Add updated validation / test set results, benchmarks still running...

results/results-imagenet-a-clean.csv

@@ -1,30 +1,38 @@
-model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
+model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation
 beit_large_patch16_512,98.560,1.440,99.840,0.160,305.67,512,1.000,bicubic
 tf_efficientnet_l2_ns,98.550,1.450,99.820,0.180,480.31,800,0.960,bicubic
 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
 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
+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,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic
+tf_efficientnet_b7_ns,97.920,2.080,99.720,0.280,66.35,600,0.949,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
 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
-beit_base_patch16_384,97.810,2.190,99.700,0.300,86.74,384,1.000,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
-tf_efficientnetv2_xl_in21ft1k,97.650,2.350,99.490,0.510,208.12,512,1.000,bicubic
+swinv2_base_window12to16_192to256_22kft1k,97.650,2.350,99.720,0.280,87.92,256,0.900,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,97.620,2.380,99.710,0.290,828.41,224,0.875,bilinear
+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
@@ -34,9 +42,12 @@ xcit_large_24_p8_384_dist,97.520,2.480,99.540,0.460,188.93,384,1.000,bicubic
 xcit_large_24_p16_384_dist,97.520,2.480,99.480,0.520,189.10,384,1.000,bicubic
 tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic
 resnetv2_152x4_bitm,97.490,2.510,99.610,0.390,936.53,480,1.000,bilinear
-tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic
+deit3_base_patch16_224_in21ft1k,97.490,2.510,99.600,0.400,86.59,224,1.000,bicubic
 cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic
+tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic
 convnext_base_in22ft1k,97.470,2.530,99.600,0.400,88.59,224,0.875,bicubic
+convnext_small_384_in22ft1k,97.460,2.540,99.580,0.420,50.22,384,1.000,bicubic
+deit3_large_patch16_384,97.420,2.580,99.620,0.380,304.76,384,1.000,bicubic
 cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic
 volo_d5_224,97.390,2.610,99.570,0.430,295.46,224,0.960,bicubic
 ig_resnext101_32x32d,97.370,2.630,99.680,0.320,468.53,224,0.875,bilinear
@@ -56,307 +67,360 @@ swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
 regnetz_e8,97.200,2.800,99.500,0.500,57.70,320,1.000,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
-xcit_small_24_p16_384_dist,97.120,2.880,99.460,0.540,47.67,384,1.000,bicubic
+deit3_small_patch16_384_in21ft1k,97.130,2.870,99.500,0.500,22.21,384,1.000,bicubic
+xcit_small_24_p16_384_dist,97.120,2.880,99.450,0.550,47.67,384,1.000,bicubic
 tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
 beit_base_patch16_224,97.090,2.910,99.610,0.390,86.53,224,0.900,bicubic
 eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic
 volo_d3_224,97.090,2.910,99.470,0.530,86.33,224,0.960,bicubic
 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_384,97.080,2.920,99.430,0.570,47.06,384,1.000,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
-dm_nfnet_f2,97.030,2.970,99.440,0.560,193.78,352,0.920,bicubic
+deit3_base_patch16_384,97.020,2.980,99.390,0.610,86.88,384,1.000,bicubic
+dm_nfnet_f2,97.020,2.980,99.440,0.560,193.78,352,0.920,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
 resnetv2_101x3_bitm,96.990,3.010,99.490,0.510,387.93,448,1.000,bilinear
-efficientnetv2_rw_m,96.980,3.020,99.530,0.470,53.24,416,1.000,bicubic
+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
+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
-resnetrs420,96.920,3.080,99.460,0.540,191.89,416,1.000,bicubic
-volo_d1_384,96.920,3.080,99.520,0.480,26.78,384,1.000,bicubic
 xcit_medium_24_p8_224_dist,96.920,3.080,99.390,0.610,84.32,224,1.000,bicubic
+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
 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
-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
-convnext_large,96.760,3.240,99.300,0.700,197.77,224,0.875,bicubic
+seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
 resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,bicubic
-tf_efficientnetv2_s_in21ft1k,96.730,3.270,99.420,0.580,21.46,384,1.000,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
 resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear
-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
-eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
+regnetz_040h,96.710,3.290,99.500,0.500,28.94,320,1.000,bicubic
-resnetrs200,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic
 vit_small_patch16_384,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic
-xcit_small_12_p8_224_dist,96.700,3.300,99.390,0.610,26.21,224,1.000,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
+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_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
+tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
-tf_efficientnet_b5_ap,96.670,3.330,99.460,0.540,30.39,456,0.934,bicubic
 pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
-regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic
+tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,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_evos,96.610,3.390,99.440,0.560,23.46,320,0.950,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
 swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear
 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
-cait_xs24_384,96.550,3.450,99.420,0.580,26.67,384,1.000,bicubic
+xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,bicubic
-xcit_tiny_24_p8_384_dist,96.540,3.460,99.320,0.680,12.11,384,1.000,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
 regnety_080,96.530,3.470,99.320,0.680,39.18,288,1.000,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
-resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,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
 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
 xcit_small_24_p8_224,96.400,3.600,99.150,0.850,47.63,224,1.000,bicubic
-crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,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
-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
+resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,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
+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
-jx_nest_base,96.240,3.760,99.210,0.790,67.72,224,0.875,bicubic
 swin_s3_small_224,96.230,3.770,99.090,0.910,49.74,224,0.900,bicubic
-xcit_small_24_p16_224_dist,96.220,3.780,99.210,0.790,47.67,224,1.000,bicubic
+convnext_tiny_in22ft1k,96.220,3.780,99.340,0.660,28.59,224,0.875,bicubic
-xception65p,96.200,3.800,99.180,0.820,39.82,299,0.940,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
+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
 convnext_small,96.170,3.830,99.100,0.900,50.22,224,0.875,bicubic
-tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic
 twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
-deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,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
-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
+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
 xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,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
+resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
 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
-xcit_small_12_p16_224_dist,96.030,3.970,99.140,0.860,26.25,224,1.000,bicubic
+swinv2_cr_small_224,96.060,3.940,98.870,1.130,49.70,224,0.900,bicubic
-regnety_040,96.020,3.980,99.190,0.810,20.65,288,1.000,bicubic
+mobilevitv2_200_384_in22ft1k,96.040,3.960,99.080,0.920,18.45,384,1.000,bicubic
-regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,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
-jx_nest_small,95.970,4.030,99.030,0.970,38.35,224,0.875,bicubic
+regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic
+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
-xcit_tiny_24_p16_384_dist,95.930,4.070,99.220,0.780,12.12,384,1.000,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
-resnet51q,95.870,4.130,99.120,0.880,35.70,288,1.000,bilinear
+resnet51q,95.870,4.130,99.130,0.870,35.70,288,1.000,bilinear
-swsl_resnext50_32x4d,95.870,4.130,99.250,0.750,25.03,224,0.875,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
 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
 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
-tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic
+vit_relpos_base_patch16_clsgap_224,95.760,4.240,99.040,0.960,86.43,224,0.900,bicubic
+tf_efficientnet_b2_ns,95.760,4.240,99.120,0.880,9.11,260,0.890,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
-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
+tresnet_m,95.710,4.290,99.030,0.970,31.39,224,0.875,bilinear
+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
-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_101,95.630,4.370,98.990,1.010,44.54,224,0.950,bicubic
-efficientnetv2_rw_t,95.610,4.390,99.070,0.930,13.65,288,1.000,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
 convnext_tiny,95.550,4.450,99.000,1.000,28.59,224,0.875,bicubic
 coat_lite_small,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic
-xcit_small_24_p16_224,95.530,4.470,98.760,1.240,47.67,224,1.000,bicubic
 xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic
+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
 crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
-xception41p,95.520,4.480,98.910,1.090,26.91,299,0.940,bicubic
+xception41p,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic
-convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,bicubic
-ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,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
+convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,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
-visformer_small,95.490,4.510,98.900,1.100,40.22,224,0.900,bicubic
+vit_relpos_medium_patch16_cls_224,95.480,4.520,98.950,1.050,38.76,224,0.900,bicubic
-ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
+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
 tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear
-crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic
 deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic
-resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,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
-xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,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
-halo2botnet50ts_256,95.410,4.590,99.010,0.990,22.64,256,0.950,bicubic
+xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic
-swsl_resnet50,95.400,4.600,99.300,0.700,25.56,224,0.875,bilinear
+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
+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
 vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic
 resnet101,95.360,4.640,98.860,1.140,44.55,224,0.950,bicubic
 tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
-mixer_b16_224_miil,95.310,4.690,98.870,1.130,59.88,224,0.875,bilinear
+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_384,95.270,4.730,98.960,1.040,12.03,384,1.000,bicubic
+cait_xxs24_384,95.280,4.720,98.960,1.040,12.03,384,1.000,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
+pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,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
-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,95.170,4.830,99.120,0.880,7.79,240,0.882,bicubic
+convit_small,95.200,4.800,98.900,1.100,27.78,224,0.875,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
-halonet50ts,95.150,4.850,98.770,1.230,22.73,256,0.940,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_tiny_patch4_window7_224,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic
+crossvit_15_240,95.150,4.850,98.930,1.070,27.53,240,0.875,bicubic
-crossvit_15_240,95.140,4.860,98.930,1.070,27.53,240,0.875,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
+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
-gernet_l,95.100,4.900,98.900,1.100,31.08,256,0.875,bilinear
+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
-xcit_tiny_12_p8_224_dist,95.090,4.910,98.910,1.090,6.71,224,1.000,bicubic
 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
 legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear
-wide_resnet50_2,95.070,4.930,98.970,1.030,68.88,224,0.875,bicubic
-vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
-convmixer_1536_20,95.060,4.940,99.030,0.970,51.63,224,0.960,bicubic
 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_224,95.040,4.960,98.840,1.160,23.76,224,0.900,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
-levit_256,95.020,4.980,98.890,1.110,18.89,224,0.900,bicubic
+vit_srelpos_small_patch16_224,95.030,4.970,98.960,1.040,21.97,224,0.900,bicubic
-tf_efficientnet_b3,95.020,4.980,98.910,1.090,12.23,300,0.904,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
 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_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,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
-tf_efficientnet_lite4,94.890,5.110,99.020,0.980,13.01,380,0.920,bilinear
+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
 ssl_resnext50_32x4d,94.870,5.130,98.890,1.110,25.03,224,0.875,bilinear
-gcresnet50t,94.850,5.150,98.790,1.210,25.90,256,0.900,bicubic
+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
-seresnet33ts,94.850,5.150,98.790,1.210,19.78,256,0.900,bicubic
+gcresnet50t,94.850,5.150,98.790,1.210,25.90,256,0.900,bicubic
 crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic
-lambda_resnet50ts,94.790,5.210,98.460,1.540,21.54,256,0.950,bicubic
+cspresnext50,94.830,5.170,98.770,1.230,20.57,256,0.887,bilinear
+mobilevitv2_200,94.830,5.170,98.710,1.290,18.45,256,0.888,bicubic
+sehalonet33ts,94.780,5.220,98.570,1.430,13.69,256,0.940,bicubic
+lambda_resnet50ts,94.780,5.220,98.460,1.540,21.54,256,0.950,bicubic
 ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
-sehalonet33ts,94.770,5.230,98.570,1.430,13.69,256,0.940,bicubic
+resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,bicubic
-resnest50d_1s4x24d,94.760,5.240,98.980,1.020,25.68,224,0.875,bicubic
 gluon_resnet152_v1d,94.740,5.260,98.740,1.260,60.21,224,0.875,bicubic
 gluon_resnet101_v1s,94.720,5.280,98.820,1.180,44.67,224,0.875,bicubic
 deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic
 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
-resmlp_big_24_224,94.670,5.330,98.480,1.520,129.14,224,0.875,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
+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
-ecaresnet50d,94.630,5.370,98.890,1.110,25.58,224,0.875,bicubic
 gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
+ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic
 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
-sebotnet33ts_256,94.570,5.430,98.500,1.500,13.70,256,0.940,bicubic
+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
-resnext50_32x4d,94.550,5.450,98.610,1.390,25.03,224,0.950,bicubic
 seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic
-nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic
-inception_resnet_v2,94.550,5.450,98.780,1.220,55.84,299,0.897,bicubic
 gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
-regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic
+regnety_320,94.540,5.460,98.860,1.140,145.05,224,0.875,bicubic
-xcit_tiny_24_p16_224_dist,94.540,5.460,98.780,1.220,12.12,224,1.000,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
-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
+gcresnext50ts,94.490,5.510,98.670,1.330,15.67,256,0.900,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
-cspresnext50,94.470,5.530,98.680,1.320,20.57,224,0.875,bilinear
+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
-regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
 resmlp_24_distilled_224,94.460,5.540,98.770,1.230,30.02,224,0.875,bicubic
-ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear
+regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
-resnetv2_50,94.430,5.570,98.740,1.260,25.55,224,0.950,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
 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,94.360,5.640,98.650,1.350,48.96,224,0.875,bilinear
+legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear
 tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic
 resnet50_gn,94.350,5.650,98.710,1.290,25.56,224,0.940,bicubic
 resnet50,94.340,5.660,98.440,1.560,25.56,224,0.950,bicubic
 gluon_seresnext50_32x4d,94.330,5.670,98.610,1.390,27.56,224,0.875,bicubic
-ecaresnet26t,94.310,5.690,98.720,1.280,16.01,320,0.950,bicubic
+ecaresnet26t,94.320,5.680,98.720,1.280,16.01,320,0.950,bicubic
-dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,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
-cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,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
-skresnext50_32x4d,94.260,5.740,98.460,1.540,27.48,224,0.875,bicubic
+cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,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
-gluon_resnet101_v1d,94.230,5.770,98.560,1.440,44.57,224,0.875,bicubic
 dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
+gluon_resnet101_v1d,94.230,5.770,98.550,1.450,44.57,224,0.875,bicubic
 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
-tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear
+eca_resnet33ts,94.190,5.810,98.760,1.240,19.68,256,0.900,bicubic
-eca_resnet33ts,94.190,5.810,98.770,1.230,19.68,256,0.900,bicubic
 mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
-resnext50d_32x4d,94.180,5.820,98.570,1.430,25.05,224,0.875,bicubic
+resnext50d_32x4d,94.190,5.810,98.560,1.440,25.05,224,0.875,bicubic
-levit_192,94.170,5.830,98.550,1.450,10.95,224,0.900,bicubic
+levit_192,94.180,5.820,98.540,1.460,10.95,224,0.900,bicubic
-ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
 gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
-gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic
+ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
-efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic
+gmlp_s16_224,94.160,5.840,98.500,1.500,19.42,224,0.875,bicubic
+efficientnet_b2_pruned,94.150,5.850,98.530,1.470,8.31,260,0.890,bicubic
 vit_base_patch16_224_sam,94.140,5.860,98.670,1.330,86.57,224,0.900,bicubic
 regnetx_160,94.130,5.870,98.740,1.260,54.28,224,0.875,bicubic
-nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic
+dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
-dpn98,94.110,5.890,98.580,1.420,61.57,224,0.875,bicubic
+nf_regnet_b1,94.110,5.890,98.630,1.370,10.22,288,0.900,bicubic
 ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
-xcit_tiny_24_p16_224,94.070,5.930,98.510,1.490,12.12,224,1.000,bicubic
+xcit_tiny_24_p16_224,94.070,5.930,98.530,1.470,12.12,224,1.000,bicubic
