Update results.csv files with cait, mlp-mixer, resnetrs, miil imagenet21k...

Update results.csv files with cait, mlp-mixer, resnetrs, miil imagenet21k pretrained, and my latest efficientnet v2s/b4 weights.

results/results-imagenet-a-clean.csv

@@ -12,44 +12,58 @@ dm_nfnet_f5,97.600,2.400,99.550,0.450,377.21,544,0.954,bicubic
 dm_nfnet_f4,97.570,2.430,99.520,0.480,316.07,512,0.951,bicubic
 tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic
 resnetv2_152x4_bitm,97.490,2.510,99.600,0.400,936.53,480,1.000,bilinear
+cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic
+cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic
 dm_nfnet_f3,97.360,2.640,99.580,0.420,254.92,416,0.940,bicubic
 ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear
+cait_s36_384,97.330,2.670,99.530,0.470,68.37,384,1.000,bicubic
 swin_base_patch4_window7_224,97.250,2.750,99.530,0.470,87.77,224,0.900,bicubic
 swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
 tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic
 tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic
 vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic
 resnetv2_152x2_bitm,97.150,2.850,99.590,0.410,236.34,480,1.000,bilinear
-vit_large_patch16_384,97.110,2.890,99.640,0.360,304.72,384,1.000,bicubic
 tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
-tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
+vit_large_patch16_384,97.110,2.890,99.640,0.360,304.72,384,1.000,bicubic
 ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic
+tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
+cait_s24_384,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic
 resnetv2_101x3_bitm,97.050,2.950,99.520,0.480,387.93,480,1.000,bilinear
 tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic
 dm_nfnet_f2,96.960,3.040,99.450,0.550,193.78,352,0.920,bicubic
 vit_deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic
 tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic
 dm_nfnet_f1,96.920,3.080,99.390,0.610,132.63,320,0.910,bicubic
+resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic
 ig_resnext101_32x16d,96.820,3.180,99.590,0.410,194.03,224,0.875,bilinear
-seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
 resnetv2_50x3_bitm,96.770,3.230,99.430,0.570,217.32,480,1.000,bilinear
+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
 resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic
 eca_nfnet_l1,96.700,3.300,99.270,0.730,41.41,320,1.000,bicubic
 vit_base_patch16_384,96.700,3.300,99.510,0.490,86.86,384,1.000,bicubic
-pit_b_distilled_224,96.680,3.320,99.350,0.650,74.79,224,0.900,bicubic
+resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic
 tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
+pit_b_distilled_224,96.680,3.320,99.350,0.650,74.79,224,0.900,bicubic
 tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
 resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
 swsl_resnext101_32x16d,96.600,3.400,99.520,0.480,194.03,224,0.875,bilinear
+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
+efficientnet_v2s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic
+resnetrs200,96.530,3.470,99.350,0.650,93.21,320,1.000,bicubic
 resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
+vit_base_patch16_224_miil,96.460,3.540,99.300,0.700,86.54,224,0.875,bilinear
 swsl_resnext101_32x4d,96.420,3.580,99.470,0.530,44.18,224,0.875,bilinear
 tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,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_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
 ig_resnext101_32x8d,96.320,3.680,99.430,0.570,88.79,224,0.875,bilinear
 resnet101d,96.290,3.710,99.230,0.770,44.57,320,1.000,bicubic
 tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic
+efficientnet_b4,96.150,3.850,99.200,0.800,19.34,384,1.000,bicubic
 vit_deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
 dm_nfnet_f0,96.140,3.860,99.240,0.760,71.49,256,0.900,bicubic
 vit_deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic
@@ -62,28 +76,30 @@ eca_nfnet_l0,95.930,4.070,99.210,0.790,24.14,288,1.000,bicubic
 swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic
 tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic
 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
 resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
+tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear
+cait_xxs36_384,95.850,4.150,99.090,0.910,17.37,384,1.000,bicubic
 vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
 vit_base_patch32_384,95.810,4.190,99.150,0.850,88.30,384,1.000,bicubic
 ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear
 tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic
-efficientnet_b3a,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic
+tresnet_m,95.720,4.280,99.030,0.970,31.39,224,0.875,bilinear
+efficientnet_b3,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic
 pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic
 nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
 pit_b_224,95.640,4.360,98.660,1.340,73.76,224,0.900,bicubic
-efficientnet_b3,95.580,4.420,99.100,0.900,12.23,300,0.904,bicubic
-efficientnet_v2s,95.540,4.460,98.960,1.040,23.94,224,1.000,bicubic
 ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic
 ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic
 ssl_resnext101_32x8d,95.470,4.530,99.110,0.890,88.79,224,0.875,bilinear
 ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
 tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear
 vit_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
 swsl_resnet50,95.410,4.590,99.290,0.710,25.56,224,0.875,bilinear
 vit_base_patch16_224,95.330,4.670,99.000,1.000,86.57,224,0.900,bicubic
 tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
 tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear
+cait_xxs24_384,95.260,4.740,98.960,1.040,12.03,384,1.000,bicubic
 pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
 tf_efficientnet_b1_ns,95.170,4.830,99.110,0.890,7.79,240,0.882,bicubic
 swin_tiny_patch4_window7_224,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic
@@ -93,9 +109,9 @@ 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
 legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear
 resnetv2_50x1_bitm,95.050,4.950,99.160,0.840,25.55,480,1.000,bilinear
+gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic
 seresnext50_32x4d,95.040,4.960,98.880,1.120,27.56,224,0.875,bicubic
 tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic
-gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic
 tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic
 tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
 resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic
@@ -111,20 +127,18 @@ resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,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
 vit_deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic
-efficientnet_b2,94.700,5.300,98.670,1.330,9.11,260,0.875,bicubic
 gluon_resnext101_64x4d,94.670,5.330,98.650,1.350,83.46,224,0.875,bicubic
 cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear
 ecaresnet50d,94.630,5.370,98.890,1.110,25.58,224,0.875,bicubic
 efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic
-tresnet_m,94.620,5.380,98.550,1.450,31.39,224,0.875,bilinear
 gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
-efficientnet_b2a,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic
+efficientnet_b2,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic
 nf_resnet50,94.590,5.410,98.810,1.190,25.56,288,0.940,bicubic
 pit_s_224,94.590,5.410,98.710,1.290,23.46,224,0.900,bicubic
 repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear
 seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic
-inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
 regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic
+inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
 gluon_resnext101_32x4d,94.530,5.470,98.630,1.370,44.18,224,0.875,bicubic
 repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear
 tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
@@ -134,71 +148,75 @@ rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic
 regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
 ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear
 tf_efficientnet_el,94.410,5.590,98.710,1.290,10.59,300,0.904,bicubic
-efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic
 vit_deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic
+efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic
 inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic
 legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear
 tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic
 gluon_seresnext50_32x4d,94.340,5.660,98.610,1.390,27.56,224,0.875,bicubic
 dpn107,94.310,5.690,98.480,1.520,86.92,224,0.875,bicubic
 ecaresnet26t,94.310,5.690,98.720,1.280,16.01,320,0.950,bicubic
+resnetrs50,94.310,5.690,98.640,1.360,35.69,224,0.910,bicubic
 xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic
-gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
 resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic
 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
+gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
 regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic
 dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
-gluon_resnet101_v1d,94.220,5.780,98.550,1.450,44.57,224,0.875,bicubic
 ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic
+gluon_resnet101_v1d,94.220,5.780,98.550,1.450,44.57,224,0.875,bicubic
 tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear
 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
 regnety_080,94.170,5.830,98.680,1.320,39.18,224,0.875,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
+ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
 regnety_064,94.150,5.850,98.730,1.270,30.58,224,0.875,bicubic
 efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic
-nf_regnet_b1,94.130,5.870,98.630,1.370,10.22,288,0.900,bicubic
 dpn98,94.130,5.870,98.570,1.430,61.57,224,0.875,bicubic
+nf_regnet_b1,94.130,5.870,98.630,1.370,10.22,288,0.900,bicubic
 regnetx_160,94.120,5.880,98.750,1.250,54.28,224,0.875,bicubic
 resnext50_32x4d,94.100,5.900,98.350,1.650,25.03,224,0.875,bicubic
 ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
 gluon_resnet152_v1b,94.080,5.920,98.450,1.550,60.19,224,0.875,bicubic
+coat_lite_mini,94.060,5.940,98.560,1.440,11.01,224,0.900,bicubic
 dpn131,94.010,5.990,98.720,1.280,79.25,224,0.875,bicubic
 hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear
 resnetblur50,93.960,6.040,98.590,1.410,25.56,224,0.875,bicubic
 dla102x2,93.950,6.050,98.490,1.510,41.28,224,0.875,bilinear
 hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear
-tf_efficientnet_cc_b1_8e,93.900,6.100,98.260,1.740,39.72,240,0.882,bicubic
 rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic
+tf_efficientnet_cc_b1_8e,93.900,6.100,98.260,1.740,39.72,240,0.882,bicubic
 regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic
 regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic
 regnety_040,93.860,6.140,98.650,1.350,20.65,224,0.875,bicubic
 repvgg_b2g4,93.860,6.140,98.590,1.410,61.76,224,0.875,bilinear
 efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
 resnext101_32x8d,93.830,6.170,98.580,1.420,88.79,224,0.875,bilinear
-gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic
-pit_xs_distilled_224,93.810,6.190,98.670,1.330,11.00,224,0.900,bicubic
 resnet50,93.810,6.190,98.390,1.610,25.56,224,0.875,bicubic
+pit_xs_distilled_224,93.810,6.190,98.670,1.330,11.00,224,0.900,bicubic
+gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic
 gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic
 xception65,93.760,6.240,98.370,1.630,39.92,299,0.903,bicubic
-res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear
 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
 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
-dpn68b,93.690,6.310,98.510,1.490,12.61,224,0.875,bicubic
 tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic
+dpn68b,93.690,6.310,98.510,1.490,12.61,224,0.875,bicubic
 gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,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_224,93.600,6.400,98.440,1.560,11.96,224,1.000,bicubic
 regnetx_040,93.560,6.440,98.540,1.460,22.12,224,0.875,bicubic
 hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear
 res2net50_26w_8s,93.540,6.460,98.260,1.740,48.40,224,0.875,bilinear
