Add convnext_nano and few cs3 models to existing results tables

Author: rwightman

results/results-imagenet-a-clean.csv

@@ -42,8 +42,8 @@ xcit_large_24_p8_384_dist,85.998,14.002,97.684,2.316,188.93,384,1.000,bicubic
 volo_d4_224,85.876,14.124,97.468,2.532,192.96,224,0.960,bicubic
 vit_large_patch16_224,85.844,14.156,97.822,2.178,304.33,224,0.900,bicubic
 convnext_base_in22ft1k,85.824,14.176,97.866,2.134,88.59,224,0.875,bicubic
-dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic
 xcit_medium_24_p8_384_dist,85.816,14.184,97.592,2.408,84.32,384,1.000,bicubic
+dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic
 deit3_large_patch16_384,85.806,14.194,97.596,2.404,304.76,384,1.000,bicubic
 vit_base_patch8_224,85.790,14.210,97.792,2.208,86.58,224,0.900,bicubic
 xcit_large_24_p16_384_dist,85.752,14.248,97.538,2.462,189.10,384,1.000,bicubic
@@ -56,8 +56,8 @@ dm_nfnet_f3,85.522,14.478,97.462,2.538,254.92,416,0.940,bicubic
 tf_efficientnetv2_l,85.488,14.512,97.372,2.628,118.52,480,1.000,bicubic
 cait_s36_384,85.460,14.540,97.478,2.522,68.37,384,1.000,bicubic
 ig_resnext101_32x48d,85.436,14.564,97.576,2.424,828.41,224,0.875,bilinear
-deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
 xcit_medium_24_p16_384_dist,85.422,14.578,97.406,2.594,84.40,384,1.000,bicubic
+deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
 volo_d3_224,85.412,14.588,97.280,2.720,86.33,224,0.960,bicubic
 xcit_large_24_p8_224_dist,85.398,14.602,97.410,2.590,188.93,224,1.000,bicubic
 tf_efficientnet_b8_ap,85.372,14.628,97.294,2.706,87.41,672,0.954,bicubic
@@ -108,8 +108,8 @@ resmlp_big_24_224_in22ft1k,84.398,15.602,97.118,2.882,129.14,224,0.875,bicubic
 xcit_large_24_p8_224,84.392,15.608,96.658,3.342,188.93,224,1.000,bicubic
 seresnet152d,84.364,15.636,97.044,2.956,66.84,320,1.000,bicubic
 seresnext101d_32x8d,84.362,15.638,96.918,3.082,93.59,288,1.000,bicubic
-convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic
 tf_efficientnetv2_s_in21ft1k,84.296,15.704,97.254,2.746,21.46,384,1.000,bicubic
+convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic
 swsl_resnext101_32x8d,84.290,15.710,97.182,2.818,88.79,224,0.875,bilinear
 xcit_medium_24_p16_224_dist,84.278,15.722,96.940,3.060,84.40,224,1.000,bicubic
 vit_base_patch16_224_miil,84.272,15.728,96.802,3.198,86.54,224,0.875,bilinear
@@ -128,8 +128,8 @@ convnext_tiny_384_in22ft1k,84.076,15.924,97.158,2.842,28.59,384,1.000,bicubic
 cait_xs24_384,84.064,15.936,96.890,3.110,26.67,384,1.000,bicubic
 regnetz_d8,84.052,15.948,96.996,3.004,23.37,320,1.000,bicubic
 regnetz_d8_evos,84.050,15.950,96.996,3.004,23.46,320,0.950,bicubic
-tf_efficientnet_b3_ns,84.048,15.952,96.912,3.088,12.23,300,0.904,bicubic
 vit_small_r26_s32_384,84.048,15.952,97.328,2.672,36.47,384,1.000,bicubic
+tf_efficientnet_b3_ns,84.048,15.952,96.912,3.088,12.23,300,0.904,bicubic
 regnetz_d32,84.024,15.976,96.868,3.132,27.58,320,0.950,bicubic
