diff --git "a/pytorch-image-models/results/results-imagenet.csv" "b/pytorch-image-models/results/results-imagenet.csv" new file mode 100644--- /dev/null +++ "b/pytorch-image-models/results/results-imagenet.csv" @@ -0,0 +1,1446 @@ +model,img_size,top1,top1_err,top5,top5_err,param_count,crop_pct,interpolation +eva02_large_patch14_448.mim_m38m_ft_in22k_in1k,448,90.054,9.946,99.056,0.944,305.08,1.000,bicubic +eva02_large_patch14_448.mim_in22k_ft_in22k_in1k,448,89.966,10.034,99.016,0.984,305.08,1.000,bicubic +eva_giant_patch14_560.m30m_ft_in22k_in1k,560,89.796,10.204,98.990,1.010,"1,014.45",1.000,bicubic +eva02_large_patch14_448.mim_in22k_ft_in1k,448,89.632,10.368,98.954,1.046,305.08,1.000,bicubic +eva_giant_patch14_336.m30m_ft_in22k_in1k,336,89.570,10.430,98.954,1.046,"1,013.01",1.000,bicubic +eva02_large_patch14_448.mim_m38m_ft_in1k,448,89.554,10.446,98.924,1.076,305.08,1.000,bicubic +eva_giant_patch14_336.clip_ft_in1k,336,89.462,10.538,98.828,1.172,"1,013.01",1.000,bicubic +eva_large_patch14_336.in22k_ft_in22k_in1k,336,89.250,10.750,98.852,1.148,304.53,1.000,bicubic +eva_giant_patch14_224.clip_ft_in1k,224,88.886,11.114,98.680,1.320,"1,012.56",0.900,bicubic +convnextv2_huge.fcmae_ft_in22k_in1k_512,512,88.860,11.140,98.740,1.260,660.29,1.000,bicubic +eva_large_patch14_336.in22k_ft_in1k,336,88.690,11.310,98.710,1.290,304.53,1.000,bicubic +eva02_base_patch14_448.mim_in22k_ft_in22k_in1k,448,88.682,11.318,98.728,1.272,87.12,1.000,bicubic +convnextv2_huge.fcmae_ft_in22k_in1k_384,384,88.662,11.338,98.734,1.266,660.29,1.000,bicubic +vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,336,88.628,11.372,98.670,1.330,632.46,1.000,bicubic +convnext_xxlarge.clip_laion2b_soup_ft_in1k,256,88.622,11.378,98.718,1.282,846.47,1.000,bicubic +eva_large_patch14_196.in22k_ft_in22k_in1k,196,88.596,11.404,98.662,1.338,304.14,1.000,bicubic +beit_large_patch16_512.in22k_ft_in22k_in1k,512,88.578,11.422,98.660,1.340,305.67,1.000,bicubic +maxvit_xlarge_tf_512.in21k_ft_in1k,512,88.540,11.460,98.652,1.348,475.77,1.000,bicubic +beitv2_large_patch16_224.in1k_ft_in22k_in1k,224,88.406,11.594,98.602,1.398,304.43,0.950,bicubic +beit_large_patch16_384.in22k_ft_in22k_in1k,384,88.382,11.618,98.608,1.392,305.00,1.000,bicubic +tf_efficientnet_l2.ns_jft_in1k,800,88.362,11.638,98.656,1.344,480.31,0.960,bicubic +convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384,384,88.334,11.666,98.574,1.426,200.13,1.000,bicubic +maxvit_xlarge_tf_384.in21k_ft_in1k,384,88.304,11.696,98.540,1.460,475.32,1.000,bicubic +vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,224,88.278,11.722,98.552,1.448,632.05,1.000,bicubic +eva02_base_patch14_448.mim_in22k_ft_in1k,448,88.266,11.734,98.570,1.430,87.12,1.000,bicubic +vit_large_patch14_clip_336.openai_ft_in12k_in1k,336,88.264,11.736,98.528,1.472,304.53,1.000,bicubic +tf_efficientnet_l2.ns_jft_in1k_475,475,88.250,11.750,98.556,1.444,480.31,0.936,bicubic +maxvit_large_tf_512.in21k_ft_in1k,512,88.236,11.764,98.608,1.392,212.33,1.000,bicubic +regnety_1280.swag_ft_in1k,384,88.224,11.776,98.698,1.302,644.81,1.000,bicubic +maxvit_base_tf_512.in21k_ft_in1k,512,88.212,11.788,98.538,1.462,119.88,1.000,bicubic +vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,336,88.192,11.808,98.570,1.430,304.53,1.000,bicubic +convnextv2_large.fcmae_ft_in22k_in1k_384,384,88.178,11.822,98.518,1.482,197.96,1.000,bicubic +vit_large_patch14_clip_224.openai_ft_in12k_in1k,224,88.162,11.838,98.540,1.460,304.20,1.000,bicubic +caformer_b36.sail_in22k_ft_in1k_384,384,88.066,11.934,98.590,1.410,98.75,1.000,bicubic +maxvit_large_tf_384.in21k_ft_in1k,384,87.996,12.004,98.568,1.432,212.03,1.000,bicubic +convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320,320,87.970,12.030,98.474,1.526,200.13,1.000,bicubic +eva_large_patch14_196.in22k_ft_in1k,196,87.956,12.044,98.480,1.520,304.14,1.000,bicubic +maxvit_base_tf_384.in21k_ft_in1k,384,87.928,12.072,98.538,1.462,119.65,1.000,bicubic +vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,224,87.898,12.102,98.408,1.592,304.20,1.000,bicubic +convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384,384,87.890,12.110,98.448,1.552,200.13,1.000,bicubic +vit_large_patch14_clip_336.laion2b_ft_in1k,336,87.866,12.134,98.354,1.646,304.53,1.000,bicubic +vit_large_patch14_clip_224.openai_ft_in1k,224,87.860,12.140,98.430,1.570,304.20,1.000,bicubic +maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k,384,87.812,12.188,98.368,1.632,116.14,1.000,bicubic +convnext_xlarge.fb_in22k_ft_in1k_384,384,87.766,12.234,98.554,1.446,350.20,1.000,bicubic +deit3_large_patch16_384.fb_in22k_ft_in1k,384,87.734,12.266,98.508,1.492,304.76,1.000,bicubic +convnextv2_base.fcmae_ft_in22k_in1k_384,384,87.638,12.362,98.416,1.584,88.72,1.000,bicubic +vit_huge_patch14_clip_224.laion2b_ft_in1k,224,87.624,12.376,98.228,1.772,632.05,1.000,bicubic +convformer_b36.sail_in22k_ft_in1k_384,384,87.602,12.398,98.432,1.568,99.88,1.000,bicubic +convnextv2_large.fcmae_ft_in22k_in1k,288,87.494,12.506,98.360,1.640,197.96,1.000,bicubic +beit_large_patch16_224.in22k_ft_in22k_in1k,224,87.488,12.512,98.316,1.684,304.43,0.900,bicubic +maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k,384,87.478,12.522,98.374,1.626,116.09,1.000,bicubic +swinv2_large_window12to24_192to384.ms_in22k_ft_in1k,384,87.474,12.526,98.264,1.736,196.74,1.000,bicubic +caformer_m36.sail_in22k_ft_in1k_384,384,87.472,12.528,98.308,1.692,56.20,1.000,bicubic +convnext_large.fb_in22k_ft_in1k_384,384,87.456,12.544,98.380,1.620,197.77,1.000,bicubic +caformer_b36.sail_in22k_ft_in1k,224,87.440,12.560,98.332,1.668,98.75,1.000,bicubic +vit_mediumd_patch16_reg4_gap_384.sbb2_e200_in12k_ft_in1k,384,87.436,12.564,98.258,1.742,64.27,1.000,bicubic +beitv2_large_patch16_224.in1k_ft_in1k,224,87.414,12.586,98.216,1.784,304.43,0.950,bicubic +coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k,384,87.402,12.598,98.308,1.692,73.88,1.000,bicubic +convnext_xlarge.fb_in22k_ft_in1k,288,87.374,12.626,98.330,1.670,350.20,1.000,bicubic +convnext_large_mlp.clip_laion2b_augreg_ft_in1k,256,87.336,12.664,98.222,1.778,200.13,1.000,bicubic +seresnextaa201d_32x8d.sw_in12k_ft_in1k_384,384,87.308,12.692,98.334,1.666,149.39,1.000,bicubic +vit_large_patch14_clip_224.laion2b_ft_in1k,224,87.298,12.702,98.238,1.762,304.20,1.000,bicubic +convnextv2_large.fcmae_ft_in22k_in1k,224,87.264,12.736,98.244,1.756,197.96,0.875,bicubic +vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,384,87.212,12.788,98.028,1.972,86.86,1.000,bicubic +deit3_huge_patch14_224.fb_in22k_ft_in1k,224,87.180,12.820,98.264,1.736,632.13,1.000,bicubic +convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384,384,87.150,12.850,98.228,1.772,88.59,1.000,bicubic +swinv2_base_window12to24_192to384.ms_in22k_ft_in1k,384,87.140,12.860,98.228,1.772,87.92,1.000,bicubic +swin_large_patch4_window12_384.ms_in22k_ft_in1k,384,87.138,12.862,98.230,1.770,196.74,1.000,bicubic +vit_large_patch16_384.augreg_in21k_ft_in1k,384,87.094,12.906,98.306,1.694,304.72,1.000,bicubic +volo_d5_512.sail_in1k,512,87.066,12.934,97.974,2.026,296.09,1.150,bicubic +vit_base_patch16_clip_384.openai_ft_in12k_in1k,384,87.028,12.972,98.194,1.806,86.86,0.950,bicubic +convnext_large.fb_in22k_ft_in1k,288,87.014,12.986,98.212,1.788,197.77,1.000,bicubic +convnextv2_base.fcmae_ft_in22k_in1k,288,86.998,13.002,98.164,1.836,88.72,1.000,bicubic +deit3_large_patch16_224.fb_in22k_ft_in1k,224,86.986,13.014,98.240,1.760,304.37,1.000,bicubic +convformer_b36.sail_in22k_ft_in1k,224,86.984,13.016,98.158,1.842,99.88,1.000,bicubic +volo_d5_448.sail_in1k,448,86.978,13.022,97.928,2.072,295.91,1.150,bicubic +convnext_xlarge.fb_in22k_ft_in1k,224,86.970,13.030,98.204,1.796,350.20,0.875,bicubic +swinv2_large_window12to16_192to256.ms_in22k_ft_in1k,256,86.934,13.066,98.104,1.896,196.74,0.900,bicubic +maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k,224,86.908,13.092,98.004,1.996,116.14,0.950,bicubic +convformer_m36.sail_in22k_ft_in1k_384,384,86.868,13.132,98.126,1.874,57.05,1.000,bicubic +caformer_s36.sail_in22k_ft_in1k_384,384,86.864,13.136,98.222,1.778,39.30,1.000,bicubic +regnety_320.swag_ft_in1k,384,86.860,13.140,98.356,1.644,145.05,1.000,bicubic +tf_efficientnet_b7.ns_jft_in1k,600,86.852,13.148,98.080,1.920,66.35,0.949,bicubic +hiera_huge_224.mae_in1k_ft_in1k,224,86.834,13.166,98.010,1.990,672.78,0.900,bicubic +convnext_base.fb_in22k_ft_in1k_384,384,86.826,13.174,98.244,1.756,88.59,1.000,bicubic +beit_base_patch16_384.in22k_ft_in22k_in1k,384,86.816,13.184,98.136,1.864,86.74,1.000,bicubic +tf_efficientnetv2_l.in21k_ft_in1k,480,86.802,13.198,98.136,1.864,118.52,1.000,bicubic +volo_d4_448.sail_in1k,448,86.790,13.210,97.880,2.120,193.41,1.150,bicubic +convnextv2_base.fcmae_ft_in22k_in1k,224,86.752,13.248,98.020,1.980,88.72,0.875,bicubic +tf_efficientnetv2_xl.in21k_ft_in1k,512,86.748,13.252,98.014,1.986,208.12,1.000,bicubic +deit3_base_patch16_384.fb_in22k_ft_in1k,384,86.744,13.256,98.110,1.890,86.88,1.000,bicubic +seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,320,86.722,13.278,98.182,1.818,93.59,1.000,bicubic +maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k,224,86.638,13.362,98.014,1.986,116.09,0.950,bicubic +vit_base_patch16_clip_384.laion2b_ft_in1k,384,86.638,13.362,98.008,1.992,86.86,1.000,bicubic +convnextv2_huge.fcmae_ft_in1k,288,86.618,13.382,97.968,2.032,660.29,1.000,bicubic +convnext_large.fb_in22k_ft_in1k,224,86.612,13.388,98.036,1.964,197.77,0.875,bicubic +caformer_m36.sail_in22k_ft_in1k,224,86.608,13.392,98.038,1.962,56.20,1.000,bicubic +vit_mediumd_patch16_reg4_gap_256.sbb2_e200_in12k_ft_in1k,256,86.604,13.396,97.936,2.064,64.11,0.950,bicubic +vit_betwixt_patch16_reg4_gap_384.sbb2_e200_in12k_ft_in1k,384,86.602,13.398,98.022,1.978,60.60,1.000,bicubic +maxvit_base_tf_512.in1k,512,86.598,13.402,97.926,2.074,119.88,1.000,bicubic +coatnet_2_rw_224.sw_in12k_ft_in1k,224,86.580,13.420,97.896,2.104,73.87,0.950,bicubic +nextvit_large.bd_ssld_6m_in1k_384,384,86.542,13.458,98.132,1.868,57.87,1.000,bicubic +coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k,224,86.540,13.460,97.896,2.104,73.88,0.950,bicubic +seresnextaa101d_32x8d.sw_in12k_ft_in1k_288,288,86.536,13.464,98.094,1.906,93.59,0.950,bicubic +maxvit_large_tf_512.in1k,512,86.534,13.466,97.880,2.120,212.33,1.000,bicubic +seresnextaa101d_32x8d.sw_in12k_ft_in1k,288,86.518,13.482,98.036,1.964,93.59,1.000,bicubic +volo_d3_448.sail_in1k,448,86.512,13.488,97.710,2.290,86.63,1.000,bicubic +beitv2_base_patch16_224.in1k_ft_in22k_in1k,224,86.494,13.506,98.056,1.944,86.53,0.900,bicubic +convnext_base.clip_laiona_augreg_ft_in1k_384,384,86.488,13.512,97.962,2.038,88.59,1.000,bicubic +cait_m48_448.fb_dist_in1k,448,86.482,13.518,97.746,2.254,356.46,1.000,bicubic +tf_efficientnet_b6.ns_jft_in1k,528,86.476,13.524,97.868,2.132,43.04,0.942,bicubic +tiny_vit_21m_512.dist_in22k_ft_in1k,512,86.452,13.548,97.884,2.116,21.27,1.000,bicubic +swin_base_patch4_window12_384.ms_in22k_ft_in1k,384,86.438,13.562,98.068,1.932,87.90,1.000,bicubic +caformer_b36.sail_in1k_384,384,86.404,13.596,97.824,2.176,98.75,1.000,bicubic +efficientvit_l3.r384_in1k,384,86.398,13.602,97.634,2.366,246.04,1.000,bicubic +convnext_base.clip_laion2b_augreg_ft_in12k_in1k,256,86.386,13.614,97.976,2.024,88.59,1.000,bicubic +hgnetv2_b6.ssld_stage2_ft_in1k,288,86.384,13.616,97.938,2.062,75.26,1.000,bicubic +convformer_s36.sail_in22k_ft_in1k_384,384,86.380,13.620,97.976,2.024,40.01,1.000,bicubic +dm_nfnet_f6.dm_in1k,576,86.372,13.628,97.892,2.108,438.36,0.956,bicubic +nextvit_base.bd_ssld_6m_in1k_384,384,86.364,13.636,98.040,1.960,44.82,1.000,bicubic +swin_large_patch4_window7_224.ms_in22k_ft_in1k,224,86.330,13.670,97.882,2.118,196.53,0.900,bicubic 