922,bicubic,-48.960,-42.104,-14 +ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+77 +nfnet_l0,34.005,65.995,54.361,45.639,35.07,288,1.000,bicubic,-48.747,-42.157,-3 +xcit_small_24_p16_224,34.005,65.995,53.271,46.729,47.67,224,1.000,bicubic,-48.579,-42.729,+7 +efficientnet_b3_pruned,33.994,66.006,54.106,45.894,9.86,300,0.904,bicubic,-46.864,-41.138,+129 tf_efficientnet_b6,33.992,66.008,54.542,45.458,43.04,528,0.942,bicubic,-50.116,-42.346,-85 regnety_160,33.972,66.028,53.540,46.460,83.59,288,1.000,bicubic,-49.720,-43.236,-55 -gc_efficientnetv2_rw_t,33.960,66.040,53.222,46.778,13.68,288,1.000,bicubic,-48.506,-43.076,+9 -pit_s_distilled_224,33.935,66.065,53.267,46.733,24.04,224,0.900,bicubic,-48.059,-42.529,+45 -convnext_tiny,33.838,66.162,53.656,46.344,28.59,224,0.875,bicubic,-48.224,-42.198,+40 -swinv2_cr_small_ns_224,33.836,66.164,52.618,47.382,49.70,224,0.900,bicubic,-49.650,-43.866,-54 -resnext101_64x4d,33.827,66.173,52.172,47.828,83.46,288,1.000,bicubic,-49.317,-44.202,-37 -xcit_small_12_p16_224,33.768,66.232,53.233,46.767,26.25,224,1.000,bicubic,-48.204,-42.578,+44 +gc_efficientnetv2_rw_t,33.960,66.040,53.222,46.778,13.68,288,1.000,bicubic,-48.506,-43.076,+12 +pit_s_distilled_224,33.935,66.065,53.267,46.733,24.04,224,0.900,bicubic,-48.059,-42.529,+48 +convnext_tiny,33.838,66.162,53.656,46.344,28.59,224,0.875,bicubic,-48.224,-42.198,+44 +swinv2_cr_small_ns_224,33.836,66.164,52.618,47.382,49.70,224,0.900,bicubic,-49.650,-43.866,-53 +resnext101_64x4d,33.827,66.173,52.172,47.828,83.46,288,1.000,bicubic,-49.317,-44.202,-36 +xcit_small_12_p16_224,33.768,66.232,53.233,46.767,26.25,224,1.000,bicubic,-48.204,-42.579,+47 swin_s3_small_224,33.701,66.299,52.391,47.609,49.74,224,0.900,bicubic,-50.073,-44.061,-68 resnetv2_50x3_bitm,33.663,66.337,55.882,44.118,217.32,448,1.000,bilinear,-50.349,-41.244,-86 swinv2_small_window8_256,33.636,66.364,52.821,47.179,49.73,256,0.900,bicubic,-50.218,-43.821,-80 -resnet51q,33.551,66.448,53.023,46.977,35.70,288,1.000,bilinear,-48.807,-43.155,+7 -xcit_tiny_24_p16_384_dist,33.512,66.488,52.768,47.232,12.12,384,1.000,bicubic,-49.060,-43.520,-8 -vit_relpos_medium_patch16_224,33.500,66.500,52.603,47.397,38.75,224,0.900,bicubic,-48.962,-43.483,-1 +resnet51q,33.551,66.448,53.023,46.977,35.70,288,1.000,bilinear,-48.807,-43.155,+10 +xcit_tiny_24_p16_384_dist,33.512,66.488,52.768,47.232,12.12,384,1.000,bicubic,-49.060,-43.520,-5 +vit_relpos_medium_patch16_224,33.500,66.500,52.603,47.397,38.75,224,0.900,bicubic,-48.962,-43.483,+2 regnety_080,33.469,66.531,52.939,47.061,39.18,288,1.000,bicubic,-50.459,-43.949,-87 -sequencer2d_s,33.434,66.566,52.404,47.596,27.65,224,0.875,bicubic,-48.910,-43.792,+5 -convmixer_1536_20,33.428,66.572,53.029,46.971,51.63,224,0.960,bicubic,-47.942,-42.583,+73 +cs3edgenet_x,33.463,66.537,52.939,47.061,47.82,288,1.000,bicubic,-49.259,-43.437,-19 +sequencer2d_s,33.434,66.566,52.404,47.596,27.65,224,0.875,bicubic,-48.910,-43.630,+8 +convmixer_1536_20,33.428,66.572,53.029,46.971,51.63,224,0.960,bicubic,-47.942,-42.583,+76 regnety_032,33.406,66.594,52.758,47.242,19.44,288,1.000,bicubic,-49.318,-43.664,-23 -crossvit_18_240,33.396,66.604,52.243,47.757,43.27,240,0.875,bicubic,-49.002,-43.811,-3 -vit_srelpos_medium_patch16_224,33.373,66.627,52.453,47.547,38.74,224,0.900,bicubic,-48.863,-43.481,+13 -gernet_l,33.361,66.639,51.909,48.091,31.08,256,0.875,bilinear,-47.989,-43.627,+70 -crossvit_15_dagger_408,33.331,66.669,52.190,47.810,28.50,408,1.000,bicubic,-50.507,-44.590,-87 -crossvit_18_dagger_240,33.284,66.716,52.202,47.798,44.27,240,0.875,bicubic,-49.236,-43.866,-15 -tresnet_xl,33.261,66.739,52.294,47.706,78.44,224,0.875,bilinear,-48.801,-43.642,+22 -jx_nest_base,33.214,66.787,51.809,48.191,67.72,224,0.875,bicubic,-50.340,-44.555,-74 -resnest50d_1s4x24d,33.149,66.851,52.852,47.148,25.68,224,0.875,bicubic,-47.835,-42.472,+87 -vit_relpos_medium_patch16_rpn_224,33.109,66.891,52.347,47.653,38.73,224,0.900,bicubic,-49.185,-43.625,+1 -resnet61q,33.099,66.900,51.758,48.242,36.85,288,1.000,bicubic,-49.419,-44.372,-18 +crossvit_18_240,33.396,66.604,52.243,47.757,43.27,240,0.875,bicubic,-49.002,-43.811,-1 +vit_srelpos_medium_patch16_224,33.373,66.627,52.453,47.547,38.74,224,0.900,bicubic,-48.863,-43.481,+15 +gernet_l,33.361,66.639,51.909,48.091,31.08,256,0.875,bilinear,-47.989,-43.627,+73 +crossvit_15_dagger_408,33.331,66.669,52.190,47.810,28.50,408,1.000,bicubic,-50.507,-44.590,-88 +crossvit_18_dagger_240,33.284,66.716,52.202,47.798,44.27,240,0.875,bicubic,-49.236,-43.866,-12 +tresnet_xl,33.261,66.739,52.294,47.706,78.44,224,0.875,bilinear,-48.801,-43.642,+23 +jx_nest_base,33.214,66.787,51.809,48.191,67.72,224,0.875,bicubic,-50.340,-44.555,-75 +resnest50d_1s4x24d,33.149,66.851,52.852,47.148,25.68,224,0.875,bicubic,-47.835,-42.472,+90 +vit_relpos_medium_patch16_rpn_224,33.109,66.891,52.347,47.653,38.73,224,0.900,bicubic,-49.185,-43.625,+3 +resnet61q,33.099,66.900,51.758,48.242,36.85,288,1.000,bicubic,-49.419,-44.372,-16 jx_nest_small,33.048,66.952,51.062,48.938,38.35,224,0.875,bicubic,-50.072,-45.268,-54 -crossvit_base_240,33.037,66.963,51.384,48.616,105.03,240,0.875,bicubic,-49.179,-44.448,+6 -twins_pcpvt_base,33.023,66.977,52.489,47.511,43.83,224,0.900,bicubic,-49.685,-43.861,-35 -xcit_tiny_24_p16_224_dist,32.987,67.013,52.056,47.944,12.12,224,1.000,bicubic,-47.460,-43.156,+116 -rexnet_200,32.980,67.020,52.935,47.065,16.37,224,0.875,bicubic,-48.648,-42.733,+36 -resnest50d,32.976,67.024,52.711,47.289,27.48,224,0.875,bilinear,-47.998,-42.669,+80 -convit_small,32.909,67.091,52.123,47.877,27.78,224,0.875,bicubic,-48.519,-43.619,+48 -crossvit_15_dagger_240,32.907,67.093,51.783,48.217,28.21,240,0.875,bicubic,-49.419,-44.173,-11 -tf_efficientnetv2_s,32.907,67.093,51.730,48.270,21.46,384,1.000,bicubic,-50.977,-44.968,-108 -vit_small_patch16_224,32.877,67.123,53.917,46.083,22.05,224,0.900,bicubic,-48.519,-42.221,+48 -tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.776,-42.764,+29 +crossvit_base_240,33.037,66.963,51.384,48.616,105.03,240,0.875,bicubic,-49.179,-44.448,+8 +twins_pcpvt_base,33.023,66.977,52.489,47.511,43.83,224,0.900,bicubic,-49.685,-43.861,-34 +xcit_tiny_24_p16_224_dist,32.987,67.013,52.056,47.944,12.12,224,1.000,bicubic,-47.461,-43.156,+119 +rexnet_200,32.980,67.020,52.935,47.065,16.37,224,0.875,bicubic,-48.648,-42.733,+38 +resnest50d,32.976,67.024,52.711,47.289,27.48,224,0.875,bilinear,-47.998,-42.669,+83 +convit_small,32.909,67.091,52.123,47.877,27.78,224,0.875,bicubic,-48.519,-43.619,+51 +crossvit_15_dagger_240,32.907,67.093,51.783,48.217,28.21,240,0.875,bicubic,-49.419,-44.173,-9 +tf_efficientnetv2_s,32.907,67.093,51.730,48.270,21.46,384,1.000,bicubic,-50.977,-44.968,-109 +vit_small_patch16_224,32.877,67.123,53.917,46.083,22.05,224,0.900,bicubic,-48.519,-42.221,+51 +tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.776,-42.763,+31 pnasnet5large,32.850,67.150,50.506,49.494,86.06,331,0.911,bicubic,-49.932,-45.536,-48 -twins_svt_base,32.832,67.168,51.563,48.437,56.07,224,0.900,bicubic,-50.306,-44.857,-69 -regnetv_064,32.830,67.170,52.854,47.146,30.58,288,1.000,bicubic,-50.882,-43.892,-96 -regnetz_c16,32.828,67.172,53.750,46.250,13.46,320,0.940,bicubic,-49.692,-42.610,-34 -nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.903,-44 -gernet_m,32.744,67.256,51.907,48.093,21.14,224,0.875,bilinear,-47.986,-43.279,+84 -inception_resnet_v2,32.736,67.264,50.653,49.347,55.84,299,0.897,bicubic,-47.724,-44.653,+99 -gluon_resnet152_v1d,32.732,67.268,51.088,48.912,60.21,224,0.875,bicubic,-47.744,-44.112,+97 -pit_b_224,32.718,67.282,49.854,50.146,73.76,224,0.900,bicubic,-49.726,-45.858,-33 -tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.791,+111 -fbnetv3_g,32.634,67.366,52.888,47.112,16.62,288,0.950,bilinear,-49.400,-43.178,-2 -tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.487,+28 -cait_xxs36_384,32.543,67.457,52.233,47.767,17.37,384,1.000,bicubic,-49.649,-43.911,-14 -regnetz_c16_evos,32.530,67.470,52.923,47.077,13.49,320,0.950,bicubic,-50.102,-43.553,-54 -wide_resnet50_2,32.435,67.565,51.453,48.547,68.88,224,0.875,bicubic,-49.021,-44.077,+27 -gmlp_s16_224,32.420,67.580,51.819,48.181,19.42,224,0.875,bicubic,-47.220,-42.805,+147 -ens_adv_inception_resnet_v2,32.374,67.626,50.419,49.581,55.84,299,0.897,bicubic,-47.600,-44.522,+124 -deit_base_patch16_224,32.363,67.637,50.997,49.003,86.57,224,0.900,bicubic,-49.631,-44.735,-7 +twins_svt_base,32.832,67.168,51.563,48.437,56.07,224,0.900,bicubic,-50.306,-44.857,-70 +regnetv_064,32.830,67.170,52.854,47.146,30.58,288,1.000,bicubic,-50.882,-43.892,-97 +regnetz_c16,32.828,67.172,53.750,46.250,13.46,320,0.940,bicubic,-49.692,-42.610,-33 +nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.903,-42 +gernet_m,32.744,67.256,51.907,48.093,21.14,224,0.875,bilinear,-47.986,-43.279,+87 +inception_resnet_v2,32.736,67.264,50.653,49.347,55.84,299,0.897,bicubic,-47.724,-44.653,+102 +gluon_resnet152_v1d,32.732,67.268,51.088,48.912,60.21,224,0.875,bicubic,-47.744,-44.112,+100 +pit_b_224,32.718,67.282,49.854,50.146,73.76,224,0.900,bicubic,-49.726,-45.858,-31 +tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.791,+114 +fbnetv3_g,32.634,67.366,52.888,47.112,16.62,288,0.950,bilinear,-49.400,-43.178,0 +tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.487,+30 +cait_xxs36_384,32.543,67.457,52.233,47.767,17.37,384,1.000,bicubic,-49.649,-43.911,-12 +regnetz_c16_evos,32.530,67.470,52.923,47.077,13.49,320,0.950,bicubic,-50.102,-43.553,-52 +wide_resnet50_2,32.435,67.565,51.453,48.547,68.88,224,0.875,bicubic,-49.021,-44.077,+30 +gmlp_s16_224,32.420,67.580,51.819,48.181,19.42,224,0.875,bicubic,-47.220,-42.805,+150 +ens_adv_inception_resnet_v2,32.374,67.626,50.419,49.581,55.84,299,0.897,bicubic,-47.600,-44.523,+127 +deit_base_patch16_224,32.363,67.637,50.997,49.003,86.57,224,0.900,bicubic,-49.631,-44.735,-5 swin_small_patch4_window7_224,32.349,67.651,50.911,49.089,49.61,224,0.900,bicubic,-50.869,-45.415,-92 -gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.679,-44.886,+53 -deit_small_distilled_patch16_224,32.286,67.714,52.109,47.891,22.44,224,0.900,bicubic,-48.922,-43.264,+37 -xcit_tiny_24_p8_224,32.278,67.722,51.903,48.097,12.11,224,1.000,bicubic,-49.618,-44.071,-4 -gluon_seresnext101_64x4d,32.196,67.804,50.306,49.694,88.23,224,0.875,bicubic,-48.684,-44.990,+60 -coat_lite_small,32.121,67.879,49.934,50.066,19.84,224,0.900,bicubic,-50.183,-45.916,-37 -gluon_seresnext101_32x4d,32.109,67.891,51.235,48.765,48.96,224,0.875,bicubic,-48.797,-44.061,+56 +gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.679,-44.886,+56 +deit_small_distilled_patch16_224,32.286,67.714,52.109,47.891,22.44,224,0.900,bicubic,-48.922,-43.265,+41 +xcit_tiny_24_p8_224,32.278,67.722,51.903,48.097,12.11,224,1.000,bicubic,-49.618,-44.071,-2 +gluon_seresnext101_64x4d,32.196,67.804,50.306,49.694,88.23,224,0.875,bicubic,-48.684,-44.990,+63 +coat_lite_small,32.121,67.879,49.934,50.066,19.84,224,0.900,bicubic,-50.183,-45.916,-35 +gluon_seresnext101_32x4d,32.109,67.891,51.235,48.765,48.96,224,0.875,bicubic,-48.797,-44.061,+59 deit_base_patch16_384,31.989,68.011,50.549,49.451,86.86,384,1.000,bicubic,-51.117,-45.821,-89 -seresnext50_32x4d,31.971,68.028,51.227,48.773,27.56,224,0.875,bicubic,-49.291,-44.401,+29 -xcit_tiny_12_p8_224_dist,31.938,68.062,51.394,48.606,6.71,224,1.000,bicubic,-49.270,-44.212,+31 -levit_384,31.865,68.135,50.593,49.407,39.13,224,0.900,bicubic,-50.723,-45.425,-66 -resnetrs101,31.850,68.150,51.019,48.981,63.62,288,0.940,bicubic,-50.434,-44.989,-39 -vit_relpos_small_patch16_224,31.787,68.213,50.628,49.372,21.98,224,0.900,bicubic,-49.667,-45.200,+12 -poolformer_m48,31.698,68.302,49.889,50.111,73.47,224,0.950,bicubic,-50.762,-46.069,-57 -tnt_s_patch16_224,31.643,68.357,51.137,48.863,23.76,224,0.900,bicubic,-49.875,-44.609,+4 -eca_nfnet_l0,31.604,68.396,51.608,48.392,24.14,288,1.000,bicubic,-50.974,-44.882,-69 -resnetv2_50x1_bit_distilled,31.567,68.433,51.268,48.732,25.55,224,0.875,bicubic,-51.255,-45.254,-86 -mobilevitv2_200_in22ft1k,31.527,68.473,51.772,48.228,18.45,256,0.888,bicubic,-50.807,-44.166,-52 -xception41p,31.510,68.490,50.374,49.626,26.91,299,0.940,bicubic,-50.458,-45.420,-23 -regnety_064,31.472,68.528,50.524,49.476,30.58,288,1.000,bicubic,-52.248,-46.202,-133 -poolformer_m36,31.449,68.551,50.034,49.966,56.17,224,0.950,bicubic,-50.659,-45.656,-36 -ssl_resnext101_32x4d,31.415,68.585,52.133,47.867,44.18,224,0.875,bilinear,-49.509,-43.593,+40 -inception_v4,31.380,68.620,49.242,50.758,42.68,299,0.875,bicubic,-48.788,-45.721,+91 -rexnet_150,31.372,68.628,51.276,48.724,9.73,224,0.875,bicubic,-48.942,-43.890,+78 -crossvit_15_240,31.339,68.661,50.168,49.832,27.53,240,0.875,bicubic,-50.205,-45.522,-8 -pit_s_224,31.335,68.665,49.665,50.335,23.46,224,0.900,bicubic,-49.763,-45.667,+22 -swinv2_tiny_window16_256,31.303,68.697,49.645,50.355,28.35,256,0.900,bicubic,-51.507,-46.585,-94 -crossvit_small_240,31.284,68.716,50.196,49.804,26.86,240,0.875,bicubic,-49.732,-45.261,+26 +seresnext50_32x4d,31.971,68.028,51.227,48.773,27.56,224,0.875,bicubic,-49.291,-44.401,+32 +xcit_tiny_12_p8_224_dist,31.938,68.062,51.394,48.606,6.71,224,1.000,bicubic,-49.270,-44.212,+33 +levit_384,31.865,68.135,50.593,49.407,39.13,224,0.900,bicubic,-50.723,-45.425,-64 +resnetrs101,31.850,68.150,51.019,48.981,63.62,288,0.940,bicubic,-50.434,-44.989,-37 +cs3se_edgenet_x,31.797,68.203,50.763,49.237,50.72,320,1.000,bicubic,-51.751,-45.903,-119 +vit_relpos_small_patch16_224,31.787,68.213,50.628,49.372,21.98,224,0.900,bicubic,-49.667,-45.200,+14 +poolformer_m48,31.698,68.302,49.889,50.111,73.47,224,0.950,bicubic,-50.762,-46.069,-56 +tnt_s_patch16_224,31.643,68.357,51.137,48.863,23.76,224,0.900,bicubic,-49.875,-44.609,+5 +eca_nfnet_l0,31.604,68.396,51.608,48.392,24.14,288,1.000,bicubic,-50.974,-44.882,-68 +resnetv2_50x1_bit_distilled,31.567,68.433,51.268,48.732,25.55,224,0.875,bicubic,-51.255,-45.254,-87 +mobilevitv2_200_in22ft1k,31.527,68.473,51.772,48.228,18.45,256,0.888,bicubic,-50.807,-44.166,-51 +xception41p,31.510,68.490,50.374,49.626,26.91,299,0.940,bicubic,-50.458,-45.420,-22 +regnety_064,31.472,68.528,50.524,49.476,30.58,288,1.000,bicubic,-52.248,-46.202,-135 +poolformer_m36,31.449,68.551,50.034,49.966,56.17,224,0.950,bicubic,-50.659,-45.656,-34 +ssl_resnext101_32x4d,31.415,68.585,52.133,47.867,44.18,224,0.875,bilinear,-49.509,-43.593,+42 +inception_v4,31.380,68.620,49.242,50.758,42.68,299,0.875,bicubic,-48.788,-45.722,+92 +rexnet_150,31.372,68.628,51.276,48.724,9.73,224,0.875,bicubic,-48.942,-43.890,+80 +crossvit_15_240,31.339,68.661,50.168,49.832,27.53,240,0.875,bicubic,-50.205,-45.522,-7 +pit_s_224,31.335,68.665,49.665,50.335,23.46,224,0.900,bicubic,-49.763,-45.667,+25 +swinv2_tiny_window16_256,31.303,68.697,49.645,50.355,28.35,256,0.900,bicubic,-51.507,-46.585,-95 +crossvit_small_240,31.284,68.716,50.196,49.804,26.86,240,0.875,bicubic,-49.732,-45.260,+28 +cspresnet50,31.278,68.722,51.221,48.779,21.62,256,0.887,bilinear,-48.304,-43.487,+120 vit_srelpos_small_patch16_224,31.278,68.722,50.247,49.753,21.97,224,0.900,bicubic,-49.820,-45.325,+20 -cspresnet50,31.278,68.722,51.221,48.779,21.62,256,0.887,bilinear,-48.304,-43.487,+117 -cait_xxs36_224,31.264,68.736,50.612,49.388,17.30,224,1.000,bicubic,-48.484,-44.256,+105 +cait_xxs36_224,31.264,68.736,50.612,49.388,17.30,224,1.000,bicubic,-48.484,-44.256,+107 swinv2_cr_small_224,31.262,68.738,48.737,51.263,49.70,224,0.900,bicubic,-51.876,-47.361,-118 -convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+82 -swin_s3_tiny_224,31.239,68.761,49.718,50.282,28.33,224,0.900,bicubic,-50.885,-46.232,-50 -cspresnext50,31.221,68.779,50.885,49.115,20.57,256,0.887,bilinear,-49.323,-44.439,+45 -regnetv_040,31.213,68.787,50.111,49.889,20.64,288,1.000,bicubic,-51.985,-46.553,-126 -coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.063,-45.619,0 -xcit_tiny_12_p8_384_dist,31.188,68.812,50.524,49.476,6.71,384,1.000,bicubic,-51.198,-45.698,-78 -ecaresnetlight,31.125,68.875,50.239,49.761,30.16,224,0.875,bicubic,-49.331,-45.007,+50 -gluon_resnet101_v1s,31.119,68.881,49.799,50.201,44.67,224,0.875,bicubic,-49.179,-45.363,+65 -edgenext_small,31.101,68.899,50.129,49.871,5.59,320,1.000,bicubic,-50.473,-45.585,-26 -tf_efficientnet_cc_b0_8e,31.091,68.909,50.775,49.225,24.01,224,0.875,bicubic,-46.809,-42.883,+197 -resmlp_36_distilled_224,31.072,68.928,49.691,50.309,44.69,224,0.875,bicubic,-50.085,-45.796,0 -ecaresnet50t,31.052,68.948,50.577,49.423,25.57,320,0.950,bicubic,-51.296,-45.561,-81 -ecaresnet50d,31.048,68.952,50.844,49.156,25.58,224,0.875,bicubic,-49.550,-44.474,+33 -cspdarknet53,31.018,68.981,50.394,49.606,27.64,256,0.887,bilinear,-49.037,-44.692,+74 -resnet50d,31.018,68.981,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.360,+36 -gcresnet50t,31.011,68.989,50.121,49.879,25.90,256,0.900,bicubic,-49.923,-45.333,+13 -gluon_resnext101_64x4d,30.993,69.007,48.553,51.447,83.46,224,0.875,bicubic,-49.611,-46.439,+28 -gluon_resnet152_v1c,30.991,69.009,48.934,51.066,60.21,224,0.875,bicubic,-48.921,-45.908,+75 +convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+84 +swin_s3_tiny_224,31.239,68.761,49.718,50.282,28.33,224,0.900,bicubic,-50.885,-46.232,-49 +cspresnext50,31.221,68.779,50.885,49.115,20.57,256,0.887,bilinear,-49.323,-44.439,+47 +regnetv_040,31.213,68.787,50.111,49.889,20.64,288,1.000,bicubic,-51.985,-46.553,-127 +coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.063,-45.619,+2 +xcit_tiny_12_p8_384_dist,31.188,68.812,50.524,49.476,6.71,384,1.000,bicubic,-51.198,-45.698,-77 +ecaresnetlight,31.125,68.875,50.239,49.761,30.16,224,0.875,bicubic,-49.331,-45.007,+52 +gluon_resnet101_v1s,31.119,68.881,49.799,50.201,44.67,224,0.875,bicubic,-49.179,-45.363,+67 +edgenext_small,31.101,68.899,50.129,49.871,5.59,320,1.000,bicubic,-50.473,-45.585,-25 +tf_efficientnet_cc_b0_8e,31.091,68.909,50.775,49.225,24.01,224,0.875,bicubic,-46.809,-42.883,+199 +resmlp_36_distilled_224,31.072,68.928,49.691,50.309,44.69,224,0.875,bicubic,-50.084,-45.795,+2 +ecaresnet50t,31.052,68.948,50.577,49.423,25.57,320,0.950,bicubic,-51.296,-45.561,-80 +ecaresnet50d,31.048,68.952,50.844,49.156,25.58,224,0.875,bicubic,-49.550,-44.474,+35 +cspdarknet53,31.018,68.981,50.394,49.606,27.64,256,0.887,bilinear,-49.038,-44.692,+77 +resnet50d,31.018,68.981,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.360,+37 +cs3sedarknet_x,31.015,68.985,50.144,49.856,35.40,288,1.000,bicubic,-51.639,-46.202,-107 +gcresnet50t,31.011,68.989,50.121,49.879,25.90,256,0.900,bicubic,-49.923,-45.333,+14 +gluon_resnext101_64x4d,30.993,69.007,48.553,51.447,83.46,224,0.875,bicubic,-49.611,-46.439,+29 +gluon_resnet152_v1c,30.991,69.009,48.934,51.066,60.21,224,0.875,bicubic,-48.921,-45.908,+76 twins_svt_small,30.975,69.025,49.223,50.777,24.06,224,0.900,bicubic,-50.707,-46.443,-42 -resnext50_32x4d,30.922,69.078,49.266,50.734,25.03,224,0.950,bicubic,-50.174,-46.060,-2 -ecaresnet101d_pruned,30.903,69.097,50.003,49.997,24.88,224,0.875,bicubic,-49.907,-45.625,+16 -resmlp_24_distilled_224,30.899,69.101,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.044,+17 -tf_efficientnet_cc_b1_8e,30.897,69.103,50.080,49.920,39.72,240,0.882,bicubic,-48.417,-44.290,+105 -gluon_resnext101_32x4d,30.885,69.115,48.547,51.453,44.18,224,0.875,bicubic,-49.455,-46.379,+43 +resnext50_32x4d,30.922,69.078,49.266,50.734,25.03,224,0.950,bicubic,-50.174,-46.060,-1 +ecaresnet101d_pruned,30.903,69.097,50.003,49.997,24.88,224,0.875,bicubic,-49.907,-45.625,+17 +resmlp_24_distilled_224,30.899,69.101,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.044,+18 +tf_efficientnet_cc_b1_8e,30.897,69.103,50.080,49.920,39.72,240,0.882,bicubic,-48.417,-44.290,+106 +gluon_resnext101_32x4d,30.885,69.115,48.547,51.453,44.18,224,0.875,bicubic,-49.455,-46.379,+44 tf_efficientnetv2_b3,30.861,69.139,49.820,50.180,14.36,300,0.904,bicubic,-51.105,-45.962,-60 tf_efficientnet_lite4,30.830,69.170,50.394,49.606,13.01,380,0.920,bilinear,-50.704,-45.272,-40 -nf_resnet50,30.700,69.300,49.956,50.044,25.56,288,0.940,bicubic,-49.954,-45.378,+16 -dpn107,30.680,69.320,48.812,51.188,86.92,224,0.875,bicubic,-49.488,-46.094,+53 -poolformer_s36,30.678,69.322,49.433,50.567,30.86,224,0.900,bicubic,-50.740,-46.015,-33 -xcit_tiny_24_p16_224,30.675,69.325,50.416,49.584,12.12,224,1.000,bicubic,-48.769,-44.472,+92 -ese_vovnet39b,30.667,69.333,49.879,50.121,24.57,224,0.875,bicubic,-48.645,-44.835,+98 -tresnet_xl_448,30.620,69.380,49.068,50.932,78.44,448,0.875,bilinear,-52.428,-47.102,-142 -gluon_resnet152_v1b,30.610,69.390,48.515,51.485,60.19,224,0.875,bicubic,-49.072,-46.333,+76 -haloregnetz_b,30.606,69.394,49.013,50.987,11.68,224,0.940,bicubic,-50.438,-46.185,-14 -ssl_resnext50_32x4d,30.596,69.404,50.655,49.345,25.03,224,0.875,bilinear,-49.730,-44.757,+33 -dpn68b,30.525,69.475,49.172,50.828,12.61,224,0.875,bicubic,-48.691,-45.242,+104 -gluon_resnet101_v1d,30.521,69.479,47.953,52.047,44.57,224,0.875,bicubic,-49.897,-47.061,+23 -mobilevitv2_200_384_in22ft1k,30.498,69.502,50.567,49.433,18.45,384,1.000,bicubic,-52.902,-46.015,-170 -resnest26d,30.490,69.510,50.667,49.333,17.07,224,0.875,bilinear,-47.994,-43.627,+134 -efficientnet_b2,30.439,69.561,49.693,50.307,9.11,288,1.000,bicubic,-50.177,-45.623,+4 -tf_efficientnet_b1_ap,30.421,69.579,49.559,50.441,7.79,240,0.882,bicubic,-48.853,-44.749,+95 -xcit_tiny_12_p16_384_dist,30.403,69.597,50.127,49.873,6.72,384,1.000,bicubic,-50.539,-45.281,-14 -cs3darknet_x,30.398,69.603,49.195,50.805,35.05,288,1.000,bicubic,-51.827,-47.035,-98 -twins_pcpvt_small,30.384,69.616,49.388,50.612,24.11,224,0.900,bicubic,-50.706,-46.254,-25 -resnetv2_50,30.384,69.616,48.828,51.172,25.55,224,0.950,bicubic,-50.028,-46.244,+16 -visformer_small,30.335,69.665,48.291,51.709,40.22,224,0.900,bicubic,-51.773,-47.585,-92 -pit_xs_distilled_224,30.278,69.722,49.838,50.162,11.00,224,0.900,bicubic,-49.030,-44.528,+83 -regnety_040,30.252,69.748,48.918,51.082,20.65,288,1.000,bicubic,-52.784,-47.592,-157 +nf_resnet50,30.700,69.300,49.956,50.044,25.56,288,0.940,bicubic,-49.954,-45.378,+17 +dpn107,30.680,69.320,48.812,51.188,86.92,224,0.875,bicubic,-49.488,-46.094,+55 +poolformer_s36,30.678,69.322,49.433,50.567,30.86,224,0.900,bicubic,-50.740,-46.015,-32 +xcit_tiny_24_p16_224,30.675,69.325,50.416,49.584,12.12,224,1.000,bicubic,-48.769,-44.472,+93 +ese_vovnet39b,30.667,69.333,49.879,50.121,24.57,224,0.875,bicubic,-48.645,-44.835,+99 +tresnet_xl_448,30.620,69.380,49.068,50.932,78.44,448,0.875,bilinear,-52.428,-47.102,-144 +gluon_resnet152_v1b,30.610,69.390,48.515,51.485,60.19,224,0.875,bicubic,-49.072,-46.221,+77 +haloregnetz_b,30.606,69.394,49.013,50.987,11.68,224,0.940,bicubic,-50.438,-46.185,-13 +ssl_resnext50_32x4d,30.596,69.404,50.655,49.345,25.03,224,0.875,bilinear,-49.730,-44.757,+34 +dpn68b,30.525,69.475,49.172,50.828,12.61,224,0.875,bicubic,-48.691,-45.242,+105 +gluon_resnet101_v1d,30.521,69.479,47.953,52.047,44.57,224,0.875,bicubic,-49.897,-47.061,+24 +mobilevitv2_200_384_in22ft1k,30.498,69.502,50.567,49.433,18.45,384,1.000,bicubic,-52.902,-46.015,-172 +resnest26d,30.490,69.510,50.667,49.333,17.07,224,0.875,bilinear,-47.994,-43.627,+135 +efficientnet_b2,30.439,69.561,49.693,50.307,9.11,288,1.000,bicubic,-50.177,-45.623,+5 +tf_efficientnet_b1_ap,30.421,69.579,49.559,50.441,7.79,240,0.882,bicubic,-48.853,-44.749,+96 +xcit_tiny_12_p16_384_dist,30.403,69.597,50.127,49.873,6.72,384,1.000,bicubic,-50.539,-45.281,-13 +cs3darknet_x,30.398,69.603,49.195,50.805,35.05,288,1.000,bicubic,-51.826,-47.035,-98 +twins_pcpvt_small,30.384,69.616,49.388,50.612,24.11,224,0.900,bicubic,-50.706,-46.254,-24 +resnetv2_50,30.384,69.616,48.828,51.172,25.55,224,0.950,bicubic,-50.028,-46.244,+17 +visformer_small,30.335,69.665,48.291,51.709,40.22,224,0.900,bicubic,-51.773,-47.585,-93 +pit_xs_distilled_224,30.278,69.722,49.838,50.162,11.00,224,0.900,bicubic,-49.030,-44.528,+84 +regnety_040,30.252,69.748,48.918,51.082,20.65,288,1.000,bicubic,-52.784,-47.592,-159 mobilevitv2_175_in22ft1k,30.213,69.787,49.024,50.976,14.25,256,0.888,bicubic,-51.727,-46.766,-83 -vit_relpos_base_patch32_plus_rpn_256,30.211,69.789,48.700,51.300,119.42,256,0.900,bicubic,-49.275,-45.440,+69 -convmixer_1024_20_ks9_p14,30.101,69.899,49.934,50.066,24.38,224,0.960,bicubic,-46.841,-43.424,+197 -seresnet50,30.073,69.927,49.288,50.712,28.09,224,0.875,bicubic,-50.193,-45.782,+22 -dpn98,30.061,69.939,48.254,51.746,61.57,224,0.875,bicubic,-49.583,-46.346,+59 -tf_efficientnet_b2,30.030,69.970,49.581,50.419,9.11,260,0.890,bicubic,-50.058,-45.328,+31 -efficientnet_el,30.022,69.978,48.832,51.168,10.59,300,0.904,bicubic,-51.284,-46.702,-51 -dpn131,30.016,69.984,48.128,51.872,79.25,224,0.875,bicubic,-49.810,-46.580,+45 -legacy_senet154,30.005,69.996,48.042,51.958,115.09,224,0.875,bilinear,-51.304,-47.454,-54 -xcit_tiny_12_p16_224_dist,30.001,69.999,49.643,50.357,6.72,224,1.000,bicubic,-48.577,-44.555,+110 +vit_relpos_base_patch32_plus_rpn_256,30.211,69.789,48.700,51.300,119.42,256,0.900,bicubic,-49.275,-45.440,+70 +convmixer_1024_20_ks9_p14,30.101,69.899,49.934,50.066,24.38,224,0.960,bicubic,-46.841,-43.424,+199 +seresnet50,30.073,69.927,49.288,50.712,28.09,224,0.875,bicubic,-50.193,-45.782,+23 +dpn98,30.061,69.939,48.254,51.746,61.57,224,0.875,bicubic,-49.583,-46.346,+60 +tf_efficientnet_b2,30.030,69.970,49.581,50.419,9.11,260,0.890,bicubic,-50.058,-45.327,+32 +efficientnet_el,30.022,69.978,48.832,51.168,10.59,300,0.904,bicubic,-51.284,-46.702,-50 +dpn131,30.016,69.984,48.128,51.872,79.25,224,0.875,bicubic,-49.810,-46.580,+46 +legacy_senet154,30.005,69.996,48.042,51.958,115.09,224,0.875,bilinear,-51.303,-47.454,-53 +xcit_tiny_12_p16_224_dist,30.001,69.999,49.643,50.357,6.72,224,1.000,bicubic,-48.577,-44.555,+111 halo2botnet50ts_256,29.985,70.015,48.374,51.626,22.64,256,0.950,bicubic,-52.083,-47.268,-104 -mobilevitv2_150_in22ft1k,29.957,70.043,49.219,50.781,10.59,256,0.888,bicubic,-51.513,-46.449,-69 -dpn92,29.955,70.045,49.176,50.824,37.67,224,0.875,bicubic,-50.065,-45.654,+29 +mobilevitv2_150_in22ft1k,29.957,70.043,49.219,50.781,10.59,256,0.888,bicubic,-51.513,-46.449,-68 +dpn92,29.955,70.045,49.176,50.824,37.67,224,0.875,bicubic,-50.065,-45.654,+30 resnetv2_101x1_bitm,29.896,70.104,51.127,48.873,44.54,448,1.000,bilinear,-52.436,-45.389,-127 -gluon_senet154,29.877,70.123,47.892,52.108,115.09,224,0.875,bicubic,-51.353,-47.454,-56 -xception,29.863,70.137,48.681,51.319,22.86,299,0.897,bicubic,-49.181,-45.714,+87 -adv_inception_v3,29.820,70.180,47.843,52.157,23.83,299,0.875,bicubic,-47.758,-45.895,+159 +gluon_senet154,29.877,70.123,47.892,52.108,115.09,224,0.875,bicubic,-51.353,-47.454,-55 +xception,29.863,70.137,48.681,51.319,22.86,299,0.897,bicubic,-49.181,-45.713,+88 +adv_inception_v3,29.820,70.180,47.843,52.157,23.83,299,0.875,bicubic,-47.758,-45.895,+160 cs3sedarknet_l,29.812,70.188,48.985,51.015,21.91,288,0.950,bicubic,-51.964,-46.985,-91 resnetaa50,29.794,70.206,48.018,51.982,25.56,288,1.000,bicubic,-51.824,-47.792,-86 -gluon_xception65,29.786,70.214,47.765,52.235,39.92,299,0.903,bicubic,-49.936,-47.095,+37 -lamhalobotnet50ts_256,29.745,70.255,48.339,51.661,22.57,256,0.950,bicubic,-51.807,-47.166,-85 -fbnetv3_d,29.737,70.263,49.453,50.547,10.31,256,0.950,bilinear,-49.943,-45.487,+40 -resmlp_36_224,29.696,70.304,48.969,51.031,44.69,224,0.875,bicubic,-50.074,-45.917,+32 +gluon_xception65,29.786,70.214,47.765,52.235,39.92,299,0.903,bicubic,-49.936,-47.095,+38 +lamhalobotnet50ts_256,29.745,70.255,48.339,51.661,22.57,256,0.950,bicubic,-51.807,-47.165,-85 +fbnetv3_d,29.737,70.263,49.453,50.547,10.31,256,0.950,bilinear,-49.943,-45.487,+41 +resmlp_36_224,29.696,70.304,48.969,51.031,44.69,224,0.875,bicubic,-50.074,-45.917,+33 +convnext_nano,29.694,70.306,47.930,52.070,15.59,288,1.000,bicubic,-51.782,-47.730,-81 resnet50,29.631,70.369,46.745,53.255,25.56,224,0.950,bicubic,-50.743,-47.869,-9 resnetblur50,29.610,70.391,48.254,51.746,25.56,224,0.875,bicubic,-49.684,-46.380,+61 -resnetv2_50d_gn,29.608,70.392,47.792,52.208,25.57,288,0.950,bicubic,-52.216,-48.132,-103 +resnetv2_50d_gn,29.608,70.392,47.792,52.208,25.57,288,0.950,bicubic,-52.216,-48.132,-104 jx_nest_tiny,29.543,70.457,46.985,53.015,17.06,224,0.875,bicubic,-51.875,-48.633,-80 resnet50_gn,29.535,70.465,48.301,51.699,25.56,224,0.940,bicubic,-50.525,-46.647,+12 efficientnet_em,29.476,70.524,48.942,51.058,6.90,240,0.882,bicubic,-49.776,-45.850,+61 cs3darknet_l,29.470,70.530,48.215,51.785,21.16,288,0.950,bicubic,-51.416,-47.453,-46 resnext101_32x8d,29.439,70.561,48.488,51.512,88.79,224,0.875,bilinear,-49.877,-46.030,+48 -coat_lite_mini,29.429,70.571,47.729,52.271,11.01,224,0.900,bicubic,-49.659,-46.879,+67 -gcresnext50ts,29.429,70.571,47.902,52.098,15.67,256,0.900,bicubic,-51.149,-47.268,-34 -sebotnet33ts_256,29.423,70.577,47.146,52.854,13.70,256,0.940,bicubic,-51.731,-48.020,-70 -deit_small_patch16_224,29.423,70.577,48.258,51.742,22.05,224,0.900,bicubic,-50.441,-46.790,+14 +gcresnext50ts,29.429,70.571,47.902,52.098,15.67,256,0.900,bicubic,-51.149,-47.268,-33 +coat_lite_mini,29.429,70.571,47.729,52.271,11.01,224,0.900,bicubic,-49.659,-46.879,+66 +deit_small_patch16_224,29.423,70.577,48.258,51.742,22.05,224,0.900,bicubic,-50.441,-46.790,+15 +sebotnet33ts_256,29.423,70.577,47.146,52.854,13.70,256,0.940,bicubic,-51.731,-48.020,-71 ssl_resnet50,29.405,70.595,49.787,50.213,25.56,224,0.875,bilinear,-49.819,-45.043,+55 -nf_regnet_b1,29.391,70.609,49.411,50.589,10.22,288,0.900,bicubic,-49.909,-45.343,+48 +nf_regnet_b1,29.391,70.609,49.411,50.589,10.22,288,0.900,bicubic,-49.909,-45.343,+47 cait_xxs24_384,29.387,70.612,48.747,51.253,12.03,384,1.000,bicubic,-51.575,-46.897,-59 edgenext_small_rw,29.350,70.650,48.737,51.263,7.83,320,1.000,bicubic,-51.102,-46.453,-29 -swin_tiny_patch4_window7_224,29.332,70.668,47.611,52.389,28.29,224,0.900,bicubic,-52.044,-47.931,-89 resnet34d,29.332,70.668,48.411,51.589,21.82,224,0.875,bicubic,-47.784,-44.971,+153 +swin_tiny_patch4_window7_224,29.332,70.668,47.611,52.389,28.29,224,0.900,bicubic,-52.044,-47.931,-89 cait_xxs24_224,29.303,70.697,48.527,51.473,11.96,224,1.000,bicubic,-49.083,-45.781,+91 ecaresnet50d_pruned,29.209,70.791,48.443,51.557,19.94,224,0.875,bicubic,-50.509,-46.433,+15 