 resnetv2_50x3_bitm,84.012,15.988,97.126,2.874,217.32,448,1.000,bilinear
 eca_nfnet_l1,84.012,15.988,97.032,2.968,41.41,320,1.000,bicubic
@@ -159,6 +159,7 @@ twins_svt_large,83.680,16.320,96.594,3.406,99.27,224,0.900,bicubic
 resnet152d,83.678,16.322,96.740,3.260,60.21,320,1.000,bicubic
 resmlp_big_24_distilled_224,83.588,16.412,96.648,3.352,129.14,224,0.875,bicubic
 jx_nest_base,83.554,16.446,96.364,3.636,67.72,224,0.875,bicubic
+cs3se_edgenet_x,83.548,16.452,96.666,3.334,50.72,320,1.000,bicubic
 swinv2_cr_small_ns_224,83.486,16.514,96.484,3.516,49.70,224,0.900,bicubic
 cait_s24_224,83.458,16.542,96.562,3.438,46.92,224,1.000,bicubic
 deit3_small_patch16_384,83.428,16.572,96.676,3.324,22.21,384,1.000,bicubic
@@ -178,8 +179,8 @@ regnetv_040,83.198,16.802,96.664,3.336,20.64,288,1.000,bicubic
 xception65,83.174,16.826,96.592,3.408,39.92,299,0.940,bicubic
 convnext_small,83.150,16.850,96.430,3.570,50.22,224,0.875,bicubic
 resnext101_64x4d,83.144,16.856,96.374,3.626,83.46,288,1.000,bicubic
-swinv2_cr_small_224,83.138,16.862,96.098,3.902,49.70,224,0.900,bicubic
 twins_svt_base,83.138,16.862,96.420,3.580,56.07,224,0.900,bicubic
+swinv2_cr_small_224,83.138,16.862,96.098,3.902,49.70,224,0.900,bicubic
 twins_pcpvt_large,83.136,16.864,96.604,3.396,60.99,224,0.900,bicubic
 xception65p,83.130,16.870,96.480,3.520,39.82,299,0.940,bicubic
 jx_nest_small,83.120,16.880,96.330,3.670,38.35,224,0.875,bicubic
@@ -203,8 +204,10 @@ pnasnet5large,82.782,17.218,96.042,3.958,86.06,331,0.911,bicubic
 vit_relpos_base_patch16_clsgap_224,82.760,17.240,96.174,3.826,86.43,224,0.900,bicubic
 nfnet_l0,82.752,17.248,96.518,3.482,35.07,288,1.000,bicubic
 regnety_032,82.724,17.276,96.422,3.578,19.44,288,1.000,bicubic
+cs3edgenet_x,82.722,17.278,96.376,3.624,47.82,288,1.000,bicubic
 twins_pcpvt_base,82.708,17.292,96.350,3.650,43.83,224,0.900,bicubic
 ig_resnext101_32x8d,82.698,17.302,96.632,3.368,88.79,224,0.875,bilinear
+cs3sedarknet_x,82.654,17.346,96.346,3.654,35.40,288,1.000,bicubic
 xcit_medium_24_p16_224,82.638,17.362,95.978,4.022,84.40,224,1.000,bicubic
 regnetz_c16_evos,82.632,17.368,96.476,3.524,13.49,320,0.950,bicubic
 nasnetalarge,82.618,17.382,96.044,3.956,88.75,331,0.911,bicubic
@@ -215,8 +218,8 @@ eca_nfnet_l0,82.578,17.422,96.490,3.510,24.14,288,1.000,bicubic
 xcit_tiny_24_p16_384_dist,82.572,17.428,96.288,3.712,12.12,384,1.000,bicubic
 vit_relpos_medium_patch16_cls_224,82.562,17.438,96.066,3.934,38.76,224,0.900,bicubic
 xcit_tiny_24_p8_224_dist,82.560,17.440,96.168,3.832,12.11,224,1.000,bicubic
-crossvit_18_dagger_240,82.520,17.480,96.068,3.932,44.27,240,0.875,bicubic
 regnetz_c16,82.520,17.480,96.360,3.640,13.46,320,0.940,bicubic
+crossvit_18_dagger_240,82.520,17.480,96.068,3.932,44.27,240,0.875,bicubic
 resnet61q,82.518,17.482,96.130,3.870,36.85,288,1.000,bicubic
 vit_relpos_base_patch16_224,82.486,17.514,96.142,3.858,86.43,224,0.900,bicubic