 hrnet_w32,93.530,6.470,98.450,1.550,41.23,224,0.875,bilinear
 dla102x,93.520,6.480,98.510,1.490,26.31,224,0.875,bilinear
-repvgg_b2,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear
 tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
+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
 gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,bicubic
 xception,93.460,6.540,98.530,1.470,22.86,299,0.897,bicubic
@@ -207,14 +225,15 @@ xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic
 res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear
 legacy_seresnet152,93.400,6.600,98.350,1.650,66.82,224,0.875,bilinear
 dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear
-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
+repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
 tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
 tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic
 selecsls60b,93.300,6.700,98.280,1.720,32.77,224,0.875,bicubic
 tv_resnet152,93.300,6.700,98.390,1.610,60.19,224,0.875,bilinear
 legacy_seresnet101,93.280,6.720,98.510,1.490,49.33,224,0.875,bilinear
-efficientnet_b1,93.260,6.740,98.170,1.830,7.79,240,0.875,bicubic
+efficientnet_b1,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic
+coat_lite_tiny,93.240,6.760,98.260,1.740,5.72,224,0.900,bicubic
 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
 dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
@@ -223,10 +242,10 @@ dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear
 regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
 pit_xs_224,93.110,6.890,98.310,1.690,10.62,224,0.900,bicubic
 dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear
+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
 selecsls60,93.030,6.970,98.300,1.700,30.67,224,0.875,bicubic
-regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
-gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic
 repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear
 legacy_seresnet50,92.960,7.040,98.190,1.810,28.09,224,0.875,bilinear
 hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
@@ -252,16 +271,17 @@ tf_efficientnet_cc_b0_4e,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic
 hardcorenas_e,92.570,7.430,98.110,1.890,8.07,224,0.875,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
-densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
 res2net50_26w_4s,92.500,7.500,98.060,1.940,25.70,224,0.875,bilinear
+densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
 mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic
-mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
 hardcorenas_d,92.400,7.600,98.070,1.930,7.50,224,0.875,bilinear
+mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
 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_w18,92.320,7.680,98.240,1.760,21.30,224,0.875,bilinear
 ese_vovnet19b_dw,92.290,7.710,98.090,1.910,6.54,224,0.875,bicubic
 selecsls42b,92.280,7.720,98.150,1.850,32.46,224,0.875,bicubic
+mobilenetv3_large_100_miil,92.260,7.740,97.640,2.360,5.48,224,0.875,bilinear
 tf_efficientnet_b0,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic
 dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear
 tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic
@@ -275,6 +295,7 @@ 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
 densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic
 tv_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear
+mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic
 mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic
 mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
 hardcorenas_b,91.770,8.230,97.780,2.220,5.18,224,0.875,bilinear
@@ -307,11 +328,12 @@ vit_deit_tiny_distilled_patch16_224,90.700,9.300,97.570,2.430,5.91,224,0.900,bic
 swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear
 mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
 regnety_004,90.500,9.500,97.540,2.460,4.34,224,0.875,bicubic
-regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic
 spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
+regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic
 ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,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
+ghostnet_100,90.020,9.980,97.370,2.630,5.18,224,0.875,bilinear
 pit_ti_224,89.940,10.060,97.450,2.550,4.85,224,0.900,bicubic
 tv_resnet34,89.940,10.060,97.340,2.660,21.80,224,0.875,bilinear
 tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear
@@ -330,6 +352,7 @@ gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,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
+mixer_l16_224,87.150,12.850,93.520,6.480,208.20,224,0.875,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

results/results-imagenet.csv

@@ -3,14 +3,17 @@ tf_efficientnet_l2_ns,88.352,11.648,98.650,1.350,480.31,800,0.960,bicubic
 tf_efficientnet_l2_ns_475,88.234,11.766,98.546,1.454,480.31,475,0.936,bicubic
 swin_large_patch4_window12_384,87.148,12.852,98.234,1.766,196.74,384,1.000,bicubic
 tf_efficientnet_b7_ns,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic
+cait_m48_448,86.484,13.516,97.754,2.246,356.46,448,1.000,bicubic
 tf_efficientnet_b6_ns,86.452,13.548,97.882,2.118,43.04,528,0.942,bicubic
 swin_base_patch4_window12_384,86.432,13.568,98.058,1.942,87.90,384,1.000,bicubic
 swin_large_patch4_window7_224,86.320,13.680,97.896,2.104,196.53,224,0.900,bicubic
 dm_nfnet_f6,86.296,13.704,97.744,2.256,438.36,576,0.956,bicubic
 tf_efficientnet_b5_ns,86.088,13.912,97.752,2.248,30.39,456,0.934,bicubic
+cait_m36_384,86.054,13.946,97.730,2.270,271.22,384,1.000,bicubic
 dm_nfnet_f5,85.714,14.286,97.442,2.558,377.21,544,0.954,bicubic
 dm_nfnet_f4,85.658,14.342,97.510,2.490,316.07,512,0.951,bicubic
 dm_nfnet_f3,85.560,14.440,97.406,2.594,254.92,416,0.940,bicubic
+cait_s36_384,85.460,14.540,97.480,2.520,68.37,384,1.000,bicubic
 ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear
 vit_deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
 tf_efficientnet_b8,85.370,14.630,97.390,2.610,87.41,672,0.954,bicubic
@@ -20,31 +23,42 @@ tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic
 vit_large_patch16_384,85.158,14.842,97.356,2.644,304.72,384,1.000,bicubic
 tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic
 ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear
+cait_s24_384,85.046,14.954,97.346,2.654,47.06,384,1.000,bicubic
+resnetrs420,85.008,14.992,97.124,2.876,191.89,416,1.000,bicubic
 dm_nfnet_f2,84.990,15.010,97.144,2.856,193.78,352,0.920,bicubic
 ecaresnet269d,84.976,15.024,97.226,2.774,102.09,352,1.000,bicubic
 vit_base_r50_s16_384,84.972,15.028,97.288,2.712,98.95,384,1.000,bicubic
 tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic
 resnetv2_152x4_bitm,84.932,15.068,97.436,2.564,936.53,480,1.000,bilinear
 tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic
+resnetrs350,84.720,15.280,96.988,3.012,163.96,384,1.000,bicubic
 dm_nfnet_f1,84.604,15.396,97.068,2.932,132.63,320,0.910,bicubic
 resnest269e,84.518,15.482,96.986,3.014,110.93,416,0.928,bicubic
 resnetv2_152x2_bitm,84.440,15.560,97.446,2.554,236.34,480,1.000,bilinear
+resnetrs270,84.434,15.566,96.970,3.030,129.86,352,1.000,bicubic
 resnetv2_101x3_bitm,84.394,15.606,97.362,2.638,387.93,480,1.000,bilinear
 seresnet152d,84.362,15.638,97.040,2.960,66.84,320,1.000,bicubic
 swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear
+vit_base_patch16_224_miil,84.268,15.732,96.802,3.198,86.54,224,0.875,bilinear
 tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic
 vit_base_patch16_384,84.210,15.790,97.218,2.782,86.86,384,1.000,bicubic
 ig_resnext101_32x16d,84.170,15.830,97.196,2.804,194.03,224,0.875,bilinear
 pit_b_distilled_224,84.144,15.856,96.856,3.144,74.79,224,0.900,bicubic
 tf_efficientnet_b6,84.110,15.890,96.886,3.114,43.04,528,0.942,bicubic
+resnetrs200,84.066,15.934,96.874,3.126,93.21,320,1.000,bicubic
+cait_xs24_384,84.062,15.938,96.888,3.112,26.67,384,1.000,bicubic
 tf_efficientnet_b3_ns,84.048,15.952,96.910,3.090,12.23,300,0.904,bicubic
 eca_nfnet_l1,84.008,15.992,97.028,2.972,41.41,320,1.000,bicubic
 resnet200d,83.962,16.038,96.824,3.176,64.69,320,1.000,bicubic
 resnest200e,83.832,16.168,96.894,3.106,70.20,320,0.909,bicubic
 tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic
+efficientnet_v2s,83.808,16.192,96.724,3.276,23.94,384,1.000,bicubic
 resnetv2_50x3_bitm,83.784,16.216,97.106,2.894,217.32,480,1.000,bilinear
+resnetrs152,83.712,16.288,96.614,3.386,86.62,320,1.000,bicubic
 regnety_160,83.686,16.314,96.776,3.224,83.59,288,1.000,bicubic
 resnet152d,83.680,16.320,96.738,3.262,60.21,320,1.000,bicubic
+cait_s24_224,83.452,16.548,96.564,3.436,46.92,224,1.000,bicubic
+efficientnet_b4,83.428,16.572,96.596,3.404,19.34,384,1.000,bicubic
 vit_deit_base_distilled_patch16_224,83.388,16.612,96.488,3.512,87.34,224,0.900,bicubic
 swsl_resnext101_32x16d,83.346,16.654,96.846,3.154,194.03,224,0.875,bilinear
 dm_nfnet_f0,83.342,16.658,96.560,3.440,71.49,256,0.900,bicubic
@@ -52,6 +66,7 @@ tf_efficientnet_b4_ap,83.248,16.752,96.392,3.608,19.34,380,0.922,bicubic
 swsl_resnext101_32x4d,83.230,16.770,96.760,3.240,44.18,224,0.875,bilinear
 swin_small_patch4_window7_224,83.212,16.788,96.322,3.678,49.61,224,0.900,bicubic
 vit_deit_base_patch16_384,83.106,16.894,96.372,3.628,86.86,384,1.000,bicubic
+tresnet_m,83.080,16.920,96.118,3.882,31.39,224,0.875,bilinear
 vit_large_patch16_224,83.062,16.938,96.438,3.562,304.33,224,0.900,bicubic
 tresnet_xl_448,83.050,16.950,96.174,3.826,78.44,448,0.875,bilinear
 resnet101d,83.022,16.978,96.446,3.554,44.57,320,1.000,bicubic
@@ -66,13 +81,13 @@ eca_nfnet_l0,82.588,17.412,96.474,3.526,24.14,288,1.000,bicubic
 pit_b_224,82.446,17.554,95.710,4.290,73.76,224,0.900,bicubic
 tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic
 ecaresnet50t,82.346,17.654,96.138,3.862,25.57,320,0.950,bicubic
+resnetrs101,82.288,17.712,96.008,3.992,63.62,288,0.940,bicubic
 tresnet_l_448,82.268,17.732,95.976,4.024,55.99,448,0.875,bilinear
-efficientnet_b3a,82.242,17.758,96.114,3.886,12.23,320,1.000,bicubic
+efficientnet_b3,82.242,17.758,96.114,3.886,12.23,320,1.000,bicubic
 resnetv2_101x1_bitm,82.212,17.788,96.472,3.528,44.54,480,1.000,bilinear
+cait_xxs36_384,82.194,17.806,96.148,3.852,17.37,384,1.000,bicubic
 swsl_resnext50_32x4d,82.182,17.818,96.230,3.770,25.03,224,0.875,bilinear
 ecaresnet101d,82.172,17.828,96.046,3.954,44.57,224,0.875,bicubic
-efficientnet_b3,82.076,17.924,96.020,3.980,12.23,300,0.904,bicubic
-efficientnet_v2s,82.070,17.930,95.954,4.046,23.94,224,1.000,bicubic
 tresnet_xl,82.054,17.946,95.936,4.064,78.44,224,0.875,bilinear
 vit_deit_base_patch16_224,81.998,18.002,95.734,4.266,86.57,224,0.900,bicubic
 pit_s_distilled_224,81.996,18.004,95.798,4.202,24.04,224,0.900,bicubic
@@ -103,16 +118,16 @@ pit_s_224,81.094,18.906,95.332,4.668,23.46,224,0.900,bicubic
 gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic
 resnest50d_1s4x24d,80.988,19.012,95.322,4.678,25.68,224,0.875,bicubic
 resnest50d,80.974,19.026,95.378,4.622,27.48,224,0.875,bilinear
+cait_xxs24_384,80.966,19.034,95.646,4.354,12.03,384,1.000,bicubic
 ssl_resnext101_32x4d,80.924,19.076,95.728,4.272,44.18,224,0.875,bilinear
 gluon_seresnext101_32x4d,80.904,19.096,95.294,4.706,48.96,224,0.875,bicubic
 gluon_seresnext101_64x4d,80.894,19.106,95.308,4.692,88.23,224,0.875,bicubic
 efficientnet_b3_pruned,80.858,19.142,95.242,4.758,9.86,300,0.904,bicubic
-ecaresnet101d_pruned,80.816,19.184,95.628,4.372,24.88,224,0.875,bicubic
+ecaresnet101d_pruned,80.818,19.182,95.628,4.372,24.88,224,0.875,bicubic
 regnety_320,80.812,19.188,95.244,4.756,145.05,224,0.875,bicubic
-tresnet_m,80.802,19.198,94.860,5.140,31.39,224,0.875,bilinear
 gernet_m,80.732,19.268,95.184,4.816,21.14,224,0.875,bilinear
 nf_resnet50,80.694,19.306,95.356,4.644,25.56,288,0.940,bicubic
-efficientnet_b2a,80.612,19.388,95.318,4.682,9.11,288,1.000,bicubic
+efficientnet_b2,80.612,19.388,95.318,4.682,9.11,288,1.000,bicubic
 gluon_resnext101_64x4d,80.604,19.396,94.988,5.012,83.46,224,0.875,bicubic
 ecaresnet50d,80.592,19.408,95.320,4.680,25.58,224,0.875,bicubic
 resnet50d,80.530,19.470,95.160,4.840,25.58,224,0.875,bicubic
@@ -122,7 +137,6 @@ gluon_resnet152_v1d,80.474,19.526,95.206,4.794,60.21,224,0.875,bicubic
 ecaresnetlight,80.462,19.538,95.250,4.750,30.16,224,0.875,bicubic
 inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.897,bicubic
 gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic
-efficientnet_b2,80.392,19.608,95.076,4.924,9.11,260,0.875,bicubic