 gluon_resnet152_v1b,94.070,5.930,98.460,1.540,60.19,224,0.875,bicubic
 coat_lite_mini,94.050,5.950,98.560,1.440,11.01,224,0.900,bicubic
-eca_halonext26ts,94.050,5.950,98.490,1.510,10.76,256,0.940,bicubic
+eca_halonext26ts,94.040,5.960,98.490,1.510,10.76,256,0.940,bicubic
-halonet26t,94.020,5.980,98.500,1.500,12.48,256,0.950,bicubic
+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
-hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear
+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
-dla102x2,93.960,6.040,98.490,1.510,41.28,224,0.875,bilinear
 resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic
 tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic
 fbnetv3_d,93.930,6.070,98.740,1.260,10.31,256,0.950,bilinear
@@ -375,217 +439,227 @@ eca_botnext26ts_256,93.780,6.220,98.500,1.500,10.59,256,0.950,bicubic
 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
-cspresnet50,93.740,6.260,98.640,1.360,21.62,256,0.887,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
-wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear
+lambda_resnet26rpt_256,93.720,6.280,98.520,1.480,10.99,256,0.940,bicubic
-lambda_resnet26rpt_256,93.710,6.290,98.510,1.490,10.99,256,0.940,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
-tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic
+tf_efficientnet_b1_ap,93.680,6.320,98.360,1.640,7.79,240,0.882,bicubic
 gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,bicubic
-vit_tiny_patch16_384,93.660,6.340,98.600,1.400,5.79,384,1.000,bicubic
+vit_tiny_patch16_384,93.650,6.350,98.600,1.400,5.79,384,1.000,bicubic
-tf_efficientnet_b0_ns,93.640,6.360,98.640,1.360,5.29,224,0.875,bicubic
+tf_efficientnet_b0_ns,93.630,6.370,98.640,1.360,5.29,224,0.875,bicubic
 gluon_resnet50_v1s,93.620,6.380,98.460,1.540,25.68,224,0.875,bicubic
-cait_xxs24_224,93.600,6.400,98.450,1.550,11.96,224,1.000,bicubic
+resnet33ts,93.600,6.400,98.530,1.470,19.68,256,0.900,bicubic
-resnet33ts,93.600,6.400,98.540,1.460,19.68,256,0.900,bicubic
+cait_xxs24_224,93.600,6.400,98.440,1.560,11.96,224,1.000,bicubic
 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
-regnetx_040,93.550,6.450,98.550,1.450,22.12,224,0.875,bicubic
 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
 botnet26t_256,93.510,6.490,98.300,1.700,12.49,256,0.950,bicubic
-dla102x,93.510,6.490,98.510,1.490,26.31,224,0.875,bilinear
+tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
-xcit_nano_12_p8_384_dist,93.500,6.500,98.540,1.460,3.05,384,1.000,bicubic
+repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
-repvgg_b2,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear
 hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear
-tf_efficientnet_b1,93.490,6.510,98.360,1.640,7.79,240,0.882,bicubic
-resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic
 xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic
-gluon_inception_v3,93.450,6.550,98.570,1.430,23.83,299,0.875,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
 xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic
-res2net50_26w_8s,93.410,6.590,98.180,1.820,48.40,224,0.875,bilinear
+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
 xcit_tiny_12_p16_224_dist,93.400,6.600,98.480,1.520,6.72,224,1.000,bicubic
-legacy_seresnet152,93.400,6.600,98.350,1.650,66.82,224,0.875,bilinear
+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
+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
-repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
+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
-tv_resnet152,93.320,6.680,98.390,1.610,60.19,224,0.875,bilinear
+repvgg_b1,93.320,6.680,98.510,1.490,57.42,224,0.875,bilinear
 tf_mixnet_l,93.320,6.680,98.030,1.970,7.33,224,0.875,bicubic
-resnest26d,93.320,6.680,98.630,1.370,17.07,224,0.875,bilinear
+tv_resnet152,93.310,6.690,98.390,1.610,60.19,224,0.875,bilinear
-levit_128,93.320,6.680,98.380,1.620,9.21,224,0.900,bicubic
+mobilevitv2_100,93.300,6.700,98.280,1.720,4.90,256,0.888,bicubic
-legacy_seresnet101,93.300,6.700,98.510,1.490,49.33,224,0.875,bilinear
+legacy_seresnet101,93.290,6.710,98.510,1.490,49.33,224,0.875,bilinear
 selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic
-efficientnet_b1,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic
+efficientnet_b1,93.240,6.760,98.300,1.700,7.79,256,1.000,bicubic
 coat_lite_tiny,93.230,6.770,98.260,1.740,5.72,224,0.900,bicubic
-hrnet_w30,93.190,6.810,98.410,1.590,37.71,224,0.875,bilinear
+hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
-dla60_res2net,93.180,6.820,98.420,1.580,20.85,224,0.875,bilinear
+mobilevit_s,93.180,6.820,98.440,1.560,5.58,256,0.900,bicubic
-dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
+dla60_res2next,93.170,6.830,98.400,1.600,17.03,224,0.875,bilinear
-mobilevit_s,93.170,6.830,98.440,1.560,5.58,256,0.900,bicubic
+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
-dla60x,93.110,6.890,98.510,1.490,17.35,224,0.875,bilinear
-pit_xs_224,93.110,6.890,98.330,1.670,10.62,224,0.900,bicubic
 tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
-dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear
+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_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
 rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
-selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,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
-legacy_seresnet50,92.960,7.040,98.180,1.820,28.09,224,0.875,bilinear
+cs3darknet_focus_m,92.970,7.030,98.390,1.610,9.30,288,0.950,bicubic
-hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
+legacy_seresnet50,92.970,7.030,98.190,1.810,28.09,224,0.875,bilinear
+hardcorenas_f,92.960,7.040,98.160,1.840,8.20,224,0.875,bilinear
 tf_efficientnet_em,92.930,7.070,98.200,1.800,6.90,240,0.882,bicubic
-adv_inception_v3,92.890,7.110,98.140,1.860,23.83,299,0.875,bicubic
 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_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic
+resmlp_12_distilled_224,92.840,7.160,98.140,1.860,15.35,224,0.875,bicubic
-tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic
 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
+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
+seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic
+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
-gcresnext26ts,92.770,7.230,98.260,1.740,10.48,256,0.900,bicubic
-densenet201,92.750,7.250,98.230,1.770,20.01,224,0.875,bicubic
 resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic
-tv_resnext50_32x4d,92.750,7.250,98.270,1.730,25.03,224,0.875,bilinear
+tv_resnext50_32x4d,92.750,7.250,98.280,1.720,25.03,224,0.875,bilinear
+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
-seresnext26d_32x4d,92.700,7.300,98.150,1.850,16.81,224,0.875,bicubic
 efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic
 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
 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
-poolformer_s12,92.620,7.380,98.200,1.800,11.92,224,0.900,bicubic
+poolformer_s12,92.630,7.370,98.200,1.800,11.92,224,0.900,bicubic
 tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic
 eca_resnext26ts,92.610,7.390,98.260,1.740,10.30,256,0.900,bicubic
-tf_efficientnet_cc_b0_4e,92.600,7.400,98.080,1.920,13.31,224,0.875,bicubic
+tf_efficientnet_cc_b0_4e,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic
-hardcorenas_e,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear
+hardcorenas_e,92.570,7.430,98.100,1.900,8.07,224,0.875,bilinear
-res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
 gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic
+res2net50_48w_2s,92.540,7.460,98.080,1.920,25.29,224,0.875,bilinear
 densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
 xcit_tiny_12_p16_224,92.500,7.500,98.240,1.760,6.72,224,1.000,bicubic
 res2net50_26w_4s,92.490,7.510,98.060,1.940,25.70,224,0.875,bilinear
 tinynet_a,92.440,7.560,98.080,1.920,6.19,192,0.875,bicubic
-mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic
+convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic
-convmixer_1024_20_ks9_p14,92.420,7.580,98.270,1.730,24.38,224,0.960,bicubic
+mixnet_m,92.430,7.570,97.860,2.140,5.01,224,0.875,bicubic
-hardcorenas_d,92.400,7.600,98.070,1.930,7.50,224,0.875,bilinear
 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
-tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic
 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
 ese_vovnet19b_dw,92.280,7.720,98.090,1.910,6.54,224,0.875,bicubic
-selecsls42b,92.280,7.720,98.130,1.870,32.46,224,0.875,bicubic
 mobilenetv3_large_100_miil,92.270,7.730,97.640,2.360,5.48,224,0.875,bilinear
-tf_efficientnet_b0,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic
+tf_efficientnet_b0,92.250,7.750,97.990,2.010,5.29,224,0.875,bicubic
-dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear
 resmlp_12_224,92.210,7.790,98.160,1.840,15.35,224,0.875,bicubic
+dla60,92.210,7.790,98.100,1.900,22.04,224,0.875,bilinear
 tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic
-regnetx_016,92.160,7.840,98.210,1.790,9.19,224,0.875,bicubic
+regnetx_016,92.160,7.840,98.200,1.800,9.19,224,0.875,bicubic
-gernet_s,92.140,7.860,98.190,1.810,8.17,224,0.875,bilinear
+gernet_s,92.140,7.860,98.200,1.800,8.17,224,0.875,bilinear
-xcit_nano_12_p8_224_dist,92.100,7.900,98.160,1.840,3.05,224,1.000,bicubic
+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
-vit_small_patch32_224,92.040,7.960,98.230,1.770,22.88,224,0.900,bicubic
 dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic
-hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear
+vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,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
-levit_128s,91.950,8.050,98.070,1.930,7.78,224,0.900,bicubic
 repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
-densenet169,91.930,8.070,98.100,1.900,14.15,224,0.875,bicubic
+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_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear
+tv_resnet50,91.900,8.100,98.040,1.960,25.56,224,0.875,bilinear
-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
-mobilenetv2_140,91.840,8.160,97.850,2.150,6.11,224,0.875,bicubic
+resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,bicubic
-mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic
 xcit_nano_12_p16_384_dist,91.830,8.170,98.020,1.980,3.05,384,1.000,bicubic
-hardcorenas_b,91.780,8.220,97.780,2.220,5.18,224,0.875,bilinear
+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
-regnety_008,91.720,8.280,98.180,1.820,6.26,224,0.875,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
 densenet121,91.580,8.420,98.030,1.970,7.98,224,0.875,bicubic
-tf_mixnet_s,91.510,8.490,97.620,2.380,4.13,224,0.875,bicubic
+tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic
-repvgg_b0,91.430,8.570,97.990,2.010,15.82,224,0.875,bilinear
+repvgg_b0,91.400,8.600,97.990,2.010,15.82,224,0.875,bilinear
-regnety_006,91.380,8.620,97.710,2.290,6.06,224,0.875,bicubic
+regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic
 hardcorenas_a,91.350,8.650,97.860,2.140,5.26,224,0.875,bilinear
-mobilenetv3_large_100,91.330,8.670,97.710,2.290,5.48,224,0.875,bicubic
+mobilenetv3_large_100,91.330,8.670,97.720,2.280,5.48,224,0.875,bicubic
-semnasnet_100,91.270,8.730,97.560,2.440,3.89,224,0.875,bicubic
+semnasnet_100,91.280,8.720,97.560,2.440,3.89,224,0.875,bicubic
-tf_mobilenetv3_large_100,91.240,8.760,97.660,2.340,5.48,224,0.875,bilinear
+tf_mobilenetv3_large_100,91.220,8.780,97.660,2.340,5.48,224,0.875,bilinear
 mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic
 hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear
 efficientnet_es_pruned,91.180,8.820,97.750,2.250,5.44,224,0.875,bicubic
 resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear
-efficientnet_lite0,91.120,8.880,97.620,2.380,4.65,224,0.875,bicubic
 resnet26,91.120,8.880,97.750,2.250,16.00,224,0.875,bicubic
+efficientnet_lite0,91.110,8.890,97.630,2.370,4.65,224,0.875,bicubic
+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_lite0,91.050,8.950,97.590,2.410,4.65,224,0.875,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
-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,90.930,9.070,97.670,2.330,3.73,188,0.875,bicubic
+gluon_resnet34_v1b,90.960,9.040,97.640,2.360,21.80,224,0.875,bicubic
-legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
+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,90.840,9.160,97.920,2.080,2.32,256,0.900,bicubic
+mobilevit_xs,90.820,9.180,97.920,2.080,2.32,256,0.900,bicubic
-dla34,90.770,9.230,97.660,2.340,15.74,224,0.875,bilinear
+dla34,90.780,9.220,97.660,2.340,15.74,224,0.875,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
+deit_tiny_distilled_patch16_224,90.710,9.290,97.570,2.430,5.91,224,0.900,bicubic
 swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear
-crossvit_9_240,90.650,9.350,97.740,2.260,8.55,240,0.875,bicubic
+convit_tiny,90.640,9.360,97.740,2.260,5.71,224,0.875,bicubic
-convit_tiny,90.650,9.350,97.740,2.260,5.71,224,0.875,bicubic
+crossvit_9_240,90.630,9.370,97.740,2.260,8.55,240,0.875,bicubic
+regnety_004,90.510,9.490,97.540,2.460,4.34,224,0.875,bicubic
 mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
-regnety_004,90.490,9.510,97.540,2.460,4.34,224,0.875,bicubic
+regnetx_006,90.360,9.640,97.430,2.570,6.20,224,0.875,bicubic
-regnetx_006,90.350,9.650,97.440,2.560,6.20,224,0.875,bicubic
+spnasnet_100,90.340,9.660,97.190,2.810,4.42,224,0.875,bilinear
-spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
 crossvit_tiny_240,90.240,9.760,97.590,2.410,7.01,240,0.875,bicubic
-ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,bilinear
+ssl_resnet18,90.210,9.790,97.550,2.450,11.69,224,0.875,bilinear
 vgg16_bn,90.090,9.910,97.370,2.630,138.37,224,0.875,bilinear
 vgg19_bn,90.080,9.920,97.580,2.420,143.68,224,0.875,bilinear
-semnasnet_075,90.070,9.930,97.430,2.570,2.91,224,0.875,bicubic
+semnasnet_075,90.060,9.940,97.430,2.570,2.91,224,0.875,bicubic
 ghostnet_100,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear
-pit_ti_224,89.950,10.050,97.450,2.550,4.85,224,0.900,bicubic
+pit_ti_224,89.950,10.050,97.440,2.560,4.85,224,0.900,bicubic
 tv_resnet34,89.930,10.070,97.340,2.660,21.80,224,0.875,bilinear
 vit_base_patch32_224_sam,89.750,10.250,97.000,3.000,88.22,224,0.900,bicubic
-deit_tiny_patch16_224,89.680,10.320,97.450,2.550,5.72,224,0.900,bicubic
+xcit_nano_12_p16_224_dist,89.690,10.310,97.100,2.900,3.05,224,1.000,bicubic
 tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear
-xcit_nano_12_p16_224_dist,89.680,10.320,97.090,2.910,3.05,224,1.000,bicubic
+deit_tiny_patch16_224,89.660,10.340,97.450,2.550,5.72,224,0.900,bicubic
-skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic
+skresnet18,89.660,10.340,97.240,2.760,11.96,224,0.875,bicubic
 mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic
-resnet18d,89.270,10.730,97.140,2.860,11.71,224,0.875,bicubic
+resnet18d,89.280,10.720,97.140,2.860,11.71,224,0.875,bicubic
 vit_tiny_r_s16_p8_224,89.180,10.820,97.230,2.770,6.34,224,0.900,bicubic
-hrnet_w18_small,89.050,10.950,97.110,2.890,13.19,224,0.875,bilinear
 vgg19,89.040,10.960,96.870,3.130,143.67,224,0.875,bilinear
-tf_mobilenetv3_large_minimal_100,88.960,11.040,96.860,3.140,3.92,224,0.875,bilinear
+resnet14t,89.040,10.960,96.600,3.400,10.08,224,0.950,bilinear
+hrnet_w18_small,89.030,10.970,97.110,2.890,13.19,224,0.875,bilinear
+tf_mobilenetv3_large_minimal_100,88.970,11.030,96.850,3.150,3.92,224,0.875,bilinear
 regnetx_004,88.900,11.100,97.120,2.880,5.16,224,0.875,bicubic
 legacy_seresnet18,88.880,11.120,96.980,3.020,11.78,224,0.875,bicubic
-lcnet_100,88.800,11.200,96.730,3.270,2.95,224,0.875,bicubic
+lcnet_100,88.790,11.210,96.730,3.270,2.95,224,0.875,bicubic
 vgg13_bn,88.760,11.240,96.970,3.030,133.05,224,0.875,bilinear
 xcit_nano_12_p16_224,88.610,11.390,96.790,3.210,3.05,224,1.000,bicubic
 vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear
 gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,bicubic
-tinynet_c,87.770,12.230,96.370,3.630,2.46,184,0.875,bicubic
+edgenext_xx_small,88.350,11.650,96.520,3.480,1.33,256,0.900,bicubic
+mobilevitv2_050,88.230,11.770,96.990,3.010,1.37,256,0.888,bicubic
+tinynet_c,87.780,12.220,96.370,3.630,2.46,184,0.875,bicubic
 vgg11_bn,87.500,12.500,96.820,3.180,132.87,224,0.875,bilinear
 resnet18,87.390,12.610,96.290,3.710,11.69,224,0.875,bilinear
 regnety_002,87.380,12.620,96.590,3.410,3.16,224,0.875,bicubic
 mobilevit_xxs,87.190,12.810,96.100,3.900,1.27,256,0.900,bicubic
-mixer_l16_224,87.150,12.850,93.510,6.490,208.20,224,0.875,bicubic
+mixer_l16_224,87.140,12.860,93.520,6.480,208.20,224,0.875,bicubic
 vgg13,87.050,12.950,96.320,3.680,133.05,224,0.875,bilinear
 vgg11,86.550,13.450,96.280,3.720,132.86,224,0.875,bilinear
-dla60x_c,86.290,13.710,96.160,3.840,1.32,224,0.875,bilinear
+dla60x_c,86.270,13.730,96.170,3.830,1.32,224,0.875,bilinear
-regnetx_002,86.190,13.810,95.980,4.020,2.68,224,0.875,bicubic
+resnet10t,86.210,13.790,95.660,4.340,5.44,224,0.950,bilinear
-lcnet_075,85.990,14.010,95.680,4.320,2.36,224,0.875,bicubic
+regnetx_002,86.200,13.800,95.980,4.020,2.68,224,0.875,bicubic
-mobilenetv3_small_100,85.220,14.780,95.620,4.380,2.54,224,0.875,bicubic
+lcnet_075,85.990,14.010,95.690,4.310,2.36,224,0.875,bicubic
-tf_mobilenetv3_small_100,85.210,14.790,95.770,4.230,2.54,224,0.875,bilinear
+mobilenetv3_small_100,85.220,14.780,95.630,4.370,2.54,224,0.875,bicubic
-tinynet_d,84.750,15.250,95.180,4.820,2.34,152,0.875,bicubic
+tf_mobilenetv3_small_100,85.190,14.810,95.770,4.230,2.54,224,0.875,bilinear
+tinynet_d,84.760,15.240,95.180,4.820,2.34,152,0.875,bicubic
 mnasnet_small,84.440,15.560,95.180,4.820,2.03,224,0.875,bicubic
-dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear
+dla46x_c,84.250,15.750,95.260,4.740,1.07,224,0.875,bilinear
-mobilenetv2_050,83.890,16.110,94.710,5.290,1.97,224,0.875,bicubic
+mobilenetv2_050,83.890,16.110,94.720,5.280,1.97,224,0.875,bicubic
-dla46_c,83.650,16.350,94.920,5.080,1.30,224,0.875,bilinear
+dla46_c,83.640,16.360,94.920,5.080,1.30,224,0.875,bilinear
-tf_mobilenetv3_small_075,83.510,16.490,94.800,5.200,2.04,224,0.875,bilinear
+tf_mobilenetv3_small_075,83.520,16.480,94.800,5.200,2.04,224,0.875,bilinear
-mobilenetv3_small_075,83.040,16.960,94.090,5.910,2.04,224,0.875,bicubic
+mobilenetv3_small_075,83.040,16.960,94.100,5.900,2.04,224,0.875,bicubic
-lcnet_050,81.780,18.220,93.710,6.290,1.88,224,0.875,bicubic
+lcnet_050,81.780,18.220,93.720,6.280,1.88,224,0.875,bicubic
-tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear
+tf_mobilenetv3_small_minimal_100,81.400,18.600,93.680,6.320,2.04,224,0.875,bilinear
 tinynet_e,78.900,21.100,92.560,7.440,2.04,106,0.875,bicubic
 mobilenetv3_small_050,76.990,23.010,91.300,8.700,1.59,224,0.875,bicubic

results/results-imagenet-r-clean.csv

@@ -1,84 +1,100 @@
-model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
+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
-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,97.780,2.220,99.890,0.110,480.31,800,0.960,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