poolformer_s24,29.175,70.825,48.062,51.938,21.39,224,0.900,bicubic,-51.141,-46.980,-23 -tresnet_l_448,29.165,70.835,47.226,52.774,55.99,448,0.875,bilinear,-53.105,-48.754,-151 +tresnet_l_448,29.165,70.835,47.226,52.774,55.99,448,0.875,bilinear,-53.105,-48.754,-152 gluon_inception_v3,29.120,70.880,46.955,53.045,23.83,299,0.875,bicubic,-49.686,-47.415,+66 eca_resnet33ts,29.105,70.895,48.796,51.204,19.68,256,0.900,bicubic,-50.975,-46.176,-9 lambda_resnet50ts,29.097,70.903,46.981,53.019,21.54,256,0.950,bicubic,-52.055,-48.121,-83 xception71,29.040,70.960,47.411,52.589,42.34,299,0.903,bicubic,-50.830,-47.513,-1 -hrnet_w64,28.991,71.010,47.130,52.870,128.06,224,0.875,bilinear,-50.480,-47.524,+22 +hrnet_w64,28.991,71.010,47.130,52.870,128.06,224,0.875,bilinear,-50.479,-47.524,+22 xcit_tiny_12_p8_224,28.957,71.043,47.511,52.489,6.71,224,1.000,bicubic,-50.737,-47.537,+8 regnetz_b16,28.943,71.057,47.246,52.754,9.72,288,0.940,bicubic,-51.769,-48.228,-58 cs3darknet_focus_l,28.926,71.074,47.629,52.371,21.15,288,0.950,bicubic,-51.948,-48.063,-67 tf_efficientnet_b1,28.886,71.114,47.498,52.502,7.79,240,0.882,bicubic,-49.942,-46.700,+57 tf_efficientnet_b0_ns,28.884,71.116,48.997,51.003,5.29,224,0.875,bicubic,-49.780,-45.379,+63 -resnetv2_50d_evos,28.878,71.121,46.672,53.328,25.59,288,0.950,bicubic,-53.099,-49.240,-142 +resnetv2_50d_evos,28.878,71.121,46.672,53.328,25.59,288,0.950,bicubic,-53.100,-49.240,-143 vit_small_patch32_384,28.875,71.125,48.889,51.111,22.92,384,1.000,bicubic,-51.615,-46.711,-52 gluon_resnet101_v1b,28.873,71.127,46.389,53.611,44.55,224,0.875,bicubic,-50.431,-48.131,+25 -mobilevitv2_150_384_in22ft1k,28.869,71.131,47.916,52.084,10.59,384,1.000,bicubic,-53.721,-48.400,-195 +mobilevitv2_150_384_in22ft1k,28.869,71.131,47.916,52.084,10.59,384,1.000,bicubic,-53.721,-48.400,-196 skresnext50_32x4d,28.826,71.174,46.487,53.513,27.48,224,0.875,bicubic,-51.328,-48.159,-24 sehalonet33ts,28.778,71.222,46.582,53.418,13.69,256,0.940,bicubic,-52.194,-48.690,-83 -levit_256,28.751,71.249,46.721,53.279,18.89,224,0.900,bicubic,-52.765,-48.769,-122 +levit_256,28.751,71.249,46.721,53.279,18.89,224,0.900,bicubic,-52.765,-48.769,-123 tf_efficientnet_lite3,28.660,71.340,47.346,52.654,8.20,300,0.904,bilinear,-51.158,-47.568,-9 -skresnet34,28.654,71.346,47.953,52.047,22.28,224,0.875,bicubic,-48.249,-45.367,+139 +skresnet34,28.654,71.346,47.953,52.047,22.28,224,0.875,bicubic,-48.250,-45.367,+139 gluon_seresnext50_32x4d,28.649,71.351,46.442,53.558,27.56,224,0.875,bicubic,-51.263,-48.390,-19 darknetaa53,28.647,71.353,46.949,53.051,36.02,288,1.000,bilinear,-51.875,-48.377,-63 hrnet_w40,28.635,71.365,47.452,52.548,57.56,224,0.875,bilinear,-50.287,-47.018,+41 -swinv2_tiny_window8_256,28.611,71.389,46.171,53.829,28.35,256,0.900,bicubic,-53.199,-49.823,-143 -mobilevitv2_175_384_in22ft1k,28.605,71.395,47.126,52.874,14.25,384,1.000,bicubic,-54.329,-49.304,-223 -halonet50ts,28.580,71.420,46.169,53.831,22.73,256,0.940,bicubic,-53.072,-49.443,-140 +swinv2_tiny_window8_256,28.611,71.389,46.171,53.829,28.35,256,0.900,bicubic,-53.199,-49.823,-144 +mobilevitv2_175_384_in22ft1k,28.605,71.395,47.126,52.874,14.25,384,1.000,bicubic,-54.329,-49.304,-226 +halonet50ts,28.580,71.420,46.169,53.831,22.73,256,0.940,bicubic,-53.072,-49.443,-141 tf_efficientnetv2_b0,28.570,71.430,47.075,52.925,7.14,224,0.875,bicubic,-49.782,-46.951,+65 tv_resnet152,28.531,71.469,47.116,52.884,60.19,224,0.875,bilinear,-49.789,-46.918,+65 xcit_tiny_12_p16_224,28.519,71.481,47.403,52.597,6.72,224,1.000,bicubic,-48.605,-46.309,+119 repvgg_b2,28.430,71.570,47.038,52.962,89.02,224,0.875,bilinear,-50.364,-47.380,+39 -hrnet_w48,28.409,71.591,47.586,52.414,77.47,224,0.875,bilinear,-50.891,-46.928,+9 +hrnet_w48,28.409,71.591,47.586,52.414,77.47,224,0.875,bilinear,-50.891,-46.928,+10 gluon_resnext50_32x4d,28.379,71.621,45.316,54.684,25.03,224,0.875,bicubic,-50.981,-49.110,+2 -swinv2_cr_tiny_ns_224,28.373,71.626,45.920,54.080,28.33,224,0.900,bicubic,-53.413,-49.902,-151 +swinv2_cr_tiny_ns_224,28.373,71.626,45.920,54.080,28.33,224,0.900,bicubic,-53.413,-49.902,-152 efficientnet_b2_pruned,28.362,71.638,47.050,52.950,8.31,260,0.890,bicubic,-51.556,-47.800,-34 -tf_efficientnet_b0_ap,28.338,71.662,47.527,52.473,5.29,224,0.875,bicubic,-48.750,-45.731,+116 -seresnet33ts,28.338,71.662,47.753,52.247,19.78,256,0.900,bicubic,-52.016,-47.353,-63 +seresnet33ts,28.338,71.662,47.753,52.247,19.78,256,0.900,bicubic,-52.016,-47.353,-62 +tf_efficientnet_b0_ap,28.338,71.662,47.527,52.473,5.29,224,0.875,bicubic,-48.750,-45.731,+115 dla169,28.322,71.678,47.393,52.607,53.39,224,0.875,bilinear,-50.360,-46.943,+36 dla102x2,28.315,71.685,46.770,53.230,41.28,224,0.875,bilinear,-51.127,-47.876,-7 -darknet53,28.313,71.687,46.873,53.127,41.61,288,1.000,bicubic,-52.225,-48.547,-82 -tf_efficientnet_cc_b0_4e,28.313,71.687,47.360,52.640,13.31,224,0.875,bicubic,-48.997,-45.980,+101 +tf_efficientnet_cc_b0_4e,28.313,71.687,47.360,52.640,13.31,224,0.875,bicubic,-48.997,-45.980,+102 +darknet53,28.313,71.687,46.873,53.127,41.61,288,1.000,bicubic,-52.225,-48.547,-83 mixnet_xl,28.291,71.709,46.700,53.300,11.90,224,0.875,bicubic,-52.187,-48.234,-79 gluon_resnet50_v1d,28.240,71.760,45.867,54.133,25.58,224,0.875,bicubic,-50.830,-48.599,+16 wide_resnet101_2,28.112,71.888,46.411,53.589,126.89,224,0.875,bilinear,-50.740,-47.877,+23 gluon_resnet101_v1c,28.104,71.896,45.959,54.041,44.57,224,0.875,bicubic,-51.432,-48.619,-20 -regnetx_320,28.093,71.907,45.120,54.880,107.81,224,0.875,bicubic,-52.151,-49.634,-61 +regnetx_320,28.093,71.907,45.120,54.880,107.81,224,0.875,bicubic,-52.151,-49.900,-61 densenet161,28.081,71.919,46.639,53.361,28.68,224,0.875,bicubic,-49.273,-46.997,+94 regnety_320,28.061,71.939,45.452,54.548,145.05,224,0.875,bicubic,-52.743,-49.792,-101 gernet_s,28.038,71.963,46.733,53.267,8.17,224,0.875,bilinear,-48.878,-46.401,+110 @@ -445,12 +449,12 @@ regnetx_160,27.817,72.183,45.623,54.377,54.28,224,0.875,bicubic,-52.037,-49.207, tf_inception_v3,27.778,72.222,45.717,54.283,23.83,299,0.875,bicubic,-50.074,-47.923,+66 