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+resnetrs200.tf_in1k,256,83.886,16.114,96.762,3.238,93.21,1.000,bicubic +hiera_small_224.mae_in1k_ft_in1k,224,83.886,16.114,96.680,3.320,35.01,0.900,bicubic +fastvit_ma36.apple_in1k,256,83.884,16.116,96.762,3.238,44.07,0.950,bicubic +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384,384,83.882,16.118,97.116,2.884,236.34,1.000,bicubic +xcit_small_24_p16_224.fb_dist_in1k,224,83.878,16.122,96.734,3.266,47.67,1.000,bicubic +resnest200e.in1k,320,83.872,16.128,96.876,3.124,70.20,0.909,bicubic +xcit_small_24_p8_224.fb_in1k,224,83.854,16.146,96.636,3.364,47.63,1.000,bicubic +swinv2_small_window8_256.ms_in1k,256,83.844,16.156,96.650,3.350,49.73,0.900,bicubic +crossvit_15_dagger_408.in1k,408,83.840,16.160,96.780,3.220,28.50,1.000,bicubic +convnext_base.fb_in1k,224,83.834,16.166,96.746,3.254,88.59,0.875,bicubic +mobilenetv4_conv_aa_large.e600_r384_in1k,480,83.832,16.168,96.732,3.268,32.59,1.000,bicubic +efficientnetv2_rw_s.ra2_in1k,384,83.830,16.170,96.712,3.288,23.94,1.000,bicubic +tf_efficientnet_b5.ra_in1k,456,83.828,16.172,96.766,3.234,30.39,0.934,bicubic +focalnet_base_lrf.ms_in1k,224,83.828,16.172,96.614,3.386,88.75,0.900,bicubic +mobilenetv4_hybrid_large.e600_r384_in1k,384,83.822,16.178,96.768,3.232,37.76,0.950,bicubic +efficientvit_b3.r256_in1k,256,83.814,16.186,96.514,3.486,48.65,1.000,bicubic +vit_medium_patch16_rope_reg1_gap_256.sbb_in1k,256,83.812,16.188,96.822,3.178,38.74,0.950,bicubic +hgnet_small.ssld_in1k,224,83.810,16.190,96.868,3.132,24.36,0.965,bicubic +regnety_160.swag_lc_in1k,224,83.808,16.192,97.284,2.716,83.59,0.965,bicubic +focalnet_base_srf.ms_in1k,224,83.808,16.192,96.660,3.340,88.15,0.900,bicubic +vit_small_patch16_384.augreg_in21k_ft_in1k,384,83.804,16.196,97.108,2.892,22.20,1.000,bicubic +vit_little_patch16_reg1_gap_256.sbb_in12k_ft_in1k,256,83.802,16.198,96.958,3.042,22.52,0.950,bicubic +deit3_base_patch16_224.fb_in1k,224,83.794,16.206,96.582,3.418,86.59,0.900,bicubic +xcit_tiny_24_p8_384.fb_dist_in1k,384,83.784,16.216,96.716,3.284,12.11,1.000,bicubic +swin_s3_small_224.ms_in1k,224,83.778,16.222,96.460,3.540,49.74,0.900,bicubic +pit_b_distilled_224.in1k,224,83.774,16.226,96.468,3.532,74.79,0.900,bicubic +mvitv2_small.fb_in1k,224,83.772,16.228,96.558,3.442,34.87,0.900,bicubic +regnetz_040_h.ra3_in1k,256,83.768,16.232,96.692,3.308,28.94,1.000,bicubic +pvt_v2_b5.in1k,224,83.768,16.232,96.632,3.368,81.96,0.900,bicubic +convformer_s18.sail_in22k_ft_in1k,224,83.762,16.238,97.048,2.952,26.77,1.000,bicubic +regnetv_064.ra3_in1k,288,83.748,16.252,96.746,3.254,30.58,1.000,bicubic +repvit_m2_3.dist_450e_in1k,224,83.742,16.258,96.642,3.358,23.69,0.950,bicubic +xcit_medium_24_p8_224.fb_in1k,224,83.742,16.258,96.392,3.608,84.32,1.000,bicubic +regnety_064.ra3_in1k,288,83.712,16.288,96.728,3.272,30.58,1.000,bicubic +pvt_v2_b4.in1k,224,83.712,16.288,96.670,3.330,62.56,0.900,bicubic +resnetrs152.tf_in1k,320,83.710,16.290,96.610,3.390,86.62,1.000,bicubic +vit_betwixt_patch16_reg4_gap_256.sbb_in1k,256,83.708,16.292,96.618,3.382,60.40,0.950,bicubic +convnext_small.fb_in1k,288,83.704,16.296,96.816,3.184,50.22,1.000,bicubic +regnety_160.deit_in1k,288,83.700,16.300,96.786,3.214,83.59,1.000,bicubic +seresnext101d_32x8d.ah_in1k,224,83.700,16.300,96.590,3.410,93.59,0.950,bicubic +tf_efficientnet_b5.aa_in1k,456,83.696,16.304,96.714,3.286,30.39,0.934,bicubic +hgnetv2_b4.ssld_stage2_ft_in1k,224,83.694,16.306,96.788,3.212,19.80,0.965,bicubic +seresnet152d.ra2_in1k,256,83.694,16.306,96.784,3.216,66.84,0.950,bicubic +twins_svt_large.in1k,224,83.690,16.310,96.608,3.392,99.27,0.900,bicubic +resnet152d.ra2_in1k,320,83.684,16.316,96.750,3.250,60.21,1.000,bicubic +edgenext_base.usi_in1k,256,83.684,16.316,96.700,3.300,18.51,0.950,bicubic +hrnet_w48_ssld.paddle_in1k,224,83.678,16.322,96.848,3.152,77.47,0.950,bilinear +rdnet_small.nv_in1k,224,83.668,16.332,96.712,3.288,50.44,0.900,bicubic +caformer_s18.sail_in1k,224,83.668,16.332,96.520,3.480,26.34,1.000,bicubic +regnetz_040.ra3_in1k,256,83.660,16.340,96.684,3.316,27.12,1.000,bicubic +vit_betwixt_patch16_reg1_gap_256.sbb_in1k,256,83.644,16.356,96.546,3.454,60.40,0.950,bicubic +nextvit_large.bd_in1k,224,83.642,16.358,96.684,3.316,57.87,0.950,bicubic +efficientformerv2_l.snap_dist_in1k,224,83.640,16.360,96.540,3.460,26.32,0.950,bicubic +seresnext101_32x8d.ah_in1k,224,83.618,16.382,96.412,3.588,93.57,0.950,bicubic +coatnet_1_rw_224.sw_in1k,224,83.612,16.388,96.382,3.618,41.72,0.950,bicubic +swin_base_patch4_window7_224.ms_in1k,224,83.610,16.390,96.450,3.550,87.77,0.900,bicubic +coat_lite_medium.in1k,224,83.602,16.398,96.714,3.286,44.57,0.900,bicubic +resmlp_big_24_224.fb_distilled_in1k,224,83.594,16.406,96.654,3.346,129.14,0.875,bicubic +resnetrs270.tf_in1k,256,83.594,16.406,96.616,3.384,129.86,1.000,bicubic +inception_next_small.sail_in1k,224,83.584,16.416,96.598,3.402,49.37,0.875,bicubic +hgnetv2_b3.ssld_stage2_ft_in1k,288,83.580,16.420,96.814,3.186,16.29,1.000,bicubic +repvgg_d2se.rvgg_in1k,320,83.554,16.446,96.664,3.336,133.33,1.000,bilinear +regnetz_d8.ra3_in1k,256,83.548,16.452,96.746,3.254,23.37,0.940,bicubic +nest_base_jx.goog_in1k,224,83.546,16.454,96.366,3.634,67.72,0.875,bicubic +resnetaa101d.sw_in12k_ft_in1k,224,83.544,16.456,96.828,3.172,44.57,0.950,bicubic +cs3se_edgenet_x.c2ns_in1k,320,83.544,16.456,96.664,3.336,50.72,1.000,bicubic +repvit_m2_3.dist_300e_in1k,224,83.524,16.476,96.532,3.468,23.69,0.950,bicubic +maxvit_tiny_rw_224.sw_in1k,224,83.522,16.478,96.488,3.512,29.06,0.950,bicubic +focalnet_small_lrf.ms_in1k,224,83.508,16.492,96.586,3.414,50.34,0.900,bicubic +fastvit_sa36.apple_in1k,256,83.504,16.496,96.630,3.370,31.53,0.900,bicubic +nextvit_base.bd_in1k,224,83.496,16.504,96.646,3.354,44.82,0.950,bicubic +resnet152.a1h_in1k,288,83.494,16.506,96.522,3.478,60.19,1.000,bicubic +swinv2_cr_small_ns_224.sw_in1k,224,83.490,16.510,96.486,3.514,49.70,0.900,bicubic +cait_s24_224.fb_dist_in1k,224,83.484,16.516,96.586,3.414,46.92,1.000,bicubic +convnextv2_tiny.fcmae_ft_in1k,288,83.476,16.524,96.718,3.282,28.64,1.000,bicubic +efficientnet_b4.ra2_in1k,384,83.474,16.526,96.584,3.416,19.34,1.000,bicubic +dm_nfnet_f0.dm_in1k,256,83.470,16.530,96.568,3.432,71.49,0.900,bicubic +vit_medium_patch16_reg4_gap_256.sbb_in1k,256,83.468,16.532,96.622,3.378,38.88,0.950,bicubic +vit_medium_patch16_reg1_gap_256.sbb_in1k,256,83.458,16.542,96.522,3.478,38.88,0.950,bicubic +hgnetv2_b4.ssld_stage1_in22k_in1k,288,83.448,16.552,96.922,3.078,19.80,1.000,bicubic +dm_nfnet_f1.dm_in1k,224,83.444,16.556,96.634,3.366,132.63,0.910,bicubic +efficientvit_b3.r224_in1k,224,83.444,16.556,96.338,3.662,48.65,0.950,bicubic +focalnet_small_srf.ms_in1k,224,83.430,16.570,96.434,3.566,49.89,0.900,bicubic +deit3_small_patch16_384.fb_in1k,384,83.428,16.572,96.676,3.324,22.21,1.000,bicubic +regnetz_d32.ra3_in1k,256,83.428,16.572,96.636,3.364,27.58,0.950,bicubic +mobilenetv4_hybrid_medium.ix_e550_r384_in1k,448,83.422,16.578,96.732,3.268,11.07,1.000,bicubic +maxvit_tiny_tf_224.in1k,224,83.422,16.578,96.590,3.410,30.92,0.950,bicubic +mobilenetv4_conv_large.e600_r384_in1k,448,83.418,16.582,96.612,3.388,32.59,1.000,bicubic +edgenext_base.in21k_ft_in1k,256,83.416,16.584,96.796,3.204,18.51,0.950,bicubic +mobilevitv2_200.cvnets_in22k_ft_in1k_384,384,83.410,16.590,96.572,3.428,18.45,1.000,bicubic +sequencer2d_l.in1k,224,83.410,16.590,96.504,3.496,54.30,0.875,bicubic +gcvit_tiny.in1k,224,83.400,16.600,96.392,3.608,28.22,0.875,bicubic +regnetz_d8_evos.ch_in1k,256,83.394,16.606,96.658,3.342,23.46,0.950,bicubic +deit_base_distilled_patch16_224.fb_in1k,224,83.388,16.612,96.490,3.510,87.34,0.900,bicubic +efficientformer_l7.snap_dist_in1k,224,83.386,16.614,96.538,3.462,82.23,0.950,bicubic +tf_efficientnetv2_s.in21k_ft_in1k,300,83.374,16.626,96.710,3.290,21.46,1.000,bicubic +convnextv2_nano.fcmae_ft_in22k_in1k_384,384,83.362,16.638,96.740,3.260,15.62,1.000,bicubic +fastvit_sa24.apple_dist_in1k,256,83.362,16.638,96.576,3.424,21.55,0.900,bicubic +xcit_small_12_p8_224.fb_in1k,224,83.356,16.644,96.474,3.526,26.21,1.000,bicubic +coatnet_rmlp_1_rw_224.sw_in1k,224,83.354,16.646,96.452,3.548,41.69,0.950,bicubic +xcit_small_12_p16_224.fb_dist_in1k,224,83.354,16.646,96.424,3.576,26.25,1.000,bicubic +vit_base_patch32_384.augreg_in21k_ft_in1k,384,83.352,16.648,96.832,3.168,88.30,1.000,bicubic +resnext101_32x16d.fb_swsl_ig1b_ft_in1k,224,83.346,16.654,96.844,3.156,194.03,0.875,bilinear +swin_small_patch4_window7_224.ms_in22k_ft_in1k,224,83.330,16.670,96.996,3.004,49.61,0.900,bicubic +regnety_320.seer_ft_in1k,384,83.326,16.674,96.712,3.288,145.05,1.000,bicubic +vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,224,83.306,16.694,96.530,3.470,88.22,0.900,bicubic +tiny_vit_21m_224.in1k,224,83.270,16.730,96.602,3.398,21.20,0.950,bicubic +resnext101_32x4d.fb_swsl_ig1b_ft_in1k,224,83.268,16.732,96.760,3.240,44.18,0.875,bilinear +eca_nfnet_l1.ra2_in1k,256,83.264,16.736,96.674,3.326,41.41,0.900,bicubic +mobilenetv4_conv_aa_large.e600_r384_in1k,384,83.264,16.736,96.390,3.610,32.59,0.950,bicubic +tf_efficientnet_b4.ap_in1k,380,83.250,16.750,96.390,3.610,19.34,0.922,bicubic +resnet200d.ra2_in1k,256,83.240,16.760,96.546,3.454,64.69,0.950,bicubic +tiny_vit_11m_224.dist_in22k_ft_in1k,224,83.232,16.768,96.628,3.372,11.00,0.950,bicubic +swin_small_patch4_window7_224.ms_in1k,224,83.228,16.772,96.326,3.674,49.61,0.900,bicubic +regnetv_040.ra3_in1k,288,83.200,16.800,96.658,3.342,20.64,1.000,bicubic +xception65.ra3_in1k,299,83.184,16.816,96.598,3.402,39.92,0.940,bicubic +regnety_320.tv2_in1k,224,83.174,16.826,96.416,3.584,145.05,0.965,bicubic +tf_efficientnetv2_s.in1k,300,83.172,16.828,96.336,3.664,21.46,1.000,bicubic +rexnetr_200.sw_in12k_ft_in1k,288,83.170,16.830,96.650,3.350,16.52,1.000,bicubic +twins_pcpvt_large.in1k,224,83.168,16.832,96.610,3.390,60.99,0.900,bicubic +tf_efficientnet_b5.in1k,456,83.166,16.834,96.530,3.470,30.39,0.934,bicubic +xception65p.ra3_in1k,299,83.164,16.836,96.500,3.500,39.82,0.940,bicubic +regnety_080.ra3_in1k,224,83.162,16.838,96.478,3.522,39.18,0.950,bicubic +resnext101_64x4d.c1_in1k,288,83.158,16.842,96.370,3.630,83.46,1.000,bicubic +resnet152d.ra2_in1k,256,83.156,16.844,96.382,3.618,60.21,0.950,bicubic +convnext_small.fb_in1k,224,83.144,16.856,96.432,3.568,50.22,0.875,bicubic +swinv2_cr_small_224.sw_in1k,224,83.126,16.874,96.110,3.890,49.70,0.900,bicubic +twins_svt_base.in1k,224,83.124,16.876,96.428,3.572,56.07,0.900,bicubic +nest_small_jx.goog_in1k,224,83.122,16.878,96.334,3.666,38.35,0.875,bicubic +pvt_v2_b3.in1k,224,83.118,16.882,96.562,3.438,45.24,0.900,bicubic +regnetv_064.ra3_in1k,224,83.118,16.882,96.454,3.546,30.58,0.950,bicubic +deit_base_patch16_384.fb_in1k,384,83.116,16.884,96.366,3.634,86.86,1.000,bicubic +hgnetv2_b3.ssld_stage1_in22k_in1k,288,83.114,16.886,96.712,3.288,16.29,1.000,bicubic +maxxvitv2_nano_rw_256.sw_in1k,256,83.104,16.896,96.334,3.666,23.70,0.950,bicubic +tresnet_m.miil_in21k_ft_in1k,224,83.090,16.910,96.112,3.888,31.39,0.875,bilinear +deit3_medium_patch16_224.fb_in1k,224,83.086,16.914,96.286,3.714,38.85,0.900,bicubic +efficientvit_b2.r288_in1k,288,83.084,16.916,96.302,3.698,24.33,1.000,bicubic +deit3_small_patch16_224.fb_in22k_ft_in1k,224,83.082,16.918,96.780,3.220,22.06,1.000,bicubic +tresnet_xl.miil_in1k_448,448,83.066,16.934,96.180,3.820,78.44,0.875,bilinear +regnety_040.ra3_in1k,288,83.058,16.942,96.498,3.502,20.65,1.000,bicubic +tf_efficientnet_b4.aa_in1k,380,83.040,16.960,96.290,3.710,19.34,0.922,bicubic +maxxvit_rmlp_nano_rw_256.sw_in1k,256,83.026,16.974,96.344,3.656,16.78,0.950,bicubic +resnet101d.ra2_in1k,320,83.018,16.982,96.458,3.542,44.57,1.000,bicubic +regnety_064.ra3_in1k,224,83.006,16.994,96.296,3.704,30.58,0.950,bicubic +resnetv2_101.a1h_in1k,288,83.002,16.998,96.444,3.556,44.54,1.000,bicubic +ecaresnet101d.miil_in1k,288,82.998,17.002,96.524,3.476,44.57,0.950,bicubic +regnety_160.deit_in1k,224,82.994,17.006,96.500,3.500,83.59,0.950,bicubic +mobilenetv4_hybrid_medium.e200_r256_in12k_ft_in1k,320,82.990,17.010,96.670,3.330,11.07,1.000,bicubic +maxvit_rmlp_nano_rw_256.sw_in1k,256,82.980,17.020,96.272,3.728,15.50,0.950,bicubic +resnext101_64x4d.tv_in1k,224,82.978,17.022,96.252,3.748,83.46,0.875,bilinear +mobilenetv4_conv_large.e600_r384_in1k,384,82.974,17.026,96.244,3.756,32.59,0.950,bicubic +convformer_s18.sail_in1k,224,82.968,17.032,96.244,3.756,26.77,1.000,bicubic +mobilenetv4_hybrid_medium.ix_e550_r384_in1k,384,82.960,17.040,96.474,3.526,11.07,0.950,bicubic +convnextv2_tiny.fcmae_ft_in1k,224,82.948,17.052,96.286,3.714,28.64,0.875,bicubic +maxvit_nano_rw_256.sw_in1k,256,82.942,17.058,96.224,3.776,15.45,0.950,bicubic +mobilevitv2_175.cvnets_in22k_ft_in1k_384,384,82.928,17.072,96.452,3.548,14.25,1.000,bicubic +resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k,224,82.916,17.084,96.576,3.424,236.34,0.875,bicubic +resnest101e.in1k,256,82.916,17.084,96.310,3.690,48.28,0.875,bilinear +hgnetv2_b3.ssld_stage2_ft_in1k,224,82.910,17.090,96.362,3.638,16.29,0.965,bicubic +xcit_large_24_p16_224.fb_in1k,224,82.890,17.110,95.882,4.118,189.10,1.000,bicubic +convnext_tiny.fb_in22k_ft_in1k,224,82.888,17.112,96.628,3.372,28.59,0.875,bicubic +efficientnetv2_rw_s.ra2_in1k,288,82.888,17.112,96.328,3.672,23.94,1.000,bicubic +hgnetv2_b4.ssld_stage1_in22k_in1k,224,82.886,17.114,96.632,3.368,19.80,0.965,bicubic +resnetrs152.tf_in1k,256,82.886,17.114,96.286,3.714,86.62,1.000,bicubic +convnext_nano.in12k_ft_in1k,288,82.882,17.118,96.562,3.438,15.59,1.000,bicubic +sequencer2d_m.in1k,224,82.838,17.162,96.276,3.724,38.31,0.875,bicubic +resnext101_32x8d.tv2_in1k,224,82.832,17.168,96.232,3.768,88.79,0.965,bilinear +swinv2_tiny_window16_256.ms_in1k,256,82.828,17.172,96.222,3.778,28.35,0.900,bicubic +pnasnet5large.tf_in1k,331,82.828,17.172,96.038,3.962,86.06,0.911,bicubic +regnetx_320.tv2_in1k,224,82.824,17.176,96.202,3.798,107.81,0.965,bicubic +hiera_tiny_224.mae_in1k_ft_in1k,224,82.824,17.176,96.192,3.808,27.91,0.900,bicubic +resnetv2_50x1_bit.goog_distilled_in1k,224,82.820,17.180,96.526,3.474,25.55,0.875,bicubic +rdnet_tiny.nv_in1k,224,82.820,17.180,96.278,3.722,23.86,0.900,bicubic +resnet152.a1h_in1k,224,82.818,17.182,96.124,3.876,60.19,0.950,bicubic +resnet101.a1h_in1k,288,82.802,17.198,96.320,3.680,44.55,1.000,bicubic +rexnet_300.nav_in1k,224,82.780,17.220,96.234,3.766,34.71,0.875,bicubic +vit_relpos_base_patch16_clsgap_224.sw_in1k,224,82.762,17.238,96.178,3.822,86.43,0.900,bicubic +cs3se_edgenet_x.c2ns_in1k,256,82.760,17.240,96.306,3.694,50.72,0.950,bicubic +nfnet_l0.ra2_in1k,288,82.756,17.244,96.494,3.506,35.07,1.000,bicubic +cs3edgenet_x.c2_in1k,288,82.746,17.254,96.390,3.610,47.82,1.000,bicubic +resnet152.a1_in1k,288,82.744,17.256,95.720,4.280,60.19,1.000,bicubic +regnety_032.ra_in1k,288,82.724,17.276,96.424,3.576,19.44,1.000,bicubic +twins_pcpvt_base.in1k,224,82.722,17.278,96.348,3.652,43.83,0.900,bicubic +resnext101_32x8d.fb_wsl_ig1b_ft_in1k,224,82.720,17.280,96.624,3.376,88.79,0.875,bilinear +efficientvit_b2.r256_in1k,256,82.712,17.288,96.092,3.908,24.33,1.000,bicubic +fastvit_sa24.apple_in1k,256,82.706,17.294,96.278,3.722,21.55,0.900,bicubic +davit_tiny.msft_in1k,224,82.698,17.302,96.284,3.716,28.36,0.950,bicubic +convnext_tiny.fb_in1k,288,82.694,17.306,96.144,3.856,28.59,1.000,bicubic +mobilenetv4_conv_large.e500_r256_in1k,320,82.674,17.326,96.316,3.684,32.59,1.000,bicubic +convnextv2_nano.fcmae_ft_in22k_in1k,288,82.666,17.334,96.546,3.454,15.62,1.000,bicubic +regnetz_c16.ra3_in1k,320,82.660,17.340,96.332,3.668,13.46,1.000,bicubic +efficientnet_b4.ra2_in1k,320,82.654,17.346,96.136,3.864,19.34,0.875,bicubic +cs3sedarknet_x.c2ns_in1k,288,82.650,17.350,96.348,3.652,35.40,1.000,bicubic +regnety_160.tv2_in1k,224,82.646,17.354,96.230,3.770,83.59,0.965,bicubic +resnetaa50d.sw_in12k_ft_in1k,288,82.644,17.356,96.490,3.510,25.58,1.000,bicubic +regnetz_c16_evos.ch_in1k,320,82.644,17.356,96.480,3.520,13.49,0.950,bicubic +nasnetalarge.tf_in1k,331,82.636,17.364,96.060,3.940,88.75,0.911,bicubic +tf_efficientnetv2_b3.in21k_ft_in1k,300,82.634,17.366,96.630,3.370,14.36,0.900,bicubic +xcit_medium_24_p16_224.fb_in1k,224,82.632,17.368,95.980,4.020,84.40,1.000,bicubic +vit_base_patch32_clip_224.laion2b_ft_in1k,224,82.630,17.370,96.204,3.796,88.22,0.900,bicubic +nextvit_small.bd_in1k,224,82.620,17.380,96.222,3.778,31.76,0.950,bicubic +resnet152.a2_in1k,288,82.620,17.380,95.744,4.256,60.19,1.000,bicubic +poolformerv2_m48.sail_in1k,224,82.612,17.388,96.068,3.932,73.35,1.000,bicubic +hgnetv2_b3.ssld_stage1_in22k_in1k,224,82.610,17.390,96.362,3.638,16.29,0.965,bicubic +rexnetr_200.sw_in12k_ft_in1k,224,82.608,17.392,96.392,3.608,16.52,0.950,bicubic +tf_efficientnet_b4.in1k,380,82.608,17.392,96.126,3.874,19.34,0.922,bicubic +convnext_tiny_hnf.a2h_in1k,288,82.608,17.392,96.024,3.976,28.59,1.000,bicubic +mobilevitv2_150.cvnets_in22k_ft_in1k_384,384,82.606,17.394,96.310,3.690,10.59,1.000,bicubic +levit_conv_384.fb_dist_in1k,224,82.600,17.400,96.020,3.980,39.13,0.900,bicubic +levit_384.fb_dist_in1k,224,82.598,17.402,96.016,3.984,39.13,0.900,bicubic +eca_nfnet_l0.ra2_in1k,288,82.596,17.404,96.490,3.510,24.14,1.000,bicubic +regnety_080_tv.tv2_in1k,224,82.592,17.408,96.244,3.756,39.38,0.965,bicubic +flexivit_small.1200ep_in1k,240,82.592,17.408,96.150,3.850,22.06,0.950,bicubic +xcit_tiny_24_p16_384.fb_dist_in1k,384,82.580,17.420,96.254,3.746,12.12,1.000,bicubic +xcit_tiny_24_p8_224.fb_dist_in1k,224,82.580,17.420,96.184,3.816,12.11,1.000,bicubic +xcit_small_24_p16_224.fb_in1k,224,82.580,17.420,96.000,4.000,47.67,1.000,bicubic +regnetx_160.tv2_in1k,224,82.576,17.424,96.056,3.944,54.28,0.965,bicubic +vit_relpos_medium_patch16_cls_224.sw_in1k,224,82.572,17.428,96.076,3.924,38.76,0.900,bicubic +efficientformer_l3.snap_dist_in1k,224,82.564,17.436,96.242,3.758,31.41,0.950,bicubic +hgnet_tiny.ssld_in1k,288,82.524,17.476,96.514,3.486,14.74,1.000,bicubic +resnet61q.ra2_in1k,288,82.524,17.476,96.134,3.866,36.85,1.000,bicubic +repvit_m1_5.dist_450e_in1k,224,82.520,17.480,96.110,3.890,14.64,0.950,bicubic +wide_resnet101_2.tv2_in1k,224,82.516,17.484,96.012,3.988,126.89,0.965,bilinear +vit_little_patch16_reg4_gap_256.sbb_in1k,256,82.514,17.486,96.260,3.740,22.52,0.950,bicubic +inception_next_tiny.sail_in1k,224,82.508,17.492,96.000,4.000,28.06,0.875,bicubic +crossvit_18_dagger_240.in1k,240,82.504,17.496,96.068,3.932,44.27,0.875,bicubic +mobilenetv4_hybrid_medium.ix_e550_r256_in1k,320,82.496,17.504,96.280,3.720,11.07,1.000,bicubic +convnextv2_nano.fcmae_ft_in1k,288,82.496,17.504,96.228,3.772,15.62,1.000,bicubic +gc_efficientnetv2_rw_t.agc_in1k,288,82.480,17.520,96.300,3.700,13.68,1.000,bicubic +vit_relpos_base_patch16_224.sw_in1k,224,82.476,17.524,96.144,3.856,86.43,0.900,bicubic +vit_relpos_medium_patch16_224.sw_in1k,224,82.466,17.534,96.084,3.916,38.75,0.900,bicubic +poolformer_m48.sail_in1k,224,82.462,17.538,95.968,4.032,73.47,0.950,bicubic +pit_b_224.in1k,224,82.460,17.540,95.708,4.292,73.76,0.900,bicubic +regnetv_040.ra3_in1k,224,82.448,17.552,96.204,3.796,20.64,0.950,bicubic +resnext101_64x4d.c1_in1k,224,82.446,17.554,95.920,4.080,83.46,0.950,bicubic +tf_efficientnet_b2.ns_jft_in1k,260,82.412,17.588,96.234,3.766,9.11,0.890,bicubic +mvitv2_tiny.fb_in1k,224,82.408,17.592,96.150,3.850,24.17,0.900,bicubic +coatnet_bn_0_rw_224.sw_in1k,224,82.394,17.606,96.194,3.806,27.44,0.950,bicubic +coatnet_0_rw_224.sw_in1k,224,82.394,17.606,95.844,4.156,27.44,0.950,bicubic +xcit_tiny_12_p8_384.fb_dist_in1k,384,82.392,17.608,96.214,3.786,6.71,1.000,bicubic +flexivit_small.600ep_in1k,240,82.392,17.608,96.040,3.960,22.06,0.950,bicubic +crossvit_18_240.in1k,240,82.386,17.614,96.066,3.934,43.27,0.875,bicubic +repvit_m1_5.dist_300e_in1k,224,82.382,17.618,96.026,3.974,14.64,0.950,bicubic +coat_small.in1k,224,82.376,17.624,96.214,3.786,21.69,0.900,bicubic +ecaresnet50t.ra2_in1k,320,82.370,17.630,96.120,3.880,25.57,0.950,bicubic +mobilenetv4_hybrid_medium.e200_r256_in12k_ft_in1k,256,82.362,17.638,96.256,3.744,11.07,0.950,bicubic +hgnetv2_b2.ssld_stage2_ft_in1k,288,82.360,17.640,96.404,3.596,11.22,1.000,bicubic +resnet51q.ra2_in1k,288,82.356,17.644,96.178,3.822,35.70,1.000,bilinear +efficientnetv2_rw_t.ra2_in1k,288,82.354,17.646,96.178,3.822,13.65,1.000,bicubic +sequencer2d_s.in1k,224,82.336,17.664,96.032,3.968,27.65,0.875,bicubic +resnetv2_101x1_bit.goog_in21k_ft_in1k,448,82.332,17.668,96.526,3.474,44.54,1.000,bilinear +mobilevitv2_200.cvnets_in22k_ft_in1k,256,82.322,17.678,95.940,4.060,18.45,0.888,bicubic +resnet101.a1_in1k,288,82.322,17.678,95.628,4.372,44.55,1.000,bicubic +regnety_040.ra3_in1k,224,82.316,17.684,96.076,3.924,20.65,0.950,bicubic +mixer_b16_224.miil_in21k_ft_in1k,224,82.310,17.690,95.714,4.286,59.88,0.875,bilinear +vit_relpos_medium_patch16_rpn_224.sw_in1k,224,82.308,17.692,95.982,4.018,38.73,0.900,bicubic +convnext_nano.in12k_ft_in1k,224,82.306,17.694,96.338,3.662,15.59,0.950,bicubic +crossvit_15_dagger_240.in1k,240,82.306,17.694,95.968,4.032,28.21,0.875,bicubic +coat_lite_small.in1k,224,82.302,17.698,95.834,4.166,19.84,0.900,bicubic +efficientnet_b3.ra2_in1k,320,82.298,17.702,96.128,3.872,12.23,1.000,bicubic +resnet152.tv2_in1k,224,82.294,17.706,96.000,4.000,60.19,0.965,bilinear +resnetrs101.tf_in1k,288,82.294,17.706,96.000,4.000,63.62,0.940,bicubic +convit_base.fb_in1k,224,82.294,17.706,95.938,4.062,86.54,0.875,bicubic +tresnet_l.miil_in1k_448,448,82.278,17.722,95.988,4.012,55.99,0.875,bilinear +wide_resnet50_2.racm_in1k,288,82.266,17.734,96.062,3.938,68.88,0.950,bicubic +resnet101d.ra2_in1k,256,82.252,17.748,96.068,3.932,44.57,0.950,bicubic +vit_srelpos_medium_patch16_224.sw_in1k,224,82.250,17.750,95.928,4.072,38.74,0.900,bicubic +cs3darknet_x.c2ns_in1k,288,82.236,17.764,96.232,3.768,35.05,1.000,bicubic +convnext_tiny_hnf.a2h_in1k,224,82.230,17.770,95.860,4.140,28.59,0.950,bicubic +crossvit_base_240.in1k,240,82.228,17.772,95.814,4.186,105.03,0.875,bicubic +resnet101.a2_in1k,288,82.224,17.776,95.738,4.262,44.55,1.000,bicubic +vit_base_patch16_rpn_224.sw_in1k,224,82.216,17.784,95.998,4.002,86.54,0.900,bicubic +hgnet_small.paddle_in1k,288,82.214,17.786,96.224,3.776,24.36,1.000,bicubic +cs3edgenet_x.c2_in1k,256,82.214,17.786,95.938,4.062,47.82,0.887,bicubic +poolformerv2_m36.sail_in1k,224,82.214,17.786,95.896,4.104,56.08,1.000,bicubic +cait_xxs36_384.fb_dist_in1k,384,82.208,17.792,96.150,3.850,17.37,1.000,bicubic +pvt_v2_b2_li.in1k,224,82.202,17.798,96.110,3.890,22.55,0.900,bicubic +seresnext50_32x4d.racm_in1k,288,82.186,17.814,96.148,3.852,27.56,0.950,bicubic +ecaresnet101d.miil_in1k,224,82.186,17.814,96.062,3.938,44.57,0.875,bicubic +focalnet_tiny_lrf.ms_in1k,224,82.174,17.826,95.948,4.052,28.65,0.900,bicubic +flexivit_small.300ep_in1k,240,82.170,17.830,96.026,3.974,22.06,0.950,bicubic +resnext50_32x4d.fb_swsl_ig1b_ft_in1k,224,82.162,17.838,96.224,3.776,25.03,0.875,bilinear +efficientvit_b2.r224_in1k,224,82.162,17.838,95.710,4.290,24.33,0.950,bicubic +regnetz_c16.ra3_in1k,256,82.160,17.840,96.054,3.946,13.46,0.940,bicubic +efficientformerv2_s2.snap_dist_in1k,224,82.150,17.850,95.912,4.088,12.71,0.950,bicubic +focalnet_tiny_srf.ms_in1k,224,82.144,17.856,95.970,4.030,28.43,0.900,bicubic +swin_s3_tiny_224.ms_in1k,224,82.128,17.872,95.958,4.042,28.33,0.900,bicubic +ecaresnet50t.a1_in1k,288,82.112,17.888,95.654,4.346,25.57,1.000,bicubic +poolformer_m36.sail_in1k,224,82.104,17.896,95.698,4.302,56.17,0.950,bicubic +visformer_small.in1k,224,82.096,17.904,95.876,4.124,40.22,0.900,bicubic +pvt_v2_b2.in1k,224,82.094,17.906,95.956,4.044,25.36,0.900,bicubic +halo2botnet50ts_256.a1h_in1k,256,82.084,17.916,95.658,4.342,22.64,0.950,bicubic +convnext_tiny.fb_in1k,224,82.066,17.934,95.854,4.146,28.59,0.875,bicubic +tresnet_xl.miil_in1k,224,82.064,17.936,95.930,4.070,78.44,0.875,bilinear +coatnet_rmlp_nano_rw_224.sw_in1k,224,82.062,17.938,95.870,4.130,15.15,0.900,bicubic +hrnet_w18_ssld.paddle_in1k,288,82.048,17.952,96.244,3.756,21.30,1.000,bilinear +resnetv2_101.a1h_in1k,224,82.042,17.958,95.866,4.134,44.54,0.950,bicubic +fbnetv3_g.ra2_in1k,288,82.040,17.960,96.064,3.936,16.62,0.950,bilinear +convnextv2_nano.fcmae_ft_in22k_in1k,224,82.038,17.962,96.174,3.826,15.62,0.875,bicubic +resnext50_32x4d.a1h_in1k,288,82.012,17.988,95.932,4.068,25.03,1.000,bicubic +ecaresnet101d_pruned.miil_in1k,288,82.006,17.994,96.164,3.836,24.88,0.950,bicubic +resnetv2_50d_evos.ah_in1k,288,82.000,18.000,95.898,4.102,25.59,1.000,bicubic +coatnext_nano_rw_224.sw_in1k,224,81.998,18.002,95.888,4.112,14.70,0.900,bicubic +resnet152.a1_in1k,224,81.998,18.002,95.294,4.706,60.19,0.950,bicubic +resnext101_32x8d.tv2_in1k,176,81.990,18.010,95.716,4.284,88.79,0.875,bilinear +xcit_small_12_p16_224.fb_in1k,224,81.982,18.018,95.814,4.186,26.25,1.000,bicubic +xception41p.ra3_in1k,299,81.980,18.020,95.788,4.212,26.91,0.940,bicubic +deit_base_patch16_224.fb_in1k,224,81.980,18.020,95.742,4.258,86.57,0.900,bicubic +gcvit_xtiny.in1k,224,81.968,18.032,95.966,4.034,19.98,0.875,bicubic +resnet61q.ra2_in1k,256,81.966,18.034,95.852,4.148,36.85,0.900,bicubic +resnetv2_50d_gn.ah_in1k,288,81.962,18.038,95.936,4.064,25.57,1.000,bicubic +tf_efficientnetv2_b3.in1k,300,81.960,18.040,95.774,4.226,14.36,0.904,bicubic +resnet101.a1h_in1k,224,81.950,18.050,95.760,4.240,44.55,0.950,bicubic +vit_base_patch32_clip_224.openai_ft_in1k,224,81.946,18.054,95.974,4.026,88.22,0.900,bicubic +mobilevitv2_175.cvnets_in22k_ft_in1k,256,81.944,18.056,95.794,4.206,14.25,0.888,bicubic +regnetz_c16_evos.ch_in1k,256,81.942,18.058,96.150,3.850,13.49,0.950,bicubic +regnety_032.ra_in1k,224,81.942,18.058,95.970,4.030,19.44,0.950,bicubic +hgnet_tiny.ssld_in1k,224,81.940,18.060,96.114,3.886,14.74,0.965,bicubic +cs3sedarknet_x.c2ns_in1k,256,81.926,18.074,96.022,3.978,35.40,0.887,bicubic +resnet101.tv2_in1k,224,81.906,18.094,95.768,4.232,44.55,0.965,bilinear +xcit_tiny_24_p8_224.fb_in1k,224,81.890,18.110,95.980,4.020,12.11,1.000,bicubic +resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k,224,81.880,18.120,96.100,3.900,194.03,0.875,bilinear +nfnet_l0.ra2_in1k,224,81.868,18.132,96.036,3.964,35.07,0.900,bicubic +mobilenetv4_conv_large.e500_r256_in1k,256,81.864,18.136,95.696,4.304,32.59,0.950,bicubic +cs3darknet_x.c2ns_in1k,256,81.856,18.144,95.956,4.044,35.05,0.950,bicubic +convnextv2_nano.fcmae_ft_in1k,224,81.856,18.144,95.740,4.260,15.62,0.875,bicubic +tf_efficientnet_b3.ap_in1k,300,81.854,18.146,95.608,4.392,12.23,0.904,bicubic +vit_small_r26_s32_224.augreg_in21k_ft_in1k,224,81.844,18.156,96.024,3.976,36.43,0.900,bicubic +pit_s_distilled_224.in1k,224,81.842,18.158,95.724,4.276,24.04,0.900,bicubic +fastvit_sa12.apple_dist_in1k,256,81.842,18.158,95.700,4.300,11.58,0.900,bicubic +resnet50d.ra4_e3600_r224_in1k,288,81.830,18.170,95.920,4.080,25.58,1.000,bicubic +swinv2_tiny_window8_256.ms_in1k,256,81.824,18.176,95.988,4.012,28.35,0.900,bicubic +regnety_032.tv2_in1k,224,81.798,18.202,95.846,4.154,19.44,0.965,bicubic +swinv2_cr_tiny_ns_224.sw_in1k,224,81.796,18.204,95.824,4.176,28.33,0.900,bicubic +vit_base_patch16_224.orig_in21k_ft_in1k,224,81.786,18.214,96.124,3.876,86.57,0.900,bicubic +resnetaa50d.sw_in12k_ft_in1k,224,81.782,18.218,96.036,3.964,25.58,0.950,bicubic +resnet51q.ra2_in1k,256,81.778,18.222,95.950,4.050,35.70,0.875,bilinear +cs3sedarknet_l.c2ns_in1k,288,81.766,18.234,95.966,4.034,21.91,0.950,bicubic +eca_nfnet_l0.ra2_in1k,224,81.764,18.236,95.998,4.002,24.14,0.900,bicubic +resnet152.a2_in1k,224,81.764,18.236,95.270,4.730,60.19,0.950,bicubic +tresnet_m.miil_in1k_448,448,81.710,18.290,95.562,4.438,31.39,0.875,bilinear +coatnet_nano_rw_224.sw_in1k,224,81.704,18.296,95.650,4.350,15.14,0.900,bicubic +twins_svt_small.in1k,224,81.692,18.308,95.668,4.332,24.06,0.900,bicubic +ecaresnet50t.a2_in1k,288,81.682,18.318,95.532,4.468,25.57,1.000,bicubic +halonet50ts.a1h_in1k,256,81.650,18.350,95.614,4.386,22.73,0.940,bicubic +tf_efficientnet_b3.aa_in1k,300,81.648,18.352,95.724,4.276,12.23,0.904,bicubic +ecaresnet50d.miil_in1k,288,81.640,18.360,95.886,4.114,25.58,0.950,bicubic +rexnet_200.nav_in1k,224,81.640,18.360,95.668,4.332,16.37,0.875,bicubic +resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k,224,81.620,18.380,96.036,3.964,88.79,0.875,bilinear +convnext_nano_ols.d1h_in1k,288,81.612,18.388,95.626,4.374,15.65,1.000,bicubic +resnetaa50.a1h_in1k,288,81.604,18.396,95.808,4.192,25.56,1.000,bicubic +wide_resnet50_2.tv2_in1k,224,81.598,18.402,95.764,4.236,68.88,0.965,bilinear +poolformerv2_s36.sail_in1k,224,81.576,18.424,95.680,4.320,30.79,1.000,bicubic +edgenext_small.usi_in1k,320,81.572,18.428,95.712,4.288,5.59,1.000,bicubic +hgnetv2_b2.ssld_stage2_ft_in1k,224,81.566,18.434,95.898,4.102,11.22,0.965,bicubic +regnetx_080.tv2_in1k,224,81.560,18.440,95.542,4.458,39.57,0.965,bicubic +lamhalobotnet50ts_256.a1h_in1k,256,81.548,18.452,95.494,4.506,22.57,0.950,bicubic +tf_efficientnet_lite4.in1k,380,81.546,18.454,95.666,4.334,13.01,0.920,bilinear +tiny_vit_11m_224.in1k,224,81.538,18.462,95.870,4.130,11.00,0.950,bicubic +tnt_s_patch16_224,224,81.528,18.472,95.734,4.266,23.76,0.900,bicubic +crossvit_15_240.in1k,240,81.518,18.482,95.696,4.304,27.53,0.875,bicubic +vit_large_patch32_384.orig_in21k_ft_in1k,384,81.506,18.494,96.088,3.912,306.63,1.000,bicubic +levit_conv_256.fb_dist_in1k,224,81.506,18.494,95.488,4.512,18.89,0.900,bicubic +levit_256.fb_dist_in1k,224,81.506,18.494,95.466,4.534,18.89,0.900,bicubic +tresnet_l.miil_in1k,224,81.498,18.502,95.652,4.348,55.99,0.875,bilinear +repvit_m3.dist_in1k,224,81.494,18.506,95.562,4.438,10.68,0.950,bicubic +resnet101.a1_in1k,224,81.494,18.506,95.164,4.836,44.55,0.950,bicubic +wide_resnet50_2.racm_in1k,224,81.488,18.512,95.544,4.456,68.88,0.875,bicubic +resnext50_32x4d.a1_in1k,288,81.484,18.516,95.162,4.838,25.03,1.000,bicubic +vit_relpos_small_patch16_224.sw_in1k,224,81.476,18.524,95.824,4.176,21.98,0.900,bicubic +efficientnet_b3.ra2_in1k,288,81.474,18.526,95.712,4.288,12.23,0.875,bicubic +mobilenetv4_hybrid_medium.ix_e550_r256_in1k,256,81.474,18.526,95.692,4.308,11.07,0.950,bicubic +convnext_nano.d1h_in1k,288,81.474,18.526,95.670,4.330,15.59,1.000,bicubic +mobilevitv2_150.cvnets_in22k_ft_in1k,256,81.470,18.530,95.672,4.328,10.59,0.888,bicubic +hgnetv2_b2.ssld_stage1_in22k_in1k,288,81.460,18.540,96.008,3.992,11.22,1.000,bicubic +gcresnet50t.ra2_in1k,288,81.458,18.542,95.722,4.278,25.90,1.000,bicubic +ecaresnet50t.ra2_in1k,256,81.446,18.554,95.678,4.322,25.57,0.875,bicubic +resnet50d.a1_in1k,288,81.444,18.556,95.224,4.776,25.58,1.000,bicubic +dm_nfnet_f0.dm_in1k,192,81.438,18.562,95.678,4.322,71.49,0.900,bicubic +efficientnet_b1.ra4_e3600_r240_in1k,288,81.434,18.566,95.696,4.304,7.79,1.000,bicubic +poolformer_s36.sail_in1k,224,81.432,18.568,95.444,4.556,30.86,0.900,bicubic +nest_tiny_jx.goog_in1k,224,81.428,18.572,95.626,4.374,17.06,0.875,bicubic +hgnet_small.paddle_in1k,224,81.426,18.574,95.846,4.154,24.36,0.965,bicubic +ecaresnetlight.miil_in1k,288,81.416,18.584,95.794,4.206,30.16,0.950,bicubic +vit_small_patch16_224.augreg_in21k_ft_in1k,224,81.414,18.586,96.150,3.850,22.05,0.900,bicubic +convit_small.fb_in1k,224,81.414,18.586,95.736,4.264,27.78,0.875,bicubic +resnetv2_50.a1h_in1k,288,81.408,18.592,95.712,4.288,25.55,1.000,bicubic +tf_efficientnet_b1.ns_jft_in1k,240,81.388,18.612,95.758,4.242,7.79,0.882,bicubic +swin_tiny_patch4_window7_224.ms_in1k,224,81.388,18.612,95.540,4.460,28.29,0.900,bicubic +gernet_l.idstcv_in1k,256,81.374,18.626,95.552,4.448,31.08,0.875,bilinear +deit3_small_patch16_224.fb_in1k,224,81.374,18.626,95.454,4.546,22.06,0.900,bicubic +efficientnetv2_rw_t.ra2_in1k,224,81.372,18.628,95.552,4.448,13.65,1.000,bicubic +convmixer_1536_20.in1k,224,81.370,18.630,95.630,4.370,51.63,0.960,bicubic +resnet50d.ra2_in1k,288,81.350,18.650,95.742,4.258,25.58,0.950,bicubic +resnet101.a2_in1k,224,81.344,18.656,95.198,4.802,44.55,0.950,bicubic +legacy_senet154.in1k,224,81.326,18.674,95.496,4.504,115.09,0.875,bilinear +efficientnet_el.ra_in1k,300,81.306,18.694,95.540,4.460,10.59,0.904,bicubic +coat_mini.in1k,224,81.304,18.696,95.388,4.612,10.34,0.900,bicubic +repvit_m1_1.dist_450e_in1k,224,81.302,18.698,95.572,4.428,8.80,0.950,bicubic +resnext50_32x4d.a2_in1k,288,81.298,18.702,95.110,4.890,25.03,1.000,bicubic +mobilenetv4_hybrid_medium.e500_r224_in1k,256,81.284,18.716,95.740,4.260,11.07,1.000,bicubic +ecaresnet50t.a1_in1k,224,81.284,18.716,95.150,4.850,25.57,0.950,bicubic +seresnet50.ra2_in1k,288,81.282,18.718,95.652,4.348,28.09,0.950,bicubic +seresnext50_32x4d.racm_in1k,224,81.268,18.732,95.626,4.374,27.56,0.875,bicubic +gc_efficientnetv2_rw_t.agc_in1k,224,81.268,18.732,95.574,4.426,13.68,1.000,bicubic +senet154.gluon_in1k,224,81.258,18.742,95.358,4.642,115.09,0.875,bicubic +res2net101d.in1k,224,81.254,18.746,95.348,4.652,45.23,0.875,bilinear +fbnetv3_g.ra2_in1k,240,81.252,18.748,95.682,4.318,16.62,0.950,bilinear +resnet50.a1_in1k,288,81.240,18.760,95.112,4.888,25.56,1.000,bicubic +gcresnext50ts.ch_in1k,288,81.234,18.766,95.536,4.464,15.67,1.000,bicubic +cs3sedarknet_l.c2ns_in1k,256,81.220,18.780,95.806,4.194,21.91,0.887,bicubic +deit_small_distilled_patch16_224.fb_in1k,224,81.216,18.784,95.380,4.620,22.44,0.900,bicubic +xcit_tiny_12_p8_224.fb_dist_in1k,224,81.212,18.788,95.616,4.384,6.71,1.000,bicubic +resnet50_gn.a1h_in1k,288,81.208,18.792,95.632,4.368,25.56,0.950,bicubic +lambda_resnet50ts.a1h_in1k,256,81.186,18.814,95.096,4.904,21.54,0.950,bicubic +resnext50_32x4d.tv2_in1k,224,81.176,18.824,95.348,4.652,25.03,0.965,bilinear +resnet50d.a2_in1k,288,81.168,18.832,95.100,4.900,25.58,1.000,bicubic +sebotnet33ts_256.a1h_in1k,256,81.152,18.848,95.160,4.840,13.70,0.940,bicubic +resmlp_36_224.fb_distilled_in1k,224,81.150,18.850,95.508,4.492,44.69,0.875,bicubic +mobilevitv2_200.cvnets_in1k,256,81.148,18.852,95.382,4.618,18.45,0.888,bicubic +resnet50.fb_swsl_ig1b_ft_in1k,224,81.146,18.854,95.980,4.020,25.56,0.875,bilinear +resnest50d_4s2x40d.in1k,224,81.146,18.854,95.566,4.434,30.42,0.875,bicubic +resnext50_32x4d.a1h_in1k,224,81.140,18.860,95.320,4.680,25.03,0.950,bicubic +vit_small_patch16_384.augreg_in1k,384,81.134,18.866,95.576,4.424,22.20,1.000,bicubic +hrnet_w18_ssld.paddle_in1k,224,81.132,18.868,95.634,4.366,21.30,0.950,bilinear +pit_s_224.in1k,224,81.126,18.874,95.328,4.672,23.46,0.900,bicubic +twins_pcpvt_small.in1k,224,81.122,18.878,95.616,4.384,24.11,0.900,bicubic +vit_srelpos_small_patch16_224.sw_in1k,224,81.108,18.892,95.580,4.420,21.97,0.900,bicubic +seresnet50.a1_in1k,288,81.104,18.896,95.120,4.880,28.09,1.000,bicubic +vit_base_patch16_384.augreg_in1k,384,81.096,18.904,95.334,4.666,86.86,1.000,bicubic +seresnet50.a2_in1k,288,81.092,18.908,95.236,4.764,28.09,1.000,bicubic +tf_efficientnetv2_b3.in21k_ft_in1k,240,81.076,18.924,95.920,4.080,14.36,0.900,bicubic +fastvit_s12.apple_dist_in1k,256,81.074,18.926,95.278,4.722,9.47,0.900,bicubic +edgenext_small.usi_in1k,256,81.064,18.936,95.330,4.670,5.59,0.950,bicubic +convnextv2_pico.fcmae_ft_in1k,288,81.056,18.944,95.478,4.522,9.07,0.950,bicubic 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