 beit_large_patch16_224,97.480,2.520,99.690,0.310,304.43,224,0.900,bicubic
 convnext_large_384_in22ft1k,97.440,2.560,99.780,0.220,197.77,384,1.000,bicubic
 vit_large_patch16_384,97.420,2.580,99.780,0.220,304.72,384,1.000,bicubic
 beit_base_patch16_384,97.330,2.670,99.720,0.280,86.74,384,1.000,bicubic
+deit3_large_patch16_224_in21ft1k,97.310,2.690,99.680,0.320,304.37,224,1.000,bicubic
 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
+deit3_huge_patch14_224_in21ft1k,97.250,2.750,99.720,0.280,632.13,224,1.000,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
-tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,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
 swin_base_patch4_window12_384,97.120,2.880,99.780,0.220,87.90,384,1.000,bicubic
 tf_efficientnetv2_l_in21ft1k,97.110,2.890,99.710,0.290,118.52,480,1.000,bicubic
-vit_base_patch8_224,97.080,2.920,99.610,0.390,86.58,224,0.900,bicubic
+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
-volo_d3_448,97.020,2.980,99.680,0.320,86.63,448,1.000,bicubic
+swinv2_base_window12to16_192to256_22kft1k,97.060,2.940,99.660,0.340,87.92,256,0.900,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
-ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear
 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
 vit_large_r50_s32_384,96.950,3.050,99.710,0.290,329.09,384,1.000,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
 cait_m48_448,96.880,3.120,99.620,0.380,356.46,448,1.000,bicubic
-resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear
+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_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
-xcit_small_24_p8_384_dist,96.820,3.180,99.630,0.370,47.63,384,1.000,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
-xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic
 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
 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
-tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,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
-xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,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
+xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,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
 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_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,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
 cait_s24_384,96.570,3.430,99.550,0.450,47.06,384,1.000,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
+xcit_small_24_p8_224_dist,96.550,3.450,99.570,0.430,47.63,224,1.000,bicubic
 tf_efficientnetv2_m,96.540,3.460,99.570,0.430,54.14,480,1.000,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
+resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear
 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
 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
-eca_nfnet_l2,96.450,3.550,99.630,0.370,56.72,384,1.000,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
-ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
 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
 volo_d2_224,96.420,3.580,99.500,0.500,58.68,224,0.960,bicubic
-resnetrs420,96.400,3.600,99.540,0.460,191.89,416,1.000,bicubic
+resnetrs420,96.410,3.590,99.540,0.460,191.89,416,1.000,bicubic
 dm_nfnet_f1,96.380,3.620,99.470,0.530,132.63,320,0.910,bicubic
 tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic
+seresnext101d_32x8d,96.360,3.640,99.470,0.530,93.59,288,1.000,bicubic
 tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic
 resmlp_big_24_224_in22ft1k,96.350,3.650,99.520,0.480,129.14,224,0.875,bicubic
-resnetrs200,96.340,3.660,99.550,0.450,93.21,320,1.000,bicubic
 xcit_small_24_p16_384_dist,96.340,3.660,99.580,0.420,47.67,384,1.000,bicubic
+resnetrs200,96.340,3.660,99.550,0.450,93.21,320,1.000,bicubic
 regnetz_040h,96.330,3.670,99.520,0.480,28.94,320,1.000,bicubic
 xcit_small_12_p16_384_dist,96.330,3.670,99.490,0.510,26.25,384,1.000,bicubic
 xcit_large_24_p16_224_dist,96.320,3.680,99.500,0.500,189.10,224,1.000,bicubic
@@ -89,503 +105,561 @@ 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
 xcit_medium_24_p16_224_dist,96.260,3.740,99.410,0.590,84.40,224,1.000,bicubic
-resnetv2_101x3_bitm,96.250,3.750,99.580,0.420,387.93,448,1.000,bilinear
+resnetv2_101x3_bitm,96.250,3.750,99.590,0.410,387.93,448,1.000,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
 swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear
-xcit_tiny_24_p8_384_dist,96.230,3.770,99.440,0.560,12.11,384,1.000,bicubic
+resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,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
-vit_large_r50_s32_224,96.180,3.820,99.530,0.470,328.99,224,0.900,bicubic
+swinv2_base_window16_256,96.170,3.830,99.400,0.600,87.92,256,0.900,bicubic
-crossvit_18_dagger_408,96.140,3.860,99.470,0.530,44.61,408,1.000,bicubic
+convnext_tiny_384_in22ft1k,96.170,3.830,99.480,0.520,28.59,384,1.000,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
 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
-xcit_large_24_p8_224,96.080,3.920,99.150,0.850,188.93,224,1.000,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
 vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
-swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear
 swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,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
 volo_d1_224,96.030,3.970,99.390,0.610,26.63,224,0.960,bicubic
 convnext_large,96.020,3.980,99.470,0.530,197.77,224,0.875,bicubic
-cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic
 regnetz_d8,96.010,3.990,99.520,0.480,23.37,320,1.000,bicubic
-tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,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
-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
-eca_nfnet_l1,95.930,4.070,99.490,0.510,41.41,320,1.000,bicubic
+convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic
+eca_nfnet_l1,95.940,4.060,99.490,0.510,41.41,320,1.000,bicubic
 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
 resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,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
-regnetz_d32,95.860,4.140,99.430,0.570,27.58,320,0.950,bicubic
 regnety_080,95.850,4.150,99.440,0.560,39.18,288,1.000,bicubic
-swin_s3_small_224,95.830,4.170,99.200,0.800,49.74,224,0.900,bicubic
+swin_s3_small_224,95.840,4.160,99.200,0.800,49.74,224,0.900,bicubic
+deit3_small_patch16_224_in21ft1k,95.820,4.180,99.400,0.600,22.06,224,1.000,bicubic
 crossvit_15_dagger_408,95.820,4.180,99.310,0.690,28.50,408,1.000,bicubic
-xcit_small_24_p16_224_dist,95.800,4.200,99.340,0.660,47.67,224,1.000,bicubic
+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,95.740,4.260,99.300,0.700,26.25,224,1.000,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
 regnetv_040,95.730,4.270,99.380,0.620,20.64,288,1.000,bicubic
-swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
+convnext_tiny_in22ft1k,95.730,4.270,99.360,0.640,28.59,224,0.875,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
-dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic
 xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic
-xception65p,95.650,4.350,99.270,0.730,39.82,299,0.940,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
+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_224,95.650,4.350,99.390,0.610,46.92,224,1.000,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
-swsl_resnext50_32x4d,95.600,4.400,99.440,0.560,25.03,224,0.875,bilinear
+deit3_small_patch16_384,95.610,4.390,99.390,0.610,22.21,384,1.000,bicubic
+swsl_resnext50_32x4d,95.610,4.390,99.440,0.560,25.03,224,0.875,bilinear
+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
-resnet152,95.570,4.430,99.270,0.730,60.19,224,0.950,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
-jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic
+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
 efficientnet_b4,95.530,4.470,99.400,0.600,19.34,384,1.000,bicubic
-jx_nest_small,95.530,4.470,99.210,0.790,38.35,224,0.875,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
 tresnet_xl_448,95.510,4.490,99.340,0.660,78.44,448,0.875,bilinear
 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_040,95.480,4.520,99.420,0.580,20.65,288,1.000,bicubic
+regnety_040,95.470,4.530,99.420,0.580,20.65,288,1.000,bicubic
-xcit_tiny_24_p16_384_dist,95.480,4.520,99.360,0.640,12.12,384,1.000,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
 eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,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
-regnetz_c16,95.400,4.600,99.310,0.690,13.46,320,0.940,bicubic
+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
+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
-resnetv2_50x1_bit_distilled,95.390,4.610,99.430,0.570,25.55,224,0.875,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
 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
 resnetv2_101x1_bitm,95.320,4.680,99.370,0.630,44.54,448,1.000,bilinear
-gc_efficientnetv2_rw_t,95.280,4.720,99.220,0.780,13.68,288,1.000,bicubic
+vit_relpos_medium_patch16_cls_224,95.300,4.700,99.090,0.910,38.76,224,0.900,bicubic
+gc_efficientnetv2_rw_t,95.290,4.710,99.220,0.780,13.68,288,1.000,bicubic
+cs3darknet_x,95.270,4.730,99.280,0.720,35.05,288,1.000,bicubic
 resnetrs101,95.250,4.750,99.210,0.790,63.62,288,0.940,bicubic
+vit_relpos_base_patch16_clsgap_224,95.250,4.750,99.200,0.800,86.43,224,0.900,bicubic