 gc_efficientnetv2_rw_t,82.466,17.534,96.298,3.702,13.68,288,1.000,bicubic
@@ -228,8 +231,8 @@ xcit_tiny_12_p8_384_dist,82.386,17.614,96.222,3.778,6.71,384,1.000,bicubic
 tf_efficientnet_b2_ns,82.384,17.616,96.246,3.754,9.11,260,0.890,bicubic
 resnet51q,82.358,17.642,96.178,3.822,35.70,288,1.000,bilinear
 ecaresnet50t,82.348,17.652,96.138,3.862,25.57,320,0.950,bicubic
-sequencer2d_s,82.344,17.656,96.034,3.966,27.65,224,0.875,bicubic
 efficientnetv2_rw_t,82.344,17.656,96.196,3.804,13.65,288,1.000,bicubic
+sequencer2d_s,82.344,17.656,96.034,3.966,27.65,224,0.875,bicubic
 mobilevitv2_200_in22ft1k,82.334,17.666,95.938,4.062,18.45,256,0.888,bicubic
 resnetv2_101x1_bitm,82.332,17.668,96.516,3.484,44.54,448,1.000,bilinear
 crossvit_15_dagger_240,82.326,17.674,95.956,4.044,28.21,240,0.875,bicubic
@@ -249,11 +252,11 @@ cait_xxs36_384,82.192,17.808,96.144,3.856,17.37,384,1.000,bicubic
 swsl_resnext50_32x4d,82.176,17.824,96.232,3.768,25.03,224,0.875,bilinear
 ecaresnet101d,82.170,17.830,96.048,3.952,44.57,224,0.875,bicubic
 swin_s3_tiny_224,82.124,17.876,95.950,4.050,28.33,224,0.900,bicubic
-poolformer_m36,82.108,17.892,95.690,4.310,56.17,224,0.950,bicubic
 visformer_small,82.108,17.892,95.876,4.124,40.22,224,0.900,bicubic
+poolformer_m36,82.108,17.892,95.690,4.310,56.17,224,0.950,bicubic
 halo2botnet50ts_256,82.068,17.932,95.642,4.358,22.64,256,0.950,bicubic
-convnext_tiny,82.062,17.938,95.854,4.146,28.59,224,0.875,bicubic
 tresnet_xl,82.062,17.938,95.936,4.064,78.44,224,0.875,bilinear
+convnext_tiny,82.062,17.938,95.854,4.146,28.59,224,0.875,bicubic
 resnetv2_101,82.046,17.954,95.862,4.138,44.54,224,0.950,bicubic
 fbnetv3_g,82.034,17.966,96.066,3.934,16.62,288,0.950,bilinear
 pit_s_distilled_224,81.994,18.006,95.796,4.204,24.04,224,0.900,bicubic
@@ -287,6 +290,7 @@ tnt_s_patch16_224,81.518,18.482,95.746,4.254,23.76,224,0.900,bicubic
 levit_256,81.516,18.484,95.490,4.510,18.89,224,0.900,bicubic
 vit_large_patch32_384,81.508,18.492,96.090,3.910,306.63,384,1.000,bicubic
 tresnet_l,81.490,18.510,95.626,4.374,55.99,224,0.875,bilinear
+convnext_nano,81.476,18.524,95.660,4.340,15.59,288,1.000,bicubic
 mobilevitv2_150_in22ft1k,81.470,18.530,95.668,4.332,10.59,256,0.888,bicubic
 wide_resnet50_2,81.456,18.544,95.530,4.470,68.88,224,0.875,bicubic
 vit_relpos_small_patch16_224,81.454,18.546,95.828,4.172,21.98,224,0.900,bicubic
@@ -304,16 +308,16 @@ efficientnet_el,81.306,18.694,95.534,4.466,10.59,300,0.904,bicubic
 coat_mini,81.266,18.734,95.392,4.608,10.34,224,0.900,bicubic
 seresnext50_32x4d,81.262,18.738,95.628,4.372,27.56,224,0.875,bicubic
 gluon_senet154,81.230,18.770,95.346,4.654,115.09,224,0.875,bicubic
-deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic
 xcit_tiny_12_p8_224_dist,81.208,18.792,95.606,4.394,6.71,224,1.000,bicubic
+deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic
 swsl_resnet50,81.180,18.820,95.980,4.020,25.56,224,0.875,bilinear