res2net101_26w_4s,27.774,72.226,45.167,54.833,45.21,224,0.875,bilinear,-51.422,-49.269,-4 tf_efficientnetv2_b1,27.762,72.238,46.574,53.426,8.14,240,0.882,bicubic,-51.704,-48.148,-27 -vit_base_patch16_224_sam,27.709,72.291,45.112,54.888,86.57,224,0.900,bicubic,-52.535,-49.908,-72 +vit_base_patch16_224_sam,27.709,72.291,45.112,54.888,86.57,224,0.900,bicubic,-52.535,-49.642,-72 fbnetv3_b,27.672,72.328,46.981,53.019,8.60,256,0.950,bilinear,-51.470,-47.769,-6 repvgg_b1,27.648,72.352,46.521,53.479,57.42,224,0.875,bilinear,-50.720,-47.573,+32 mobilevitv2_200,27.629,72.371,45.766,54.234,18.45,256,0.888,bicubic,-53.511,-49.602,-138 hrnet_w44,27.623,72.377,45.845,54.155,67.06,224,0.875,bilinear,-51.273,-48.525,+4 -gcresnet33ts,27.585,72.415,46.199,53.801,19.88,256,0.900,bicubic,-52.490,-48.795,-67 +gcresnet33ts,27.585,72.415,46.199,53.801,19.88,256,0.900,bicubic,-52.491,-48.795,-67 inception_v3,27.556,72.444,45.265,54.735,23.83,299,0.875,bicubic,-49.882,-48.211,+74 resmlp_24_224,27.534,72.466,45.697,54.303,30.02,224,0.875,bicubic,-51.844,-48.849,-32 pit_xs_224,27.497,72.503,45.904,54.096,10.62,224,0.900,bicubic,-50.693,-48.262,+35 @@ -480,7 +484,7 @@ regnetx_064,26.790,73.210,44.919,55.081,26.21,224,0.875,bicubic,-52.284,-49.541, regnety_120,26.784,73.216,44.442,55.558,51.82,224,0.875,bicubic,-53.592,-50.680,-119 regnetx_032,26.707,73.293,45.228,54.772,15.30,224,0.875,bicubic,-51.477,-48.860,+11 densenet121,26.674,73.326,45.890,54.110,7.98,224,0.875,bicubic,-48.906,-46.758,+96 -legacy_seresnet152,26.672,73.328,43.953,56.047,66.82,224,0.875,bilinear,-51.980,-50.418,-17 +legacy_seresnet152,26.672,73.328,43.953,56.047,66.82,224,0.875,bilinear,-51.980,-50.417,-17 efficientnet_es,26.619,73.381,45.122,54.878,5.44,224,0.875,bicubic,-51.439,-48.822,+13 res2net50_26w_6s,26.597,73.403,43.998,56.002,37.05,224,0.875,bilinear,-51.973,-50.126,-17 repvgg_b1g4,26.581,73.419,45.086,54.914,39.97,224,0.875,bilinear,-51.007,-48.744,+35 @@ -493,7 +497,7 @@ gluon_resnet50_v1b,26.440,73.560,44.043,55.957,25.56,224,0.875,bicubic,-51.144,- tf_efficientnet_el,26.357,73.643,44.175,55.825,10.59,300,0.904,bicubic,-53.897,-50.953,-119 lambda_resnet26t,26.342,73.658,44.412,55.588,10.96,256,0.940,bicubic,-52.756,-50.178,-49 levit_128,26.328,73.672,44.114,55.886,9.21,224,0.900,bicubic,-52.154,-49.898,-22 -resmlp_big_24_224,26.320,73.680,43.557,56.443,129.14,224,0.875,bicubic,-54.710,-51.462,-176 +resmlp_big_24_224,26.320,73.680,43.557,56.443,129.14,224,0.875,bicubic,-54.710,-51.463,-176 resmlp_12_distilled_224,26.306,73.694,44.870,55.130,15.35,224,0.875,bicubic,-51.640,-48.690,+7 regnetx_040,26.241,73.759,44.442,55.558,22.12,224,0.875,bicubic,-52.247,-49.796,-27 mobilevitv2_150,26.190,73.810,43.768,56.232,10.59,256,0.888,bicubic,-54.178,-51.296,-136 @@ -501,12 +505,12 @@ crossvit_9_dagger_240,26.175,73.825,44.538,55.462,8.78,240,0.875,bicubic,-50.803 vit_small_patch32_224,26.161,73.839,45.110,54.890,22.88,224,0.900,bicubic,-49.829,-48.158,+69 dpn68,26.135,73.865,44.228,55.772,12.61,224,0.875,bicubic,-50.175,-48.750,+65 efficientnet_b1,26.061,73.939,44.076,55.924,7.79,256,1.000,bicubic,-52.727,-50.270,-42 -mobilevitv2_125,26.025,73.975,43.666,56.334,7.48,256,0.888,bicubic,-53.657,-51.070,-97 +mobilevitv2_125,26.025,73.975,43.666,56.334,7.48,256,0.888,bicubic,-53.657,-51.182,-97 lambda_resnet26rpt_256,26.017,73.983,44.182,55.818,10.99,256,0.940,bicubic,-52.947,-50.244,-52 hrnet_w18,25.988,74.012,44.817,55.183,21.30,224,0.875,bilinear,-50.772,-48.627,+48 hardcorenas_f,25.941,74.059,44.212,55.788,8.20,224,0.875,bilinear,-52.161,-49.590,-12 resnet34,25.890,74.110,43.988,56.012,21.80,224,0.875,bilinear,-49.222,-48.296,+81 -tresnet_m_448,25.862,74.138,42.872,57.128,31.39,448,0.875,bilinear,-55.844,-52.700,-234 +tresnet_m_448,25.862,74.138,42.872,57.128,31.39,448,0.875,bilinear,-55.844,-52.700,-235 resnet26t,25.860,74.140,43.953,56.047,16.01,256,0.940,bicubic,-52.004,-49.889,-3 res2net50_26w_4s,25.858,74.142,43.155,56.845,25.70,224,0.875,bilinear,-52.104,-50.697,-8 coat_tiny,25.848,74.152,43.279,56.721,5.50,224,0.900,bicubic,-52.588,-50.759,-35 @@ -532,10 +536,10 @@ tf_mixnet_l,25.420,74.580,42.538,57.462,7.33,224,0.875,bicubic,-53.358,-51.460,- hardcorenas_b,25.400,74.600,44.192,55.808,5.18,224,0.875,bilinear,-51.136,-48.562,+29 res2next50,25.387,74.613,42.498,57.502,24.67,224,0.875,bilinear,-52.871,-51.390,-47 legacy_seresnet101,25.334,74.666,42.823,57.177,49.33,224,0.875,bilinear,-53.046,-51.439,-53 -selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.072,-50.612,-56 +selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.072,-50.613,-56 hardcorenas_d,25.324,74.676,43.123,56.877,7.50,224,0.875,bilinear,-52.106,-50.361,-7 dla102,25.320,74.680,43.846,56.154,33.27,224,0.875,bilinear,-52.708,-50.104,-38 -resnetv2_50x1_bitm,25.316,74.684,45.358,54.642,25.55,448,1.000,bilinear,-55.026,-50.329,-173 +resnetv2_50x1_bitm,25.316,74.684,45.358,54.642,25.55,448,1.000,bilinear,-55.026,-50.328,-173 resnest14d,25.275,74.725,44.090,55.910,10.61,224,0.875,bilinear,-50.233,-48.434,+41 legacy_seresnext50_32x4d,25.214,74.786,41.942,58.058,27.56,224,0.875,bilinear,-53.862,-52.492,-93 mixer_b16_224,25.117,74.883,41.217,58.783,59.88,224,0.875,bicubic,-51.493,-51.013,+17 @@ -550,9 +554,9 @@ xcit_nano_12_p8_224_dist,24.811,75.189,43.072,56.928,3.05,224,1.000,bicubic,-51. seresnext26ts,24.689,75.311,43.106,56.894,10.39,256,0.900,bicubic,-53.169,-50.684,-41 eca_resnext26ts,24.658,75.342,42.850,57.150,10.30,256,0.900,bicubic,-52.800,-50.718,-24 cs3darknet_m,24.630,75.370,42.970,57.030,9.31,288,0.950,bicubic,-52.996,-51.044,-34 -mobilevitv2_100,24.547,75.453,42.919,57.081,4.90,256,0.888,bicubic,-53.538,-51.241,-57 +mobilevitv2_100,24.547,75.453,42.919,57.081,4.90,256,0.888,bicubic,-53.539,-51.241,-57 tf_efficientnet_lite2,24.528,75.472,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.478,-28 -regnetx_016,24.487,75.513,42.510,57.490,9.19,224,0.875,bicubic,-52.455,-50.914,-7 +regnetx_016,24.487,75.513,42.510,57.490,9.19,224,0.875,bicubic,-52.455,-50.914,-8 skresnet18,24.483,75.517,42.540,57.460,11.96,224,0.875,bicubic,-48.551,-48.626,+63 pit_ti_distilled_224,24.408,75.592,42.734,57.266,5.10,224,0.900,bicubic,-50.126,-49.362,+46 hardcorenas_a,24.371,75.629,43.292,56.708,5.26,224,0.875,bilinear,-51.559,-49.218,+14 @@ -568,8 +572,8 @@ efficientnet_lite0,23.907,76.093,42.084,57.916,4.65,224,0.875,bicubic,-51.561,-5 resnext26ts,23.868,76.132,41.109,58.891,10.30,256,0.900,bicubic,-52.912,-52.023,-15 tv_densenet121,23.840,76.160,41.921,58.079,7.98,224,0.875,bicubic,-50.900,-50.227,+29 efficientnet_es_pruned,23.838,76.162,41.989,58.011,5.44,224,0.875,bicubic,-51.162,-50.453,+23 -mixnet_m,23.714,76.286,41.148,58.852,5.01,224,0.875,bicubic,-53.548,-52.274,-35 -mobilenetv2_140,23.714,76.286,41.477,58.523,6.11,224,0.875,bicubic,-52.798,-51.522,-9 +mobilenetv2_140,23.714,76.286,41.477,58.523,6.11,224,0.875,bicubic,-52.798,-51.521,-8 +mixnet_m,23.714,76.286,41.148,58.852,5.01,224,0.875,bicubic,-53.548,-52.274,-36 dla34,23.679,76.321,41.539,58.461,15.74,224,0.875,bilinear,-50.945,-50.533,+28 legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.981,-53.659,-57 ese_vovnet19b_dw,23.528,76.472,41.284,58.716,6.54,224,0.875,bicubic,-53.266,-51.982,-23 @@ -603,7 +607,7 @@ pit_ti_224,21.869,78.131,39.543,60.457,4.85,224,0.900,bicubic,-51.043,-51.863,+2 regnetx_006,21.738,78.263,38.916,61.084,6.20,224,0.875,bicubic,-52.118,-52.756,+8 vit_tiny_patch16_384,21.714,78.286,39.327,60.673,5.79,384,1.000,bicubic,-56.716,-55.217,-126 crossvit_9_240,21.688,78.312,39.278,60.722,8.55,240,0.875,bicubic,-52.272,-52.686,+4 -vgg19_bn,21.625,78.374,39.280,60.720,143.68,224,0.875,bilinear,-52.588,-52.564,-1 +vgg19_bn,21.625,78.374,39.280,60.720,143.68,224,0.875,bilinear,-52.589,-52.564,-1 ghostnet_100,21.614,78.386,38.696,61.304,5.18,224,0.875,bilinear,-52.366,-52.762,+1 semnasnet_075,21.570,78.430,38.934,61.066,2.91,224,0.875,bicubic,-51.404,-52.200,+12 gluon_resnet18_v1b,21.557,78.443,38.887,61.113,11.69,224,0.875,bicubic,-49.281,-50.875,+31 @@ -612,7 +616,7 @@ fbnetc_100,21.508,78.492,38.158,61.842,5.57,224,0.875,bilinear,-53.608,-54.228,- xcit_nano_12_p16_224,21.437,78.563,39.798,60.202,3.05,224,1.000,bicubic,-48.517,-49.958,+32 mnasnet_100,21.362,78.638,37.721,62.279,4.38,224,0.875,bicubic,-53.288,-54.393,-14 lcnet_100,21.290,78.710,38.849,61.151,2.95,224,0.875,bicubic,-50.820,-51.529,+18 -resnet26,21.285,78.715,38.020,61.980,16.00,224,0.875,bicubic,-54.014,-54.560,-30 +resnet26,21.285,78.715,38.020,61.980,16.00,224,0.875,bicubic,-54.015,-54.560,-30 ssl_resnet18,21.278,78.722,39.107,60.893,11.69,224,0.875,bilinear,-51.326,-52.317,+7 mixnet_s,21.256,78.744,38.183,61.817,4.13,224,0.875,bicubic,-54.740,-54.617,-48 seresnext26d_32x4d,21.250,78.750,37.319,62.681,16.81,224,0.875,bicubic,-56.356,-56.287,-98 @@ -625,20 +629,20 @@ mobilenetv2_100,20.777,79.223,37.764,62.236,3.50,224,0.875,bicubic,-52.179,-53.2 tf_mixnet_s,20.462,79.538,36.615,63.385,4.13,224,0.875,bicubic,-55.190,-56.011,-50 vit_tiny_patch16_224,20.458,79.542,37.603,62.397,5.72,224,0.900,bicubic,-55.006,-55.241,-44 regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.609,-54.754,-20 -tf_mobilenetv3_large_075,20.364,79.636,36.770,63.230,3.99,224,0.875,bilinear,-53.076,-54.578,-15 -hrnet_w18_small,20.364,79.636,37.089,62.911,13.19,224,0.875,bilinear,-51.972,-53.591,-2 +hrnet_w18_small,20.364,79.636,37.089,62.911,13.19,224,0.875,bilinear,-51.972,-53.591,-1 +tf_mobilenetv3_large_075,20.364,79.636,36.770,63.230,3.99,224,0.875,bilinear,-53.076,-54.578,-16 resnet18,20.224,79.776,37.256,62.744,11.69,224,0.875,bilinear,-49.524,-51.828,+16 mixer_l16_224,20.169,79.831,32.942,67.058,208.20,224,0.875,bicubic,-51.897,-54.724,+2 -deit_tiny_patch16_224,20.166,79.835,37.560,62.440,5.72,224,0.900,bicubic,-52.009,-53.554,-1 +deit_tiny_patch16_224,20.166,79.835,37.560,62.440,5.72,224,0.900,bicubic,-52.008,-53.554,-1 tf_mobilenetv3_large_minimal_100,20.108,79.891,36.906,63.094,3.92,224,0.875,bilinear,-52.142,-53.714,-3 -vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.202,-20 +vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.201,-20 vit_tiny_r_s16_p8_224,19.324,80.676,36.051,63.949,6.34,224,0.900,bicubic,-52.470,-54.767,-1 tinynet_c,19.260,80.740,35.988,64.012,2.46,184,0.875,bicubic,-51.968,-53.760,+2 edgenext_xx_small,18.580,81.420,34.693,65.307,1.33,256,0.900,bicubic,-52.526,-55.339,+2 mobilevit_xs,18.303,81.697,33.227,66.773,2.32,256,0.900,bicubic,-56.331,-59.119,-38 lcnet_075,18.161,81.839,34.406,65.594,2.36,224,0.875,bicubic,-50.653,-53.958,+10 vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.437,-57.818,-15 -vgg13_bn,17.803,82.197,34.039,65.961,133.05,224,0.875,bilinear,-53.794,-56.337,-5 +vgg13_bn,17.803,82.197,34.039,65.961,133.05,224,0.875,bilinear,-53.795,-56.337,-5 vgg16,17.540,82.460,32.769,67.231,138.36,224,0.875,bilinear,-54.050,-57.613,-5 regnety_002,17.458,82.542,32.431,67.569,3.16,224,0.875,bicubic,-52.798,-57.103,-1 vgg11_bn,17.403,82.597,33.009,66.991,132.87,224,0.875,bilinear,-52.957,-56.793,-3 @@ -646,8 +650,8 @@ mobilevitv2_050,17.302,82.698,32.999,67.001,1.37,256,0.888,bicubic,-52.838,-56.9 resnet10t,17.281,82.719,33.070,66.930,5.44,224,0.950,bilinear,-51.027,-55.010,+5 regnetx_002,16.962,83.038,32.223,67.777,2.68,224,0.875,bicubic,-51.792,-56.333,+3 mobilenetv3_small_100,16.815,83.185,32.535,67.465,2.54,224,0.875,bicubic,-50.843,-55.099,+6 -mobilenetv2_050,16.675,83.325,31.952,68.048,1.97,224,0.875,bicubic,-49.269,-54.128,+9 -tinynet_d,16.675,83.325,32.459,67.541,2.34,152,0.875,bicubic,-50.287,-54.605,+5 +tinynet_d,16.675,83.325,32.459,67.541,2.34,152,0.875,bicubic,-50.287,-54.605,+6 +mobilenetv2_050,16.675,83.325,31.952,68.048,1.97,224,0.875,bicubic,-49.269,-54.128,+8 mnasnet_small,16.636,83.364,31.922,68.078,2.03,224,0.875,bicubic,-49.570,-54.584,+5 resnet14t,16.471,83.529,30.722,69.278,10.08,224,0.950,bilinear,-55.885,-59.618,-26 dla60x_c,16.320,83.680,31.752,68.249,1.32,224,0.875,bilinear,-51.560,-56.682,0