+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_384,95.230,4.770,99.330,0.670,17.37,384,1.000,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
-crossvit_18_dagger_240,95.190,4.810,99.120,0.880,44.27,240,0.875,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
-ssl_resnext101_32x4d,95.160,4.840,99.310,0.690,44.18,224,0.875,bilinear
 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
 efficientnet_b3,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic
-vit_small_r26_s32_224,95.130,4.870,99.220,0.780,36.43,224,0.900,bicubic
-xcit_medium_24_p16_224,95.130,4.870,98.920,1.080,84.40,224,1.000,bicubic
-poolformer_m48,95.130,4.870,99.120,0.880,73.47,224,0.950,bicubic
 fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear
-tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
+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
+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
-resnet61q,95.110,4.890,99.080,0.920,36.85,288,1.000,bicubic
+tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
-convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,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
-xcit_small_24_p16_224,95.080,4.920,99.060,0.940,47.67,224,1.000,bicubic
+xcit_small_24_p16_224,95.080,4.920,99.070,0.930,47.67,224,1.000,bicubic
-ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,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
+ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic
 crossvit_base_240,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic
-crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,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
-halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,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
 crossvit_15_dagger_240,94.980,5.020,99.160,0.840,28.21,240,0.875,bicubic
-convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,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
 convnext_tiny,94.960,5.040,99.200,0.800,28.59,224,0.875,bicubic
-resnet101,94.960,5.040,99.080,0.920,44.55,224,0.950,bicubic
-visformer_small,94.960,5.040,99.210,0.790,40.22,224,0.900,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
-cait_xxs24_384,94.940,5.060,99.130,0.870,12.03,384,1.000,bicubic
+jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic
-resnetv2_101,94.930,5.070,99.130,0.870,44.54,224,0.950,bicubic
 gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear
-convit_small,94.920,5.080,99.100,0.900,27.78,224,0.875,bicubic
+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
+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
-swin_s3_tiny_224,94.910,5.090,99.160,0.840,28.33,224,0.900,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
 xcit_tiny_24_p8_224,94.890,5.110,99.190,0.810,12.11,224,1.000,bicubic
-mixer_b16_224_miil,94.880,5.120,99.080,0.920,59.88,224,0.875,bilinear
+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
+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
-seresnext50_32x4d,94.800,5.200,99.130,0.870,27.56,224,0.875,bicubic
+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
-lamhalobotnet50ts_256,94.780,5.220,98.980,1.020,22.57,256,0.950,bicubic
+mobilevitv2_175_in22ft1k,94.780,5.220,99.100,0.900,14.25,256,0.888,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
-twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,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
-xcit_tiny_12_p8_224_dist,94.730,5.270,99.180,0.820,6.71,224,1.000,bicubic
 legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear
+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
-crossvit_15_240,94.710,5.290,99.070,0.930,27.53,240,0.875,bicubic
+xcit_tiny_12_p8_224_dist,94.720,5.280,99.180,0.820,6.71,224,1.000,bicubic
-gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic
-halonet50ts,94.710,5.290,98.820,1.180,22.73,256,0.940,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
+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
-gluon_seresnext101_64x4d,94.660,5.340,98.980,1.020,88.23,224,0.875,bicubic
-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
-tresnet_m_448,94.650,5.350,99.150,0.850,31.39,448,0.875,bilinear
+tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear
-resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
+rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic
-swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic
+gluon_seresnext101_64x4d,94.660,5.340,98.980,1.020,88.23,224,0.875,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
-deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,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
 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
-pit_s_224,94.590,5.410,98.920,1.080,23.46,224,0.900,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
-tnt_s_patch16_224,94.580,5.420,99.180,0.820,23.76,224,0.900,bicubic
+resnext50_32x4d,94.580,5.420,98.800,1.200,25.03,224,0.950,bicubic
-resnext50_32x4d,94.570,5.430,98.800,1.200,25.03,224,0.950,bicubic
+pit_s_224,94.580,5.420,98.930,1.070,23.46,224,0.900,bicubic
+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
+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
-haloregnetz_b,94.520,5.480,98.970,1.030,11.68,224,0.940,bicubic
 regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic
-sehalonet33ts,94.520,5.480,98.750,1.250,13.69,256,0.940,bicubic
+haloregnetz_b,94.520,5.480,98.960,1.040,11.68,224,0.940,bicubic
+mobilevitv2_200,94.510,5.490,98.970,1.030,18.45,256,0.888,bicubic
 repvgg_b3g4,94.500,5.500,99.020,0.980,83.83,224,0.875,bilinear
-ecaresnet101d_pruned,94.450,5.550,99.100,0.900,24.88,224,0.875,bicubic
+ecaresnet101d_pruned,94.460,5.540,99.090,0.910,24.88,224,0.875,bicubic
 gluon_seresnext101_32x4d,94.450,5.550,99.090,0.910,48.96,224,0.875,bicubic
 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
-levit_256,94.400,5.600,99.060,0.940,18.89,224,0.900,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
 vit_base_patch32_224,94.390,5.610,99.060,0.940,88.22,224,0.900,bicubic
-resnest50d_1s4x24d,94.380,5.620,99.070,0.930,25.68,224,0.875,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
-tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,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
+darknet53,94.360,5.640,99.050,0.950,41.61,288,1.000,bicubic
 gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic
-inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,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
-ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear
+ssl_resnet50,94.320,5.680,99.150,0.850,25.56,224,0.875,bilinear
-sebotnet33ts_256,94.310,5.690,98.590,1.410,13.70,256,0.940,bicubic
+sebotnet33ts_256,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic
-resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,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
-rexnet_150,94.260,5.740,99.080,0.920,9.73,224,0.875,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
-regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,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
-tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic
+regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,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
 resnet50_gn,94.180,5.820,98.920,1.080,25.56,224,0.940,bicubic
-gluon_resnet101_v1d,94.170,5.830,98.940,1.060,44.57,224,0.875,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
+gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic
 ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
-ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic
-tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear
-gluon_resnext101_32x4d,94.120,5.880,98.940,1.060,44.18,224,0.875,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
+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,94.090,5.910,99.020,0.980,10.59,300,0.904,bicubic
+efficientnet_el_pruned,94.090,5.910,99.010,0.990,10.59,300,0.904,bicubic
 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
-tf_efficientnetv2_b2,94.070,5.930,98.930,1.070,10.10,260,0.890,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_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear
+hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
 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_120,94.010,5.990,99.040,0.960,51.82,224,0.875,bicubic
+regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic
 dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear
-deit_small_patch16_224,93.980,6.020,98.960,1.040,22.05,224,0.900,bicubic
+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,93.950,6.050,98.920,1.080,16.01,320,0.950,bicubic
+ecaresnet26t,93.960,6.040,98.920,1.080,16.01,320,0.950,bicubic
 skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic
-cait_xxs36_224,93.930,6.070,98.880,1.120,17.30,224,1.000,bicubic
+cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic
-dpn98,93.920,6.080,98.920,1.080,61.57,224,0.875,bicubic
+dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
-resnet50,93.920,6.080,98.470,1.530,25.56,224,0.950,bicubic
+resnet50,93.930,6.070,98.470,1.530,25.56,224,0.950,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
-vit_base_patch16_224_sam,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
+xception71,93.880,6.120,98.950,1.050,42.34,299,0.903,bicubic
-xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic
+nf_regnet_b1,93.880,6.120,98.750,1.250,10.22,288,0.900,bicubic
-nf_regnet_b1,93.880,6.120,98.740,1.260,10.22,288,0.900,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