 resmlp_36_distilled_224,81.156,18.844,95.486,4.514,44.69,224,0.875,bicubic
 sebotnet33ts_256,81.154,18.846,95.166,4.834,13.70,256,0.940,bicubic
 lambda_resnet50ts,81.152,18.848,95.102,4.898,21.54,256,0.950,bicubic
 mobilevitv2_200,81.140,18.860,95.368,4.632,18.45,256,0.888,bicubic
 resnest50d_4s2x40d,81.108,18.892,95.562,4.438,30.42,224,0.875,bicubic
-pit_s_224,81.098,18.902,95.332,4.668,23.46,224,0.900,bicubic
 vit_srelpos_small_patch16_224,81.098,18.902,95.572,4.428,21.97,224,0.900,bicubic
+pit_s_224,81.098,18.902,95.332,4.668,23.46,224,0.900,bicubic
 resnext50_32x4d,81.096,18.904,95.326,4.674,25.03,224,0.950,bicubic
 twins_pcpvt_small,81.090,18.910,95.642,4.358,24.11,224,0.900,bicubic
 haloregnetz_b,81.044,18.956,95.198,4.802,11.68,224,0.940,bicubic
@@ -377,8 +381,8 @@ vit_base_patch16_224_sam,80.244,19.756,94.754,5.246,86.57,224,0.900,bicubic
 legacy_seresnext101_32x4d,80.222,19.778,95.014,4.986,48.96,224,0.875,bilinear
 repvgg_b3g4,80.216,19.784,95.108,4.892,83.83,224,0.875,bilinear
 tf_efficientnetv2_b2,80.208,19.792,95.044,4.956,10.10,260,0.890,bicubic
-dpn107,80.168,19.832,94.906,5.094,86.92,224,0.875,bicubic
 inception_v4,80.168,19.832,94.964,5.036,42.68,299,0.875,bicubic
+dpn107,80.168,19.832,94.906,5.094,86.92,224,0.875,bicubic
 convmixer_768_32,80.164,19.836,95.072,4.928,21.11,224,0.960,bicubic
 skresnext50_32x4d,80.154,19.846,94.646,5.354,27.48,224,0.875,bicubic
 tf_efficientnet_b2,80.088,19.912,94.908,5.092,9.11,260,0.890,bicubic
@@ -428,8 +432,8 @@ tf_efficientnet_cc_b1_8e,79.314,20.686,94.370,5.630,39.72,240,0.882,bicubic
 ese_vovnet39b,79.312,20.688,94.714,5.286,24.57,224,0.875,bicubic
 pit_xs_distilled_224,79.308,20.692,94.366,5.634,11.00,224,0.900,bicubic
 gluon_resnet101_v1b,79.304,20.696,94.520,5.480,44.55,224,0.875,bicubic
-hrnet_w48,79.300,20.700,94.514,5.486,77.47,224,0.875,bilinear
 nf_regnet_b1,79.300,20.700,94.754,5.246,10.22,288,0.900,bicubic
+hrnet_w48,79.300,20.700,94.514,5.486,77.47,224,0.875,bilinear
 resnetblur50,79.294,20.706,94.634,5.366,25.56,224,0.875,bicubic
 eca_botnext26ts_256,79.276,20.724,94.616,5.384,10.59,256,0.950,bicubic
 tf_efficientnet_b1_ap,79.274,20.726,94.308,5.692,7.79,240,0.882,bicubic
@@ -544,8 +548,8 @@ hardcorenas_c,77.052,22.948,93.160,6.840,5.52,224,0.875,bilinear
 dla60,77.022,22.978,93.320,6.680,22.04,224,0.875,bilinear
 crossvit_9_dagger_240,76.978,23.022,93.614,6.386,8.78,240,0.875,bicubic
 tf_mixnet_m,76.946,23.054,93.152,6.848,5.01,224,0.875,bicubic
-convmixer_1024_20_ks9_p14,76.942,23.058,93.358,6.642,24.38,224,0.960,bicubic
 regnetx_016,76.942,23.058,93.424,6.576,9.19,224,0.875,bicubic
+convmixer_1024_20_ks9_p14,76.942,23.058,93.358,6.642,24.38,224,0.960,bicubic
 gernet_s,76.916,23.084,93.134,6.866,8.17,224,0.875,bilinear
 skresnet34,76.904,23.096,93.320,6.680,22.28,224,0.875,bicubic
 tf_efficientnet_b0,76.840,23.160,93.218,6.782,5.29,224,0.875,bicubic