 regnety_120,80.366,19.634,95.126,4.874,51.82,224,0.875,bicubic
 gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
 ssl_resnext50_32x4d,80.318,19.682,95.406,4.594,25.03,224,0.875,bilinear
@@ -137,16 +151,17 @@ legacy_seresnext101_32x4d,80.228,19.772,95.018,4.982,48.96,224,0.875,bilinear
 repvgg_b3g4,80.212,19.788,95.110,4.890,83.83,224,0.875,bilinear
 resnetv2_50x1_bitm,80.172,19.828,95.626,4.374,25.55,480,1.000,bilinear
 inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic
-skresnext50_32x4d,80.156,19.844,94.642,5.358,27.48,224,0.875,bicubic
 dpn107,80.156,19.844,94.910,5.090,86.92,224,0.875,bicubic
+skresnext50_32x4d,80.156,19.844,94.642,5.358,27.48,224,0.875,bicubic
 tf_efficientnet_b2,80.086,19.914,94.908,5.092,9.11,260,0.890,bicubic
 cspdarknet53,80.058,19.942,95.084,4.916,27.64,256,0.887,bilinear
 cspresnext50,80.040,19.960,94.944,5.056,20.57,224,0.875,bilinear
-dpn92,80.008,19.992,94.838,5.162,37.67,224,0.875,bicubic
+dpn92,80.008,19.992,94.836,5.164,37.67,224,0.875,bicubic
 ens_adv_inception_resnet_v2,79.982,20.018,94.936,5.064,55.84,299,0.897,bicubic
 gluon_seresnext50_32x4d,79.918,20.082,94.822,5.178,27.56,224,0.875,bicubic
 efficientnet_b2_pruned,79.916,20.084,94.856,5.144,8.31,260,0.890,bicubic
 gluon_resnet152_v1c,79.910,20.090,94.840,5.160,60.21,224,0.875,bicubic
+resnetrs50,79.892,20.108,94.968,5.032,35.69,224,0.910,bicubic
 regnety_080,79.876,20.124,94.830,5.170,39.18,224,0.875,bicubic
 xception71,79.874,20.126,94.922,5.078,42.34,299,0.903,bicubic
 regnetx_160,79.856,20.144,94.830,5.170,54.28,224,0.875,bicubic
@@ -155,6 +170,7 @@ ecaresnet26t,79.854,20.146,95.084,4.916,16.01,320,0.950,bicubic
 dpn131,79.822,20.178,94.710,5.290,79.25,224,0.875,bicubic
 tf_efficientnet_lite3,79.820,20.180,94.914,5.086,8.20,300,0.904,bilinear
 resnext50_32x4d,79.768,20.232,94.598,5.402,25.03,224,0.875,bicubic
+cait_xxs36_224,79.750,20.250,94.866,5.134,17.30,224,1.000,bicubic
 regnety_064,79.722,20.278,94.768,5.232,30.58,224,0.875,bicubic
 ecaresnet50d_pruned,79.716,20.284,94.880,5.120,19.94,224,0.875,bicubic
 gluon_xception65,79.716,20.284,94.860,5.140,39.92,299,0.903,bicubic
@@ -186,6 +202,7 @@ dpn68b,79.216,20.784,94.414,5.586,12.61,224,0.875,bicubic
 res2net50_26w_8s,79.198,20.802,94.368,5.632,48.40,224,0.875,bilinear
 res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear
 regnetx_080,79.194,20.806,94.560,5.440,39.57,224,0.875,bicubic
+coat_lite_mini,79.088,20.912,94.604,5.396,11.01,224,0.900,bicubic
 legacy_seresnext50_32x4d,79.078,20.922,94.436,5.564,27.56,224,0.875,bilinear
 gluon_resnet50_v1d,79.074,20.926,94.470,5.530,25.58,224,0.875,bicubic
 regnetx_064,79.072,20.928,94.458,5.542,26.21,224,0.875,bicubic
@@ -197,10 +214,10 @@ hrnet_w44,78.896,21.104,94.368,5.632,67.06,224,0.875,bilinear
 wide_resnet101_2,78.856,21.144,94.282,5.718,126.89,224,0.875,bilinear
 tf_efficientnet_b1,78.826,21.174,94.198,5.802,7.79,240,0.882,bicubic
 gluon_inception_v3,78.806,21.194,94.370,5.630,23.83,299,0.875,bicubic
+efficientnet_b1,78.794,21.206,94.342,5.658,7.79,256,1.000,bicubic
 repvgg_b2,78.792,21.208,94.414,5.586,89.02,224,0.875,bilinear
 tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic
-gluon_resnet50_v1s,78.710,21.290,94.238,5.762,25.68,224,0.875,bicubic
-efficientnet_b1,78.698,21.302,94.144,5.856,7.79,240,0.875,bicubic
+gluon_resnet50_v1s,78.712,21.288,94.238,5.762,25.68,224,0.875,bicubic
 dla169,78.688,21.312,94.336,5.664,53.39,224,0.875,bilinear
 legacy_seresnet152,78.660,21.340,94.370,5.630,66.82,224,0.875,bilinear
 tf_efficientnet_b0_ns,78.658,21.342,94.376,5.624,5.29,224,0.875,bicubic
@@ -213,6 +230,7 @@ dla60_res2net,78.464,21.536,94.206,5.794,20.85,224,0.875,bilinear
 hrnet_w32,78.450,21.550,94.186,5.814,41.23,224,0.875,bilinear
 dla60_res2next,78.440,21.560,94.152,5.848,17.03,224,0.875,bilinear
 selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic
+cait_xxs24_224,78.386,21.614,94.310,5.690,11.96,224,1.000,bicubic
 legacy_seresnet101,78.382,21.618,94.264,5.736,49.33,224,0.875,bilinear
 repvgg_b1,78.366,21.634,94.098,5.902,57.42,224,0.875,bilinear
 tv_resnet152,78.312,21.688,94.038,5.962,60.19,224,0.875,bilinear
@@ -231,11 +249,12 @@ gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic
 seresnext26t_32x4d,77.986,22.014,93.746,6.254,16.81,224,0.875,bicubic
 selecsls60,77.982,22.018,93.828,6.172,30.67,224,0.875,bicubic
 res2net50_26w_4s,77.964,22.036,93.854,6.146,25.70,224,0.875,bilinear
+mobilenetv3_large_100_miil,77.916,22.084,92.910,7.090,5.48,224,0.875,bilinear
 tf_efficientnet_cc_b0_8e,77.908,22.092,93.654,6.346,24.01,224,0.875,bicubic
 regnety_016,77.862,22.138,93.720,6.280,11.20,224,0.875,bicubic
-vit_small_patch16_224,77.858,22.142,93.416,6.584,48.75,224,0.900,bicubic
 rexnet_100,77.858,22.142,93.870,6.130,4.80,224,0.875,bicubic
-tf_inception_v3,77.858,22.142,93.638,6.362,23.83,299,0.875,bicubic
+vit_small_patch16_224,77.858,22.142,93.416,6.584,48.75,224,0.900,bicubic
+tf_inception_v3,77.856,22.144,93.640,6.360,23.83,299,0.875,bicubic
 hardcorenas_e,77.794,22.206,93.694,6.306,8.07,224,0.875,bilinear
 efficientnet_b0,77.698,22.302,93.532,6.468,5.29,224,0.875,bicubic
 legacy_seresnet50,77.630,22.370,93.748,6.252,28.09,224,0.875,bilinear
@@ -245,6 +264,7 @@ repvgg_b1g4,77.594,22.406,93.826,6.174,39.97,224,0.875,bilinear
 adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic
 gluon_resnet50_v1b,77.580,22.420,93.716,6.284,25.56,224,0.875,bicubic
 res2net50_48w_2s,77.522,22.478,93.554,6.446,25.29,224,0.875,bilinear
+coat_lite_tiny,77.512,22.488,93.916,6.084,5.72,224,0.900,bicubic
 tf_efficientnet_lite2,77.468,22.532,93.754,6.246,6.09,260,0.890,bicubic
 inception_v3,77.438,22.562,93.476,6.524,23.83,299,0.875,bicubic
 hardcorenas_d,77.432,22.568,93.484,6.516,7.50,224,0.875,bilinear
@@ -269,6 +289,7 @@ ese_vovnet19b_dw,76.798,23.202,93.268,6.732,6.54,224,0.875,bicubic
 hrnet_w18,76.758,23.242,93.444,6.556,21.30,224,0.875,bilinear
 resnet26d,76.696,23.304,93.150,6.850,16.01,224,0.875,bicubic
 tf_efficientnet_lite1,76.642,23.358,93.226,6.774,5.42,240,0.882,bicubic
+mixer_b16_224,76.602,23.398,92.228,7.772,59.88,224,0.875,bicubic
 tf_efficientnet_es,76.594,23.406,93.202,6.798,5.44,224,0.875,bicubic
 densenetblur121d,76.588,23.412,93.192,6.808,8.00,224,0.875,bicubic
 hardcorenas_b,76.538,23.462,92.754,7.246,5.18,224,0.875,bilinear
@@ -285,7 +306,7 @@ tf_mixnet_s,75.650,24.350,92.628,7.372,4.13,224,0.875,bicubic
 mobilenetv3_rw,75.634,24.366,92.708,7.292,5.48,224,0.875,bicubic
 densenet121,75.578,24.422,92.652,7.348,7.98,224,0.875,bicubic
 tf_mobilenetv3_large_100,75.518,24.482,92.606,7.394,5.48,224,0.875,bilinear
-resnest14d,75.504,24.496,92.518,7.482,10.61,224,0.875,bilinear
+resnest14d,75.506,24.494,92.518,7.482,10.61,224,0.875,bilinear
 efficientnet_lite0,75.484,24.516,92.510,7.490,4.65,224,0.875,bicubic
 semnasnet_100,75.448,24.552,92.604,7.396,3.89,224,0.875,bicubic
 resnet26,75.292,24.708,92.570,7.430,16.00,224,0.875,bicubic
@@ -308,6 +329,7 @@ vit_deit_tiny_distilled_patch16_224,74.510,25.490,91.890,8.110,5.91,224,0.900,bi
 vgg19_bn,74.214,25.786,91.842,8.158,143.68,224,0.875,bilinear
 spnasnet_100,74.084,25.916,91.818,8.182,4.42,224,0.875,bilinear
 regnety_004,74.034,25.966,91.752,8.248,4.34,224,0.875,bicubic
+ghostnet_100,73.978,26.022,91.456,8.544,5.18,224,0.875,bilinear
 regnetx_006,73.852,26.148,91.672,8.328,6.20,224,0.875,bicubic
 tf_mobilenetv3_large_075,73.438,26.562,91.350,8.650,3.99,224,0.875,bilinear
 vgg16_bn,73.350,26.650,91.506,8.494,138.37,224,0.875,bilinear
@@ -319,10 +341,11 @@ pit_ti_224,72.912,27.088,91.402,8.598,4.85,224,0.900,bicubic
 ssl_resnet18,72.610,27.390,91.416,8.584,11.69,224,0.875,bilinear
 regnetx_004,72.396,27.604,90.830,9.170,5.16,224,0.875,bicubic
 vgg19,72.368,27.632,90.872,9.128,143.67,224,0.875,bilinear
-hrnet_w18_small,72.344,27.656,90.678,9.322,13.19,224,0.875,bilinear
+hrnet_w18_small,72.342,27.658,90.678,9.322,13.19,224,0.875,bilinear
 resnet18d,72.260,27.740,90.696,9.304,11.71,224,0.875,bicubic
 tf_mobilenetv3_large_minimal_100,72.248,27.752,90.630,9.370,3.92,224,0.875,bilinear
 vit_deit_tiny_patch16_224,72.168,27.832,91.118,8.882,5.72,224,0.900,bicubic
+mixer_l16_224,72.058,27.942,87.668,12.332,208.20,224,0.875,bicubic
 legacy_seresnet18,71.742,28.258,90.334,9.666,11.78,224,0.875,bicubic
 vgg13_bn,71.594,28.406,90.376,9.624,133.05,224,0.875,bilinear
 vgg16,71.594,28.406,90.382,9.618,138.36,224,0.875,bilinear