-fbnetv3_d,93.840,6.160,98.910,1.090,10.31,256,0.950,bilinear
+fbnetv3_d,93.850,6.150,98.910,1.090,10.31,256,0.950,bilinear
-hrnet_w64,93.840,6.160,98.930,1.070,128.06,224,0.875,bilinear
 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
-gcresnet33ts,93.820,6.180,98.910,1.090,19.88,256,0.900,bicubic
+repvgg_b2g4,93.820,6.180,98.930,1.070,61.76,224,0.875,bilinear
-repvgg_b2g4,93.810,6.190,98.930,1.070,61.76,224,0.875,bilinear
-resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic
 efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
-dla169,93.800,6.200,98.830,1.170,53.39,224,0.875,bilinear
+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
-cspresnext50,93.780,6.220,98.840,1.160,20.57,224,0.875,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
 efficientnet_em,93.740,6.260,98.930,1.070,6.90,240,0.882,bicubic
-tf_efficientnet_b0_ns,93.740,6.260,98.980,1.020,5.29,224,0.875,bicubic
+levit_192,93.720,6.280,98.790,1.210,10.95,224,0.900,bicubic
-wide_resnet101_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear
+wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear
-hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
-levit_192,93.710,6.290,98.800,1.200,10.95,224,0.900,bicubic
-resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
 tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
 tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic
-gluon_resnet101_v1c,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic
+resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
-rexnet_130,93.680,6.320,98.710,1.290,7.56,224,0.875,bicubic
+hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
+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
 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,93.640,6.360,98.910,1.090,8.60,256,0.950,bilinear
-resnet33ts,93.630,6.370,98.760,1.240,19.68,256,0.900,bicubic
 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
 hrnet_w44,93.610,6.390,98.960,1.040,67.06,224,0.875,bilinear
-halonet26t,93.600,6.400,98.640,1.360,12.48,256,0.950,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
-dla60_res2next,93.570,6.430,98.790,1.210,17.03,224,0.875,bilinear
-resnet32ts,93.570,6.430,98.750,1.250,17.96,256,0.900,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
+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
-res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear
+dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear
-coat_tiny,93.520,6.480,98.690,1.310,5.50,224,0.900,bicubic
-dla102x,93.520,6.480,98.850,1.150,26.31,224,0.875,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
-cait_xxs24_224,93.490,6.510,98.780,1.220,11.96,224,1.000,bicubic
+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
-vit_tiny_patch16_384,93.450,6.550,98.830,1.170,5.79,384,1.000,bicubic
+res2net50_26w_8s,93.440,6.560,98.690,1.310,48.40,224,0.875,bilinear
-legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear
 resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic
-botnet26t_256,93.430,6.570,98.660,1.340,12.49,256,0.950,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
 lambda_resnet26rpt_256,93.430,6.570,98.880,1.120,10.99,256,0.940,bicubic
-legacy_seresnext50_32x4d,93.430,6.570,98.800,1.200,27.56,224,0.875,bilinear
+legacy_seresnet152,93.430,6.570,98.850,1.150,66.82,224,0.875,bilinear
-res2net50_26w_8s,93.420,6.580,98.690,1.310,48.40,224,0.875,bilinear
+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
-hrnet_w30,93.390,6.610,98.830,1.170,37.71,224,0.875,bilinear
+hrnet_w30,93.380,6.620,98.830,1.170,37.71,224,0.875,bilinear
-dla60_res2net,93.380,6.620,98.860,1.140,20.85,224,0.875,bilinear
+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
-legacy_seresnet101,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear
+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
 dla102,93.260,6.740,98.770,1.230,33.27,224,0.875,bilinear
-xcit_nano_12_p8_384_dist,93.260,6.740,98.850,1.150,3.05,384,1.000,bicubic
+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
 regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,bicubic
 resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear
-tv_resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear
+pit_xs_distilled_224,93.240,6.760,98.830,1.170,11.00,224,0.900,bicubic
-pit_xs_distilled_224,93.240,6.760,98.820,1.180,11.00,224,0.900,bicubic
 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
-mobilevit_s,93.160,6.840,98.780,1.220,5.58,256,0.900,bicubic
+vit_relpos_base_patch32_plus_rpn_256,93.160,6.840,98.320,1.680,119.42,256,0.900,bicubic
-res2next50,93.140,6.860,98.650,1.350,24.67,224,0.875,bilinear
+mobilevit_s,93.160,6.840,98.770,1.230,5.58,256,0.900,bicubic
-bat_resnext26ts,93.110,6.890,98.730,1.270,10.73,256,0.900,bicubic
+res2next50,93.160,6.840,98.650,1.350,24.67,224,0.875,bilinear
-tf_efficientnetv2_b0,93.060,6.940,98.700,1.300,7.14,224,0.875,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
-levit_128,93.040,6.960,98.680,1.320,9.21,224,0.900,bicubic
+res2net50_14w_8s,93.040,6.960,98.700,1.300,25.06,224,0.875,bilinear
-efficientnet_b1,93.030,6.970,98.710,1.290,7.79,256,1.000,bicubic
 repvgg_b1g4,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear
-res2net50_14w_8s,93.030,6.970,98.700,1.300,25.06,224,0.875,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
 regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic
-selecsls60,93.000,7.000,98.830,1.170,30.67,224,0.875,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
 hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
-hardcorenas_e,92.940,7.060,98.570,1.430,8.07,224,0.875,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
-gluon_resnet50_v1c,92.920,7.080,98.700,1.300,25.58,224,0.875,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
+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
-densenet161,92.890,7.110,98.810,1.190,28.68,224,0.875,bicubic
 tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear
 resmlp_12_distilled_224,92.870,7.130,98.620,1.380,15.35,224,0.875,bicubic
-tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic
+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_100,92.840,7.160,98.620,1.380,4.80,224,0.875,bicubic
+rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic
-tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,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,92.810,7.190,98.560,1.440,16.81,224,0.875,bicubic
+tinynet_a,92.810,7.190,98.560,1.440,6.19,192,0.875,bicubic
-tinynet_a,92.790,7.210,98.560,1.440,6.19,192,0.875,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
-hrnet_w18,92.750,7.250,98.660,1.340,21.30,224,0.875,bilinear
+densenet201,92.700,7.300,98.650,1.350,20.01,224,0.875,bicubic
-densenet201,92.690,7.310,98.650,1.350,20.01,224,0.875,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
-dla60,92.670,7.330,98.630,1.370,22.04,224,0.875,bilinear
 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
-resnet34d,92.640,7.360,98.420,1.580,21.82,224,0.875,bicubic
+dla60,92.660,7.340,98.630,1.370,22.04,224,0.875,bilinear
+resnet34d,92.650,7.350,98.420,1.580,21.82,224,0.875,bicubic
+tf_efficientnet_b0_ap,92.620,7.380,98.370,1.630,5.29,224,0.875,bicubic
 mobilenetv2_120d,92.610,7.390,98.500,1.500,5.83,224,0.875,bicubic
-tf_efficientnet_b0_ap,92.610,7.390,98.370,1.630,5.29,224,0.875,bicubic
+tf_efficientnet_lite2,92.600,7.400,98.550,1.450,6.09,260,0.890,bicubic
 hardcorenas_d,92.600,7.400,98.430,1.570,7.50,224,0.875,bilinear
-legacy_seresnext26_32x4d,92.580,7.420,98.410,1.590,16.79,224,0.875,bicubic
+legacy_seresnext26_32x4d,92.590,7.410,98.410,1.590,16.79,224,0.875,bicubic
-tf_efficientnet_lite2,92.580,7.420,98.550,1.450,6.09,260,0.890,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_016,92.540,7.460,98.550,1.450,9.19,224,0.875,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
-gcresnext26ts,92.470,7.530,98.490,1.510,10.48,256,0.900,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
 gernet_s,92.440,7.560,98.500,1.500,8.17,224,0.875,bilinear
 seresnext26d_32x4d,92.430,7.570,98.540,1.460,16.81,224,0.875,bicubic
-xcit_nano_12_p8_224_dist,92.430,7.570,98.520,1.480,3.05,224,1.000,bicubic
+xcit_nano_12_p8_224_dist,92.420,7.580,98.520,1.480,3.05,224,1.000,bicubic
 eca_resnext26ts,92.410,7.590,98.620,1.380,10.30,256,0.900,bicubic
+densenetblur121d,92.410,7.590,98.420,1.580,8.00,224,0.875,bicubic
 tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
-densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic
+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
-hardcorenas_c,92.330,7.670,98.340,1.660,5.52,224,0.875,bilinear
 tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic
-densenet169,92.280,7.720,98.590,1.410,14.15,224,0.875,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
-dpn68,92.260,7.740,98.610,1.390,12.61,224,0.875,bicubic
+resnet26d,92.260,7.740,98.450,1.550,16.01,224,0.875,bicubic
-mobilenetv3_large_100_miil,92.250,7.750,98.250,1.750,5.48,224,0.875,bilinear
+dpn68,92.250,7.750,98.610,1.390,12.61,224,0.875,bicubic
-resnet26d,92.250,7.750,98.450,1.550,16.01,224,0.875,bicubic
 resnext26ts,92.220,7.780,98.250,1.750,10.30,256,0.900,bicubic
-tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic
+tf_mixnet_m,92.210,7.790,98.420,1.580,5.01,224,0.875,bicubic
-vit_small_patch32_224,92.150,7.850,98.510,1.490,22.88,224,0.900,bicubic
+vit_small_patch32_224,92.160,7.840,98.510,1.490,22.88,224,0.900,bicubic
-tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear
+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
 resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic
-tf_efficientnet_es,92.110,7.890,98.430,1.570,5.44,224,0.875,bicubic
-xcit_nano_12_p16_384_dist,92.110,7.890,98.520,1.480,3.05,384,1.000,bicubic
 mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic
-ese_vovnet19b_dw,92.010,7.990,98.510,1.490,6.54,224,0.875,bicubic
+ese_vovnet19b_dw,92.000,8.000,98.510,1.490,6.54,224,0.875,bicubic
-hardcorenas_b,91.940,8.060,98.400,1.600,5.18,224,0.875,bilinear
+mobilevitv2_075,91.970,8.030,98.300,1.700,2.87,256,0.888,bicubic
 densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic
-regnety_008,91.910,8.090,98.420,1.580,6.26,224,0.875,bicubic
+hardcorenas_b,91.930,8.070,98.400,1.600,5.18,224,0.875,bilinear
 vit_tiny_patch16_224,91.910,8.090,98.340,1.660,5.72,224,0.900,bicubic
-mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic
+regnety_008,91.900,8.100,98.420,1.580,6.26,224,0.875,bicubic
+mixnet_s,91.770,8.230,98.300,1.700,4.13,224,0.875,bicubic
 vit_tiny_r_s16_p8_384,91.730,8.270,98.430,1.570,6.36,384,1.000,bicubic
-efficientnet_es_pruned,91.700,8.300,98.410,1.590,5.44,224,0.875,bicubic
+efficientnet_es_pruned,91.710,8.290,98.410,1.590,5.44,224,0.875,bicubic
+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
-tf_mixnet_s,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic
 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
-regnety_006,91.560,8.440,98.430,1.570,6.06,224,0.875,bicubic
+mobilenetv3_rw,91.550,8.450,98.280,1.720,5.48,224,0.875,bicubic
-mobilenetv3_rw,91.540,8.460,98.270,1.730,5.48,224,0.875,bicubic
+regnety_006,91.550,8.450,98.430,1.570,6.06,224,0.875,bicubic
 levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic
-legacy_seresnet34,91.480,8.520,98.200,1.800,21.96,224,0.875,bilinear
+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
 resnet26,91.440,8.560,98.260,1.740,16.00,224,0.875,bicubic
 tf_mobilenetv3_large_100,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear
-tv_densenet121,91.410,8.590,98.250,1.750,7.98,224,0.875,bicubic
+tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic
-mobilenetv2_110d,91.340,8.660,98.180,1.820,4.52,224,0.875,bicubic
+edgenext_x_small,91.400,8.600,98.160,1.840,2.34,256,0.900,bicubic
+mobilenetv2_110d,91.330,8.670,98.190,1.810,4.52,224,0.875,bicubic
 tf_efficientnet_lite0,91.300,8.700,98.090,1.910,4.65,224,0.875,bicubic
-fbnetc_100,91.260,8.740,97.830,2.170,5.57,224,0.875,bilinear
 efficientnet_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,bicubic
-dla34,91.230,8.770,98.180,1.820,15.74,224,0.875,bilinear
+fbnetc_100,91.250,8.750,97.850,2.150,5.57,224,0.875,bilinear
-mnasnet_100,91.200,8.800,98.050,1.950,4.38,224,0.875,bicubic
+dla34,91.230,8.770,98.170,1.830,15.74,224,0.875,bilinear
+mnasnet_100,91.210,8.790,98.050,1.950,4.38,224,0.875,bicubic
 resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear
-mobilevit_xs,91.180,8.820,98.220,1.780,2.32,256,0.900,bicubic
+mobilevit_xs,91.200,8.800,98.220,1.780,2.32,256,0.900,bicubic
-hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear
+hrnet_w18_small_v2,91.170,8.830,98.330,1.670,15.60,224,0.875,bilinear
 regnetx_008,91.160,8.840,98.380,1.620,7.26,224,0.875,bicubic
-xcit_nano_12_p8_224,91.140,8.860,98.230,1.770,3.05,224,1.000,bicubic
+mixer_b16_224,91.150,8.850,97.400,2.600,59.88,224,0.875,bicubic
-mixer_b16_224,91.140,8.860,97.400,2.600,59.88,224,0.875,bicubic
+tinynet_b,91.140,8.860,98.060,1.940,3.73,188,0.875,bicubic
 resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear
-tinynet_b,91.130,8.870,98.070,1.930,3.73,188,0.875,bicubic
+xcit_nano_12_p8_224,91.130,8.870,98.230,1.770,3.05,224,1.000,bicubic
-deit_tiny_distilled_patch16_224,91.110,8.890,98.270,1.730,5.91,224,0.900,bicubic
 gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic
-swsl_resnet18,91.080,8.920,98.210,1.790,11.69,224,0.875,bilinear
+deit_tiny_distilled_patch16_224,91.080,8.920,98.270,1.730,5.91,224,0.900,bicubic
+swsl_resnet18,91.070,8.930,98.210,1.790,11.69,224,0.875,bilinear
 crossvit_9_240,91.050,8.950,98.310,1.690,8.55,240,0.875,bicubic
 vgg19_bn,90.990,9.010,98.110,1.890,143.68,224,0.875,bilinear
 pit_ti_distilled_224,90.900,9.100,98.220,1.780,5.10,224,0.900,bicubic
 regnetx_006,90.770,9.230,98.100,1.900,6.20,224,0.875,bicubic
 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_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear
+spnasnet_100,90.600,9.400,97.960,2.040,4.42,224,0.875,bilinear
-convit_tiny,90.550,9.450,98.210,1.790,5.71,224,0.875,bicubic
+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
+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
-pit_ti_224,90.430,9.570,98.000,2.000,4.85,224,0.900,bicubic
+tf_mobilenetv3_large_075,90.330,9.670,97.880,2.120,3.99,224,0.875,bilinear
-tf_mobilenetv3_large_075,90.320,9.680,97.870,2.130,3.99,224,0.875,bilinear
 tv_resnet34,90.290,9.710,97.980,2.020,21.80,224,0.875,bilinear
 semnasnet_075,90.210,9.790,97.970,2.030,2.91,224,0.875,bicubic
 skresnet18,90.170,9.830,97.780,2.220,11.96,224,0.875,bicubic
-xcit_nano_12_p16_224_dist,90.160,9.840,97.760,2.240,3.05,224,1.000,bicubic
+xcit_nano_12_p16_224_dist,90.170,9.830,97.750,2.250,3.05,224,1.000,bicubic
-resnet18d,89.990,10.010,97.830,2.170,11.71,224,0.875,bicubic
+resnet18d,89.980,10.020,97.830,2.170,11.71,224,0.875,bicubic
-hrnet_w18_small,89.880,10.120,97.890,2.110,13.19,224,0.875,bilinear
+hrnet_w18_small,89.870,10.130,97.890,2.110,13.19,224,0.875,bilinear
 vit_base_patch32_224_sam,89.860,10.140,97.600,2.400,88.22,224,0.900,bicubic
-mobilenetv2_100,89.830,10.170,97.830,2.170,3.50,224,0.875,bicubic
+mobilenetv2_100,89.820,10.180,97.830,2.170,3.50,224,0.875,bicubic
 vgg19,89.680,10.320,97.550,2.450,143.67,224,0.875,bilinear
 deit_tiny_patch16_224,89.620,10.380,97.960,2.040,5.72,224,0.900,bicubic
 regnetx_004,89.470,10.530,97.770,2.230,5.16,224,0.875,bicubic
 vgg16,89.360,10.640,97.520,2.480,138.36,224,0.875,bilinear
-vit_tiny_r_s16_p8_224,89.340,10.660,97.700,2.300,6.34,224,0.900,bicubic
+vit_tiny_r_s16_p8_224,89.350,10.650,97.700,2.300,6.34,224,0.900,bicubic
-legacy_seresnet18,89.260,10.740,97.680,2.320,11.78,224,0.875,bicubic
+legacy_seresnet18,89.260,10.740,97.690,2.310,11.78,224,0.875,bicubic
-vgg13_bn,89.200,10.800,97.520,2.480,133.05,224,0.875,bilinear
+edgenext_xx_small,89.230,10.770,97.260,2.740,1.33,256,0.900,bicubic
-tf_mobilenetv3_large_minimal_100,89.170,10.830,97.320,2.680,3.92,224,0.875,bilinear
+vgg13_bn,89.210,10.790,97.520,2.480,133.05,224,0.875,bilinear
-lcnet_100,88.960,11.040,97.380,2.620,2.95,224,0.875,bicubic
+tf_mobilenetv3_large_minimal_100,89.180,10.820,97.320,2.680,3.92,224,0.875,bilinear
-xcit_nano_12_p16_224,88.950,11.050,97.390,2.610,3.05,224,1.000,bicubic
+resnet14t,89.110,10.890,97.370,2.630,10.08,224,0.950,bilinear
+mobilevitv2_050,89.050,10.950,97.590,2.410,1.37,256,0.888,bicubic
+lcnet_100,88.970,11.030,97.380,2.620,2.95,224,0.875,bicubic
+xcit_nano_12_p16_224,88.960,11.040,97.400,2.600,3.05,224,1.000,bicubic
 gluon_resnet18_v1b,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic
-tinynet_c,88.420,11.580,97.260,2.740,2.46,184,0.875,bicubic
+tinynet_c,88.420,11.580,97.270,2.730,2.46,184,0.875,bicubic
 vgg11_bn,88.390,11.610,97.270,2.730,132.87,224,0.875,bilinear
-regnety_002,88.190,11.810,97.420,2.580,3.16,224,0.875,bicubic
+regnety_002,88.190,11.810,97.440,2.560,3.16,224,0.875,bicubic
 resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear
 mobilevit_xxs,87.950,12.050,97.180,2.820,1.27,256,0.900,bicubic
 vgg13,87.570,12.430,97.120,2.880,133.05,224,0.875,bilinear
 regnetx_002,87.380,12.620,96.990,3.010,2.68,224,0.875,bicubic
 vgg11,87.340,12.660,97.110,2.890,132.86,224,0.875,bilinear
-dla60x_c,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear
+dla60x_c,87.130,12.870,97.140,2.860,1.32,224,0.875,bilinear
-mixer_l16_224,86.970,13.030,94.040,5.960,208.20,224,0.875,bicubic
+mixer_l16_224,86.970,13.030,94.050,5.950,208.20,224,0.875,bicubic
 lcnet_075,86.940,13.060,96.530,3.470,2.36,224,0.875,bicubic
-mobilenetv3_small_100,86.170,13.830,96.460,3.540,2.54,224,0.875,bicubic
+resnet10t,86.730,13.270,96.670,3.330,5.44,224,0.950,bilinear
-tf_mobilenetv3_small_100,85.970,14.030,96.410,3.590,2.54,224,0.875,bilinear
+mobilenetv3_small_100,86.180,13.820,96.460,3.540,2.54,224,0.875,bicubic
+tf_mobilenetv3_small_100,85.970,14.030,96.400,3.600,2.54,224,0.875,bilinear
 mnasnet_small,85.510,14.490,95.980,4.020,2.03,224,0.875,bicubic
-dla46x_c,85.480,14.520,96.440,3.560,1.07,224,0.875,bilinear
+dla46x_c,85.460,14.540,96.450,3.550,1.07,224,0.875,bilinear
-tinynet_d,85.430,14.570,96.020,3.980,2.34,152,0.875,bicubic
+tinynet_d,85.420,14.580,96.020,3.980,2.34,152,0.875,bicubic
-mobilenetv2_050,84.990,15.010,95.620,4.380,1.97,224,0.875,bicubic
+mobilenetv2_050,85.010,14.990,95.620,4.380,1.97,224,0.875,bicubic
-dla46_c,84.670,15.330,96.200,3.800,1.30,224,0.875,bilinear
+dla46_c,84.660,15.340,96.210,3.790,1.30,224,0.875,bilinear
-tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear
+tf_mobilenetv3_small_075,84.520,15.480,95.890,4.110,2.04,224,0.875,bilinear
 mobilenetv3_small_075,84.120,15.880,95.500,4.500,2.04,224,0.875,bicubic
-lcnet_050,83.000,17.000,95.020,4.980,1.88,224,0.875,bicubic
+lcnet_050,83.010,16.990,95.010,4.990,1.88,224,0.875,bicubic
-tf_mobilenetv3_small_minimal_100,82.680,17.320,95.010,4.990,2.04,224,0.875,bilinear
+tf_mobilenetv3_small_minimal_100,82.690,17.310,95.000,5.000,2.04,224,0.875,bilinear
 tinynet_e,79.800,20.200,93.980,6.020,2.04,106,0.875,bicubic
 mobilenetv3_small_050,78.100,21.900,93.010,6.990,1.59,224,0.875,bicubic