From 89b0452171f1d34ff369076a525061daab0e81cc Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Mon, 6 Feb 2023 09:09:04 -0800 Subject: [PATCH] Add PyTorch 1.13 inference benchmark numbers --- ...ark-infer-amp-nchw-pt113-cu117-rtx3090.csv | 933 ++++++++++++++++++ ...ark-infer-amp-nhwc-pt113-cu117-rtx3090.csv | 930 +++++++++++++++++ 2 files changed, 1863 insertions(+) create mode 100644 results/benchmark-infer-amp-nchw-pt113-cu117-rtx3090.csv create mode 100644 results/benchmark-infer-amp-nhwc-pt113-cu117-rtx3090.csv diff --git a/results/benchmark-infer-amp-nchw-pt113-cu117-rtx3090.csv b/results/benchmark-infer-amp-nchw-pt113-cu117-rtx3090.csv new file mode 100644 index 00000000..f72204ee --- /dev/null +++ b/results/benchmark-infer-amp-nchw-pt113-cu117-rtx3090.csv @@ -0,0 +1,933 @@ +model,infer_samples_per_sec,infer_step_time,infer_batch_size,infer_img_size,infer_gmacs,infer_macts,param_count +tinynet_e,49277.65,20.77,1024,106,0.03,0.69,2.04 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+seresnext26ts,3670.33,278.98,1024,256,2.43,10.52,10.39 +tf_efficientnet_cc_b0_4e,3665.41,279.357,1024,224,0.41,9.42,13.31 +tf_efficientnet_lite2,3662.0,279.618,1024,260,0.89,12.9,6.09 +nf_ecaresnet26,3619.99,282.862,1024,224,2.41,7.36,16.0 +nf_seresnet26,3618.8,282.955,1024,224,2.41,7.36,17.4 +gcresnext26ts,3594.7,284.852,1024,256,2.43,10.53,10.48 +mobilevitv2_100,3589.19,213.964,768,256,1.84,16.08,4.9 +gernet_l,3556.24,287.933,1024,256,4.57,8.0,31.08 +legacy_seresnext26_32x4d,3545.88,288.774,1024,224,2.49,9.39,16.79 +convnext_pico_ols,3532.27,289.886,1024,288,2.37,10.74,9.06 +resnet26t,3503.33,292.28,1024,256,3.35,10.52,16.01 +repvgg_a2,3454.82,296.386,1024,224,5.7,6.26,28.21 +mixnet_m,3418.52,299.526,1024,224,0.36,8.19,5.01 +efficientnet_b3_pruned,3356.7,305.049,1024,300,1.04,11.86,9.86 +nf_regnet_b1,3352.23,305.456,1024,288,1.02,9.2,10.22 +ecaresnext50t_32x4d,3339.2,306.649,1024,224,2.7,10.09,15.41 +ecaresnext26t_32x4d,3337.18,306.833,1024,224,2.7,10.09,15.41 +seresnext26tn_32x4d,3327.66,307.711,1024,224,2.7,10.09,16.81 +seresnext26t_32x4d,3327.23,307.751,1024,224,2.7,10.09,16.81 +seresnext26d_32x4d,3303.57,309.954,1024,224,2.73,10.19,16.81 +tf_mixnet_m,3301.19,310.17,1024,224,0.36,8.19,5.01 +convit_tiny,3286.62,311.554,1024,224,1.26,7.94,5.71 +mobilevit_xs,3278.19,234.265,768,256,1.05,16.33,2.32 +pit_s_224,3268.88,313.245,1024,224,2.88,11.56,23.46 +pit_s_distilled_224,3266.72,313.452,1024,224,2.9,11.64,24.04 +skresnet34,3242.45,315.8,1024,224,3.67,5.13,22.28 +eca_botnext26ts_256,3224.24,317.583,1024,256,2.46,11.6,10.59 +ecaresnet101d_pruned,3223.88,317.616,1024,224,3.48,7.69,24.88 +deit_small_distilled_patch16_224,3220.79,317.922,1024,224,4.63,12.02,22.44 +ecaresnetlight,3215.57,318.439,1024,224,4.11,8.42,30.16 +deit_small_patch16_224,3209.05,319.085,1024,224,4.61,11.95,22.05 +vit_small_patch16_224,3199.98,319.99,1024,224,4.61,11.95,22.05 +eca_halonext26ts,3173.71,322.639,1024,256,2.44,11.46,10.76 +convnextv2_atto,3162.98,323.733,1024,288,0.91,6.3,3.71 +resnetv2_50,3158.28,324.214,1024,224,4.11,11.11,25.55 +nf_regnet_b2,3133.63,326.765,1024,272,1.22,9.27,14.31 +rexnetr_200,3133.12,245.111,768,224,1.59,15.11,16.52 +botnet26t_256,3123.98,327.772,1024,256,3.32,11.98,12.49 +coat_lite_tiny,3113.54,328.874,1024,224,1.6,11.65,5.72 +vit_small_r26_s32_224,3112.34,329.001,1024,224,3.56,9.85,36.43 +bat_resnext26ts,3103.95,329.89,1024,256,2.53,12.51,10.73 +halonet26t,3103.39,329.95,1024,256,3.19,11.69,12.48 +pvt_v2_b1,3095.14,330.828,1024,224,2.12,15.39,14.01 +cspresnet50,3063.22,334.278,1024,256,4.54,11.5,21.62 +resnet32ts,3055.79,335.09,1024,256,4.63,11.58,17.96 +rexnet_200,3051.5,251.668,768,224,1.56,14.91,16.37 +lambda_resnet26t,3046.2,336.144,1024,256,3.02,11.87,10.96 +ssl_resnet50,3030.48,337.887,1024,224,4.11,11.11,25.56 +gluon_resnet50_v1b,3027.43,338.23,1024,224,4.11,11.11,25.56 +tv_resnet50,3027.39,338.232,1024,224,4.11,11.11,25.56 +swsl_resnet50,3027.07,338.268,1024,224,4.11,11.11,25.56 +resnet50,3025.4,338.455,1024,224,4.11,11.11,25.56 +deit3_small_patch16_224_in21ft1k,3023.02,338.721,1024,224,4.61,11.95,22.06 +deit3_small_patch16_224,3017.77,339.312,1024,224,4.61,11.95,22.06 +tresnet_m,3006.54,340.578,1024,224,5.74,7.31,31.39 +resnet33ts,3005.78,340.665,1024,256,4.76,11.66,19.68 +vit_small_resnet26d_224,2994.08,341.995,1024,224,5.07,11.12,63.61 +resnetv2_50t,2989.06,342.569,1024,224,4.32,11.82,25.57 +regnetx_032,2988.15,342.675,1024,224,3.2,11.37,15.3 +dpn68b,2981.13,343.481,1024,224,2.35,10.47,12.61 +hrnet_w18_small_v2,2978.67,343.765,1024,224,2.62,9.65,15.6 +dpn68,2975.29,344.155,1024,224,2.35,10.47,12.61 +resnetv2_50d,2971.15,344.633,1024,224,4.35,11.92,25.57 +efficientnet_em,2938.12,348.51,1024,240,3.04,14.34,6.9 +vit_base_patch32_plus_256,2934.64,348.925,1024,256,7.79,7.76,119.48 +coat_lite_mini,2921.75,350.462,1024,224,2.0,12.25,11.01 +tf_efficientnet_b2,2919.63,350.718,1024,260,1.02,13.83,9.11 +seresnet33ts,2919.51,350.732,1024,256,4.76,11.66,19.78 +eca_resnet33ts,2917.21,351.008,1024,256,4.76,11.66,19.68 +haloregnetz_b,2890.29,354.276,1024,224,1.97,11.94,11.68 +coatnet_pico_rw_224,2884.58,354.98,1024,224,2.05,14.62,10.85 +dla60,2883.99,355.049,1024,224,4.26,10.16,22.04 +gluon_resnet50_v1c,2872.58,356.463,1024,224,4.35,11.92,25.58 +resnet50t,2869.49,356.844,1024,224,4.32,11.82,25.57 +gcresnet33ts,2863.36,357.609,1024,256,4.76,11.68,19.88 +gluon_resnet50_v1d,2853.24,358.879,1024,224,4.35,11.92,25.58 +cspresnet50d,2852.98,358.911,1024,256,4.86,12.55,21.64 +resnet50d,2850.55,359.218,1024,224,4.35,11.92,25.58 +vovnet39a,2845.31,359.878,1024,224,7.09,6.73,22.6 +cspresnet50w,2835.31,361.148,1024,256,5.04,12.19,28.12 +vgg11,2827.53,362.143,1024,224,7.61,7.44,132.86 +tf_efficientnet_em,2826.28,362.303,1024,240,3.04,14.34,6.9 +visformer_small,2818.88,363.251,1024,224,4.88,11.43,40.22 +vit_relpos_small_patch16_224,2792.87,366.637,1024,224,4.59,13.05,21.98 +vit_relpos_base_patch32_plus_rpn_256,2784.26,367.771,1024,256,7.68,8.01,119.42 +vit_srelpos_small_patch16_224,2781.72,368.106,1024,224,4.59,12.16,21.97 +resnest26d,2772.97,369.267,1024,224,3.64,9.97,17.07 +cs3darknet_focus_l,2770.5,369.596,1024,288,5.9,10.16,21.15 +efficientnet_b2a,2767.64,369.979,1024,288,1.12,16.2,9.11 +efficientnet_b2,2766.98,370.065,1024,288,1.12,16.2,9.11 +ese_vovnet39b,2760.12,370.986,1024,224,7.09,6.74,24.57 +legacy_seresnet50,2753.49,371.881,1024,224,3.88,10.6,28.09 +densenet121,2749.79,372.378,1024,224,2.87,6.9,7.98 +tv_densenet121,2747.16,372.735,1024,224,2.87,6.9,7.98 +eca_vovnet39b,2736.53,374.185,1024,224,7.09,6.74,22.6 +coatnet_nano_cc_224,2716.19,376.986,1024,224,2.24,15.02,13.76 +convnextv2_femto,2710.95,377.714,1024,288,1.3,7.56,5.23 +resnetv2_50x1_bit_distilled,2704.93,378.554,1024,224,4.23,11.11,25.55 +selecsls84,2697.2,379.64,1024,224,5.9,7.57,50.95 +flexivit_small,2693.55,380.153,1024,240,5.35,14.18,22.06 +twins_svt_small,2691.25,380.48,1024,224,2.94,13.75,24.06 +mixnet_l,2678.25,382.327,1024,224,0.58,10.84,7.33 +seresnet50,2674.61,382.848,1024,224,4.11,11.13,28.09 +xcit_nano_12_p16_384_dist,2668.39,383.74,1024,384,1.64,12.15,3.05 +cs3darknet_l,2649.93,386.412,1024,288,6.16,10.83,21.16 +coatnet_nano_rw_224,2633.36,388.844,1024,224,2.41,15.41,15.14 +coatnext_nano_rw_224,2627.24,389.75,1024,224,2.47,12.8,14.7 +xcit_tiny_24_p16_224_dist,2617.14,391.253,1024,224,2.34,11.82,12.12 +densenet121d,2616.98,391.278,1024,224,3.11,7.7,8.0 +xcit_tiny_24_p16_224,2614.91,391.584,1024,224,2.34,11.82,12.12 +resnet50_gn,2599.07,393.975,1024,224,4.14,11.11,25.56 +vit_relpos_small_patch16_rpn_224,2596.73,394.33,1024,224,4.59,13.05,21.97 +res2net50_48w_2s,2593.21,394.865,1024,224,4.18,11.72,25.29 +mobilevit_s,2587.93,296.749,768,256,2.03,19.94,5.58 +convnext_nano,2579.36,396.983,1024,288,4.06,13.84,15.59 +tf_mixnet_l,2577.4,397.288,1024,224,0.58,10.84,7.33 +resnetaa50d,2573.35,397.912,1024,224,5.39,12.44,25.58 +vgg11_bn,2556.04,400.607,1024,224,7.62,7.44,132.87 +seresnet50t,2550.33,401.504,1024,224,4.32,11.83,28.1 +ecaresnet50d,2544.16,402.478,1024,224,4.35,11.93,25.58 +gcvit_xxtiny,2518.13,406.639,1024,224,2.14,15.36,12.0 +cs3sedarknet_l,2502.51,409.176,1024,288,6.16,10.83,21.91 +resnetrs50,2497.73,409.96,1024,224,4.48,12.14,35.69 +mobilevitv2_125,2489.87,308.438,768,256,2.86,20.1,7.48 +resnetblur50,2484.87,412.08,1024,224,5.16,12.02,25.56 +cspresnext50,2483.24,412.352,1024,256,4.05,15.86,20.57 +gluon_resnet50_v1s,2459.02,416.413,1024,224,5.47,13.52,25.68 +efficientnet_cc_b1_8e,2458.85,416.443,1024,240,0.75,15.44,39.72 +vit_base_resnet26d_224,2458.01,416.584,1024,224,6.97,13.16,101.4 +densenetblur121d,2444.58,418.873,1024,224,3.11,7.9,8.0 +tv_resnext50_32x4d,2431.41,421.143,1024,224,4.26,14.4,25.03 +ssl_resnext50_32x4d,2431.35,421.155,1024,224,4.26,14.4,25.03 +swsl_resnext50_32x4d,2430.87,421.236,1024,224,4.26,14.4,25.03 +resnext50_32x4d,2429.56,421.462,1024,224,4.26,14.4,25.03 +gluon_resnext50_32x4d,2428.35,421.674,1024,224,4.26,14.4,25.03 +dla60x,2414.82,424.035,1024,224,3.54,13.8,17.35 +efficientnet_lite3,2407.43,212.664,512,300,1.65,21.85,8.2 +regnetx_040,2406.98,425.416,1024,224,3.99,12.2,22.12 +semobilevit_s,2404.63,319.371,768,256,2.03,19.95,5.74 +gcresnext50ts,2402.57,426.196,1024,256,3.75,15.46,15.67 +regnety_040s_gn,2385.11,429.317,1024,224,4.03,12.29,20.65 +resnetblur50d,2367.52,432.507,1024,224,5.4,12.82,25.58 +vovnet57a,2360.79,433.737,1024,224,8.95,7.52,36.64 +tf_efficientnet_cc_b1_8e,2357.71,434.307,1024,240,0.75,15.44,39.72 +resmlp_24_distilled_224,2351.85,435.39,1024,224,5.96,10.91,30.02 +resmlp_24_224,2345.81,436.509,1024,224,5.96,10.91,30.02 +res2net50_14w_8s,2341.48,437.317,1024,224,4.21,13.28,25.06 +coatnet_rmlp_nano_rw_224,2340.53,437.494,1024,224,2.62,20.34,15.15 +sehalonet33ts,2339.44,328.271,768,256,3.55,14.7,13.69 +res2net50_26w_4s,2338.49,437.876,1024,224,4.28,12.61,25.7 +convnext_nano_ols,2328.37,439.779,1024,288,4.38,15.5,15.65 +lambda_resnet26rpt_256,2324.88,165.158,384,256,3.16,11.87,10.99 +gmixer_24_224,2324.82,440.451,1024,224,5.28,14.45,24.72 +gcresnet50t,2321.78,441.028,1024,256,5.42,14.67,25.9 +resnext50d_32x4d,2317.05,441.929,1024,224,4.5,15.2,25.05 +resnest50d_1s4x24d,2309.9,443.296,1024,224,4.43,13.57,25.68 +seresnetaa50d,2309.78,443.319,1024,224,5.4,12.46,28.11 +dla60_res2net,2301.91,444.834,1024,224,4.15,12.34,20.85 +vit_base_r26_s32_224,2301.77,444.864,1024,224,6.81,12.36,101.38 +twins_pcpvt_small,2290.09,447.132,1024,224,3.83,18.08,24.11 +regnetz_b16,2286.62,447.81,1024,288,2.39,16.43,9.72 +ese_vovnet57b,2267.23,451.64,1024,224,8.95,7.52,38.61 +gluon_inception_v3,2265.31,452.024,1024,299,5.73,8.97,23.83 +inception_v3,2260.97,452.888,1024,299,5.73,8.97,23.83 +adv_inception_v3,2258.89,453.305,1024,299,5.73,8.97,23.83 +tf_inception_v3,2255.73,453.943,1024,299,5.73,8.97,23.83 +densenet169,2232.91,458.582,1024,224,3.4,7.3,14.15 +tf_efficientnetv2_b3,2223.64,460.493,1024,300,3.04,15.74,14.36 +nf_ecaresnet50,2211.52,463.019,1024,224,4.21,11.13,25.56 +nf_seresnet50,2207.21,463.921,1024,224,4.21,11.13,28.09 +skresnet50,2206.75,464.017,1024,224,4.11,12.5,25.8 +edgenext_small,2206.31,464.109,1024,320,1.97,14.16,5.59 +seresnext50_32x4d,2197.09,466.058,1024,224,4.26,14.42,27.56 +gluon_seresnext50_32x4d,2196.94,466.091,1024,224,4.26,14.42,27.56 +xcit_small_12_p16_224_dist,2195.81,466.33,1024,224,4.82,12.58,26.25 +legacy_seresnext50_32x4d,2193.34,466.856,1024,224,4.26,14.42,27.56 +xcit_small_12_p16_224,2190.16,467.534,1024,224,4.82,12.58,26.25 +repvgg_b1g4,2188.83,467.817,1024,224,8.15,10.64,39.97 +tf_efficientnet_lite3,2188.37,233.953,512,300,1.65,21.85,8.2 +efficientnetv2_rw_t,2170.03,471.87,1024,288,3.19,16.42,13.65 +gmlp_s16_224,2164.56,473.061,1024,224,4.42,15.1,19.42 +dla60_res2next,2126.26,481.583,1024,224,3.49,13.17,17.03 +gc_efficientnetv2_rw_t,2126.09,481.621,1024,288,3.2,16.45,13.68 +skresnet50d,2112.57,484.703,1024,224,4.36,13.31,25.82 +mobilevitv2_150,2105.0,243.219,512,256,4.09,24.11,10.59 +mobilevitv2_150_in22ft1k,2104.51,243.274,512,256,4.09,24.11,10.59 +convnextv2_pico,2092.16,489.434,1024,288,2.27,10.08,9.07 +poolformer_s24,2090.38,489.851,1024,224,3.41,10.68,21.39 +cs3sedarknet_xdw,2090.04,489.929,1024,256,5.97,17.18,21.6 +res2next50,2085.23,491.055,1024,224,4.2,13.71,24.67 +cspdarknet53,2084.51,491.231,1024,256,6.57,16.81,27.64 +fbnetv3_g,2084.48,491.238,1024,288,1.77,21.09,16.62 +crossvit_small_240,2074.04,493.709,1024,240,5.63,18.17,26.86 +deit3_medium_patch16_224_in21ft1k,2064.27,496.046,1024,224,8.0,15.93,38.85 +deit3_medium_patch16_224,2063.34,496.268,1024,224,8.0,15.93,38.85 +xcit_nano_12_p8_224_dist,2049.01,499.742,1024,224,2.16,15.71,3.05 +xcit_nano_12_p8_224,2044.48,500.848,1024,224,2.16,15.71,3.05 +nf_regnet_b3,2035.39,503.085,1024,320,2.05,14.61,18.59 +cs3darknet_focus_x,2017.73,507.488,1024,256,8.03,10.69,35.02 +vit_relpos_medium_patch16_cls_224,2000.38,511.89,1024,224,8.03,18.24,38.76 +lambda_resnet50ts,1991.21,514.246,1024,256,5.07,17.48,21.54 +swin_tiny_patch4_window7_224,1978.72,517.495,1024,224,4.51,17.06,28.29 +sebotnet33ts_256,1959.75,195.932,384,256,3.89,17.46,13.7 +coatnet_0_rw_224,1957.32,523.148,1024,224,4.43,18.73,27.44 +ecaresnet26t,1953.32,524.224,1024,320,5.24,16.44,16.01 +regnetx_080,1942.5,527.144,1024,224,8.02,14.06,39.57 +gcvit_xtiny,1941.57,527.393,1024,224,2.93,20.26,19.98 +resnetv2_101,1925.46,531.806,1024,224,7.83,16.23,44.54 +regnetx_064,1920.06,533.303,1024,224,6.49,16.37,26.21 +mixnet_xl,1918.85,533.64,1024,224,0.93,14.57,11.9 +edgenext_small_rw,1912.9,535.3,1024,320,2.46,14.85,7.83 +vit_relpos_medium_patch16_224,1907.96,536.687,1024,224,7.97,17.02,38.75 +vit_srelpos_medium_patch16_224,1900.57,538.773,1024,224,7.96,16.21,38.74 +resnest50d,1896.74,539.858,1024,224,5.4,14.36,27.48 +crossvit_15_240,1894.86,540.397,1024,240,5.81,19.77,27.53 +vit_base_resnet50d_224,1892.78,540.989,1024,224,8.73,16.92,110.97 +gluon_resnet101_v1b,1879.26,544.883,1024,224,7.83,16.23,44.55 +tv_resnet101,1878.26,545.172,1024,224,7.83,16.23,44.55 +resnet101,1875.25,546.047,1024,224,7.83,16.23,44.55 +dla102,1873.79,546.472,1024,224,7.19,14.18,33.27 +efficientformer_l3,1868.08,548.142,1024,224,3.93,12.01,31.41 +maxvit_rmlp_pico_rw_256,1866.73,411.402,768,256,1.85,24.86,7.52 +resnetv2_101d,1855.94,551.727,1024,224,8.07,17.04,44.56 +pvt_v2_b2,1835.92,557.745,1024,224,4.05,27.53,25.36 +maxvit_pico_rw_256,1829.44,419.787,768,256,1.83,22.3,7.46 +vgg13,1820.36,562.512,1024,224,11.31,12.25,133.05 +lamhalobotnet50ts_256,1818.57,563.067,1024,256,5.02,18.44,22.57 +crossvit_15_dagger_240,1817.96,563.255,1024,240,6.13,20.43,28.21 +gluon_resnet101_v1c,1816.14,563.82,1024,224,8.08,17.04,44.57 +res2net50_26w_6s,1811.81,565.168,1024,224,6.33,15.28,37.05 +gluon_resnet101_v1d,1808.21,566.295,1024,224,8.08,17.04,44.57 +swin_s3_tiny_224,1803.67,567.72,1024,224,4.64,19.13,28.33 +coatnet_rmlp_0_rw_224,1803.63,567.733,1024,224,4.72,24.89,27.45 +vit_relpos_medium_patch16_rpn_224,1770.72,578.284,1024,224,7.97,17.02,38.73 +halonet50ts,1765.73,579.917,1024,256,5.3,19.2,22.73 +repvgg_b1,1760.92,581.5,1024,224,13.16,10.64,57.42 +coatnet_bn_0_rw_224,1753.99,583.799,1024,224,4.67,22.04,27.44 +wide_resnet50_2,1747.87,585.844,1024,224,11.43,14.4,68.88 +efficientnet_b3,1741.21,294.036,512,320,2.01,26.52,12.23 +efficientnet_b3a,1740.84,294.1,512,320,2.01,26.52,12.23 +densenet201,1738.22,589.096,1024,224,4.34,7.85,20.01 +coatnet_0_224,1727.45,296.376,512,224,4.58,24.01,25.04 +darknetaa53,1721.33,594.876,1024,288,10.08,15.68,36.02 +tf_efficientnet_b3,1720.61,297.558,512,300,1.87,23.83,12.23 +cait_xxs24_224,1720.1,595.301,1024,224,2.53,20.29,11.96 +vit_large_patch32_224,1718.53,595.845,1024,224,15.41,13.32,327.9 +mobilevitv2_175,1697.71,301.572,512,256,5.54,28.13,14.25 +mobilevitv2_175_in22ft1k,1697.51,301.606,512,256,5.54,28.13,14.25 +xcit_tiny_12_p16_384_dist,1694.92,604.145,1024,384,3.64,18.26,6.72 +pvt_v2_b2_li,1694.45,604.311,1024,224,3.91,27.6,22.55 +coat_lite_small,1694.41,604.328,1024,224,3.96,22.09,19.84 +resnetaa101d,1692.59,604.976,1024,224,9.12,17.56,44.57 +legacy_seresnet101,1686.93,607.005,1024,224,7.61,15.74,49.33 +tresnet_v2_l,1685.52,607.515,1024,224,8.81,16.34,46.17 +hrnet_w18,1679.12,609.832,1024,224,4.32,16.31,21.3 +vit_medium_patch16_gap_240,1667.0,614.264,1024,240,9.22,18.81,44.4 +vit_tiny_patch16_384,1660.88,616.528,1024,384,4.7,25.39,5.79 +regnetv_040,1659.81,616.926,1024,288,6.6,20.3,20.64 +convnext_tiny_hnf,1659.73,616.951,1024,288,7.39,22.21,28.59 +seresnet101,1655.13,618.666,1024,224,7.84,16.27,49.33 +vit_base_patch32_384,1651.29,620.109,1024,384,13.06,16.5,88.3 +vit_base_patch32_clip_384,1649.72,620.7,1024,384,13.06,16.5,88.3 +regnety_040,1647.66,621.47,1024,288,6.61,20.3,20.65 +regnety_032,1645.25,622.383,1024,288,5.29,18.61,19.44 +gluon_resnet101_v1s,1642.29,623.505,1024,224,9.19,18.64,44.67 +vgg13_bn,1634.19,626.596,1024,224,11.33,12.25,133.05 +resnetaa50,1631.05,627.803,1024,288,8.52,19.24,25.56 +mixer_b16_224_miil,1628.71,628.706,1024,224,12.62,14.53,59.88 +mixer_b16_224,1627.79,629.061,1024,224,12.62,14.53,59.88 +convnext_tiny,1626.95,629.384,1024,288,7.39,22.21,28.59 +nf_resnet101,1620.77,631.785,1024,224,8.01,16.23,44.55 +swinv2_cr_tiny_224,1618.15,632.807,1024,224,4.66,28.45,28.33 +ecaresnet101d,1609.33,636.276,1024,224,8.08,17.07,44.57 +twins_pcpvt_base,1605.41,637.831,1024,224,6.68,25.25,43.83 +dla102x,1601.78,639.274,1024,224,5.89,19.42,26.31 +ese_vovnet39b_evos,1601.47,639.4,1024,224,7.07,6.74,24.58 +darknet53,1597.03,641.177,1024,288,11.78,15.68,41.61 +resnetblur101d,1596.24,641.494,1024,224,9.12,17.94,44.57 +resnet51q,1592.08,643.172,1024,288,8.07,20.94,35.7 +swinv2_cr_tiny_ns_224,1591.39,643.448,1024,224,4.66,28.45,28.33 +mixer_l32_224,1583.03,646.85,1024,224,11.27,19.86,206.94 +resmlp_36_distilled_224,1577.86,648.967,1024,224,8.91,16.33,44.69 +resmlp_36_224,1577.4,649.158,1024,224,8.91,16.33,44.69 +resnetv2_50d_gn,1561.87,655.61,1024,288,7.24,19.7,25.57 +botnet50ts_256,1556.81,246.643,384,256,5.54,22.23,22.74 +nf_resnet50,1548.83,661.132,1024,288,6.88,18.37,25.56 +resnetv2_50d_frn,1547.35,661.764,1024,224,4.33,11.92,25.59 +halo2botnet50ts_256,1546.64,496.545,768,256,5.02,21.78,22.64 +mvitv2_tiny,1534.63,667.247,1024,224,4.7,21.16,24.17 +gluon_resnext101_32x4d,1505.04,680.366,1024,224,8.01,21.23,44.18 +swsl_resnext101_32x4d,1504.46,680.63,1024,224,8.01,21.23,44.18 +cs3darknet_x,1504.38,680.665,1024,288,10.6,14.36,35.05 +ssl_resnext101_32x4d,1503.93,680.869,1024,224,8.01,21.23,44.18 +resnext101_32x4d,1503.63,681.005,1024,224,8.01,21.23,44.18 +resnest50d_4s2x40d,1497.58,683.755,1024,224,4.4,17.94,30.42 +convnextv2_nano,1488.75,515.858,768,288,4.06,13.84,15.62 +skresnext50_32x4d,1478.83,692.427,1024,224,4.5,17.18,27.48 +mobilevitv2_200,1478.44,519.454,768,256,7.22,32.15,18.45 +tresnet_l,1477.44,693.076,1024,224,10.88,11.9,55.99 +mobilevitv2_200_in22ft1k,1477.37,519.83,768,256,7.22,32.15,18.45 +vgg16,1475.59,693.946,1024,224,15.47,13.56,138.36 +regnetz_c16,1475.58,693.953,1024,320,3.92,25.88,13.46 +resnetv2_50d_evob,1468.61,697.244,1024,224,4.33,11.92,25.59 +vit_medium_patch16_gap_256,1467.03,697.996,1024,256,10.59,22.15,38.86 +res2net50_26w_8s,1466.52,698.239,1024,224,8.37,17.95,48.4 +sequencer2d_s,1465.84,698.562,1024,224,4.96,11.31,27.65 +eca_nfnet_l0,1461.61,700.586,1024,288,7.12,17.29,24.14 +nfnet_l0,1460.27,701.228,1024,288,7.13,17.29,35.07 +cs3sedarknet_x,1435.72,713.217,1024,288,10.6,14.37,35.4 +resnet61q,1434.01,714.068,1024,288,9.87,21.52,36.85 +res2net101_26w_4s,1424.71,718.728,1024,224,8.1,18.45,45.21 +repvgg_b2g4,1415.15,723.581,1024,224,12.63,12.9,61.76 +nest_tiny,1413.2,543.434,768,224,5.83,25.48,17.06 +poolformer_s36,1408.65,726.922,1024,224,5.0,15.82,30.86 +maxvit_rmlp_nano_rw_256,1404.06,546.971,768,256,4.47,31.92,15.5 +convit_small,1397.72,732.608,1024,224,5.76,17.87,27.78 +jx_nest_tiny,1387.89,553.347,768,224,5.83,25.48,17.06 +maxvit_nano_rw_256,1378.18,557.246,768,256,4.46,30.28,15.45 +nf_ecaresnet101,1373.28,745.649,1024,224,8.01,16.27,44.55 +nf_seresnet101,1369.04,747.958,1024,224,8.02,16.27,49.33 +gluon_seresnext101_32x4d,1358.35,753.84,1024,224,8.02,21.26,48.96 +legacy_seresnext101_32x4d,1357.27,754.442,1024,224,8.02,21.26,48.96 +efficientnet_b3_gn,1357.0,282.964,384,320,2.14,28.83,11.73 +nfnet_f0,1356.65,754.786,1024,256,12.62,18.05,71.49 +seresnext101_32x4d,1356.0,755.148,1024,224,8.02,21.26,48.96 +resnetv2_152,1353.28,756.668,1024,224,11.55,22.56,60.19 +xception,1353.17,567.542,768,299,8.4,35.83,22.86 +twins_svt_base,1350.54,758.199,1024,224,8.59,26.33,56.07 +crossvit_18_240,1343.82,761.996,1024,240,9.05,26.26,43.27 +ese_vovnet99b_iabn,1343.72,762.049,1024,224,16.49,11.27,63.2 +maxxvit_rmlp_nano_rw_256,1341.45,763.341,1024,256,4.37,26.05,16.78 +regnetx_120,1339.05,764.708,1024,224,12.13,21.37,46.11 +vgg16_bn,1336.79,765.998,1024,224,15.5,13.56,138.37 +dpn92,1330.6,769.562,1024,224,6.54,18.21,37.67 +tv_resnet152,1329.75,770.054,1024,224,11.56,22.56,60.19 +gcvit_tiny,1328.61,770.718,1024,224,4.79,29.82,28.22 +gluon_resnet152_v1b,1328.2,770.954,1024,224,11.56,22.56,60.19 +resnet152,1327.13,771.578,1024,224,11.56,22.56,60.19 +ese_vovnet99b,1316.93,777.554,1024,224,16.51,11.27,63.2 +pvt_v2_b3,1316.31,777.917,1024,224,6.92,37.7,45.24 +xcit_tiny_12_p8_224_dist,1300.55,787.348,1024,224,4.81,23.6,6.71 +xcit_tiny_12_p8_224,1299.96,787.704,1024,224,4.81,23.6,6.71 +crossvit_18_dagger_240,1298.96,788.312,1024,240,9.5,27.03,44.27 +hrnet_w32,1297.82,789.002,1024,224,8.97,22.02,41.23 +gluon_resnet152_v1c,1296.47,789.825,1024,224,11.8,23.36,60.21 +resnetv2_152d,1296.37,789.881,1024,224,11.8,23.36,60.2 +gluon_resnet152_v1d,1293.21,791.811,1024,224,11.8,23.36,60.21 +vit_small_resnet50d_s16_224,1288.35,794.801,1024,224,13.48,24.82,57.53 +cs3edgenet_x,1281.15,799.266,1024,288,14.59,16.36,47.82 +edgenext_base,1272.74,804.548,1024,320,6.01,24.32,18.51 +regnety_120,1268.38,807.318,1024,224,12.14,21.38,51.82 +dla169,1258.34,813.753,1024,224,11.6,20.2,53.39 +hrnet_w30,1252.2,817.74,1024,224,8.15,21.21,37.71 +xception41p,1249.06,409.896,512,299,9.25,39.86,26.91 +maxxvitv2_nano_rw_256,1248.81,819.967,1024,256,6.26,23.05,23.7 +ecaresnet50t,1243.91,823.198,1024,320,8.82,24.13,25.57 +vgg19,1237.03,827.774,1024,224,19.63,14.86,143.67 +swin_small_patch4_window7_224,1228.67,833.406,1024,224,8.77,27.47,49.61 +efficientnet_el_pruned,1220.93,838.69,1024,300,8.0,30.7,10.59 +densenet161,1220.41,839.05,1024,224,7.79,11.06,28.68 +efficientnet_el,1218.76,840.187,1024,300,8.0,30.7,10.59 +deit_base_distilled_patch16_224,1211.4,845.292,1024,224,17.68,24.05,87.34 +vit_base_patch16_224,1209.0,846.969,1024,224,17.58,23.9,86.57 +vit_base_patch16_224_miil,1208.72,847.163,1024,224,17.59,23.91,94.4 +deit_base_patch16_224,1208.56,847.275,1024,224,17.58,23.9,86.57 +vit_base_patch16_clip_224,1205.77,849.236,1024,224,17.58,23.9,86.57 +gluon_resnet152_v1s,1205.41,849.488,1024,224,12.92,24.96,60.32 +coatnet_rmlp_1_rw_224,1201.89,851.979,1024,224,7.85,35.47,41.69 +maxvit_tiny_rw_224,1200.3,853.107,1024,224,5.11,33.11,29.06 +mixnet_xxl,1193.04,643.721,768,224,2.04,23.43,23.96 +tf_efficientnet_el,1192.11,858.967,1024,300,8.0,30.7,10.59 +swinv2_tiny_window8_256,1191.01,859.761,1024,256,5.96,24.57,28.35 +volo_d1_224,1190.57,860.079,1024,224,6.94,24.43,26.63 +repvgg_b2,1183.91,864.916,1024,224,20.45,12.9,89.02 +legacy_seresnet152,1181.09,866.978,1024,224,11.33,22.08,66.82 +xcit_small_24_p16_224_dist,1175.31,871.245,1024,224,9.1,23.64,47.67 +xcit_small_24_p16_224,1174.76,871.656,1024,224,9.1,23.64,47.67 +inception_v4,1168.76,876.127,1024,299,12.28,15.09,42.68 +seresnet152,1166.02,878.19,1024,224,11.57,22.61,66.82 +twins_pcpvt_large,1163.18,880.331,1024,224,9.84,35.82,60.99 +deit3_base_patch16_224,1159.4,883.201,1024,224,17.58,23.9,86.59 +deit3_base_patch16_224_in21ft1k,1159.14,883.404,1024,224,17.58,23.9,86.59 +cait_xxs36_224,1156.4,885.493,1024,224,3.77,30.34,17.3 +vit_base_patch32_clip_448,1154.9,886.645,1024,448,17.93,23.9,88.34 +regnetx_160,1153.07,888.048,1024,224,15.99,25.52,54.28 +dm_nfnet_f0,1152.75,888.293,1024,256,12.62,18.05,71.49 +sequencer2d_m,1147.71,892.201,1024,224,6.55,14.26,38.31 +repvgg_b3g4,1145.87,893.631,1024,224,17.89,15.1,83.83 +mvitv2_small_cls,1144.7,894.542,1024,224,7.04,28.17,34.87 +mvitv2_small,1143.83,895.224,1024,224,7.0,28.08,34.87 +efficientnet_lite4,1139.64,336.935,384,380,4.04,45.66,13.01 +tnt_s_patch16_224,1135.12,902.091,1024,224,5.24,24.37,23.76 +convmixer_1024_20_ks9_p14,1130.85,905.497,1024,224,5.55,5.51,24.38 +vgg19_bn,1127.16,908.464,1024,224,19.66,14.86,143.68 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+seresnet34,6058.13,169.019,1024,224,3.67,3.74,21.96 +fbnetv3_b,6018.76,170.124,1024,256,0.55,9.1,8.6 +selecsls42,5953.76,171.98,1024,224,2.94,4.62,30.35 +selecsls42b,5921.2,172.924,1024,224,2.98,4.62,32.46 +resnet26,5895.21,173.69,1024,224,2.36,7.35,16.0 +edgenext_xx_small,5893.72,173.732,1024,288,0.33,4.21,1.33 +levit_384,5880.4,174.126,1024,224,2.36,6.26,39.13 +resnet34d,5865.98,174.555,1024,224,3.91,4.54,21.82 +legacy_seresnet34,5850.24,175.025,1024,224,3.67,3.74,21.96 +dla34,5827.3,175.712,1024,224,3.07,5.02,15.74 +tf_efficientnet_es,5781.29,177.112,1024,224,1.81,8.73,5.44 +cs3darknet_focus_m,5721.39,178.967,1024,288,2.51,6.19,9.3 +resnetblur18,5636.65,181.657,1024,224,2.34,3.39,11.69 +rexnetr_130,5590.0,183.173,1024,224,0.68,9.81,7.61 +mobilevit_xxs,5524.87,185.333,1024,256,0.42,8.34,1.27 +tf_efficientnet_lite1,5524.68,185.339,1024,240,0.62,10.14,5.42 +cs3darknet_m,5478.07,186.916,1024,288,2.63,6.69,9.31 +convnext_atto,5460.54,187.516,1024,288,0.91,6.3,3.7 +xcit_tiny_12_p16_224_dist,5457.72,187.611,1024,224,1.24,6.29,6.72 +xcit_tiny_12_p16_224,5456.63,187.649,1024,224,1.24,6.29,6.72 +skresnet18,5413.1,189.159,1024,224,1.82,3.24,11.96 +darknet17,5401.37,189.571,1024,256,3.26,7.18,14.3 +mixnet_s,5392.58,189.878,1024,224,0.25,6.25,4.13 +resmlp_12_224,5366.15,190.814,1024,224,3.01,5.5,15.35 +resmlp_12_distilled_224,5364.91,190.857,1024,224,3.01,5.5,15.35 +convnext_atto_ols,5288.94,193.6,1024,288,0.96,6.8,3.7 +vit_base_patch32_clip_224,5280.68,193.903,1024,224,4.41,5.01,88.22 +vit_base_patch32_224,5280.52,193.908,1024,224,4.41,5.01,88.22 +pit_xs_distilled_224,5272.13,194.218,1024,224,1.41,7.76,11.0 +pit_xs_224,5271.0,194.259,1024,224,1.4,7.71,10.62 +repvgg_b0,5252.66,194.939,1024,224,3.41,6.15,15.82 +mixer_b32_224,5221.71,196.094,1024,224,3.24,6.29,60.29 +pvt_v2_b0,5210.31,196.521,1024,224,0.57,7.99,3.67 +resnetaa34d,5171.78,197.986,1024,224,4.43,5.07,21.82 +selecsls60,5160.83,198.407,1024,224,3.59,5.52,30.67 +selecsls60b,5119.51,200.008,1024,224,3.63,5.52,32.77 +mobilenetv2_120d,5111.95,200.304,1024,224,0.69,11.97,5.83 +resnet26d,5108.26,200.449,1024,224,2.6,8.15,16.01 +gmixer_12_224,5064.97,202.162,1024,224,2.67,7.26,12.7 +gmlp_ti16_224,5007.93,204.464,1024,224,1.34,7.55,5.87 +mixer_s16_224,4998.69,204.842,1024,224,3.79,5.97,18.53 +tf_mixnet_s,4989.18,205.231,1024,224,0.25,6.25,4.13 +efficientnet_b0_g16_evos,4930.67,207.667,1024,224,1.01,7.42,8.11 +rexnetr_150,4900.22,208.959,1024,224,0.89,11.13,9.78 +fbnetv3_d,4881.14,209.776,1024,256,0.68,11.1,10.31 +darknet21,4850.41,211.105,1024,256,3.93,7.47,20.86 +nf_resnet26,4816.48,212.591,1024,224,2.41,7.35,16.0 +efficientnet_lite2,4781.65,214.14,1024,260,0.89,12.9,6.09 +convnext_femto,4749.12,215.607,1024,288,1.3,7.56,5.22 +tf_efficientnetv2_b2,4718.26,217.018,1024,260,1.72,9.84,10.1 +sedarknet21,4656.51,219.895,1024,256,3.93,7.47,20.95 +dla46x_c,4636.77,220.831,1024,224,0.54,5.66,1.07 +convnext_femto_ols,4618.33,221.714,1024,288,1.35,8.06,5.23 +resnext26ts,4603.25,222.441,1024,256,2.43,10.52,10.3 +efficientformer_l1,4566.14,224.248,1024,224,1.3,5.53,12.29 +dpn48b,4506.78,227.201,1024,224,1.69,8.92,9.13 +crossvit_tiny_240,4481.69,228.473,1024,240,1.57,9.08,7.01 +dla60x_c,4459.27,229.622,1024,224,0.59,6.01,1.32 +eca_resnext26ts,4456.63,229.759,1024,256,2.43,10.52,10.3 +seresnext26ts,4453.99,229.896,1024,256,2.43,10.52,10.39 +legacy_seresnext26_32x4d,4441.15,230.558,1024,224,2.49,9.39,16.79 +gernet_l,4396.56,232.898,1024,256,4.57,8.0,31.08 +mobilevitv2_075,4393.87,233.041,1024,256,1.05,12.06,2.87 +gcresnext26ts,4384.92,233.516,1024,256,2.43,10.53,10.48 +tf_efficientnet_b1,4370.6,234.282,1024,240,0.71,10.88,7.79 +tf_efficientnet_lite2,4293.9,238.467,1024,260,0.89,12.9,6.09 +rexnet_130,4262.16,240.243,1024,224,0.68,9.71,7.56 +efficientnet_b1,4239.44,241.53,1024,256,0.77,12.22,7.79 +vit_small_patch32_384,4239.1,241.55,1024,384,3.45,8.25,22.92 +crossvit_9_240,4212.37,243.082,1024,240,1.85,9.52,8.55 +crossvit_9_dagger_240,4095.03,250.049,1024,240,1.99,9.97,8.78 +nf_ecaresnet26,4091.86,250.24,1024,224,2.41,7.36,16.0 +nf_seresnet26,4088.47,250.449,1024,224,2.41,7.36,17.4 +efficientnet_cc_b0_8e,4076.51,251.183,1024,224,0.42,9.42,24.01 +efficientnet_cc_b0_4e,4073.3,251.382,1024,224,0.41,9.42,13.31 +ecaresnet50d_pruned,4055.39,252.492,1024,224,2.53,6.43,19.94 +efficientnet_b2_pruned,4030.92,254.025,1024,260,0.73,9.13,8.31 +ecaresnext50t_32x4d,4018.73,254.796,1024,224,2.7,10.09,15.41 +ecaresnext26t_32x4d,4017.09,254.9,1024,224,2.7,10.09,15.41 +seresnext26t_32x4d,4014.43,255.069,1024,224,2.7,10.09,16.81 +seresnext26tn_32x4d,4014.36,255.074,1024,224,2.7,10.09,16.81 +repvgg_a2,3987.84,256.77,1024,224,5.7,6.26,28.21 +poolformer_s12,3982.67,257.103,1024,224,1.82,5.53,11.92 +seresnext26d_32x4d,3979.57,257.303,1024,224,2.73,10.19,16.81 +vit_tiny_r_s16_p8_384,3963.05,258.374,1024,384,1.34,6.49,6.36 +resnet26t,3939.46,259.923,1024,256,3.35,10.52,16.01 +nf_regnet_b1,3911.64,261.772,1024,288,1.02,9.2,10.22 +rexnet_150,3881.93,263.775,1024,224,0.9,11.21,9.73 +nf_regnet_b2,3879.78,263.921,1024,272,1.22,9.27,14.31 +resnetv2_50,3865.49,264.896,1024,224,4.11,11.11,25.55 +regnetx_016,3852.41,265.794,1024,224,1.62,7.93,9.19 +tf_efficientnet_cc_b0_4e,3812.08,268.608,1024,224,0.41,9.42,13.31 +tf_efficientnet_cc_b0_8e,3803.67,269.202,1024,224,0.42,9.42,24.01 +convnext_pico,3747.49,273.239,1024,288,2.27,10.08,9.05 +ecaresnetlight,3744.45,273.459,1024,224,4.11,8.42,30.16 +dpn68,3724.59,274.917,1024,224,2.35,10.47,12.61 +edgenext_x_small,3714.71,275.646,1024,288,0.68,7.5,2.34 +gluon_resnet50_v1b,3672.76,278.798,1024,224,4.11,11.11,25.56 +ssl_resnet50,3671.85,278.866,1024,224,4.11,11.11,25.56 +efficientnet_em,3671.25,278.913,1024,240,3.04,14.34,6.9 +resnet50,3668.58,279.116,1024,224,4.11,11.11,25.56 +swsl_resnet50,3668.32,279.136,1024,224,4.11,11.11,25.56 +tv_resnet50,3667.14,279.225,1024,224,4.11,11.11,25.56 +dpn68b,3667.07,279.229,1024,224,2.35,10.47,12.61 +rexnetr_200,3659.45,279.811,1024,224,1.59,15.11,16.52 +convnext_pico_ols,3651.34,280.434,1024,288,2.37,10.74,9.06 +botnet26t_256,3594.28,284.883,1024,256,3.32,11.98,12.49 +bat_resnext26ts,3569.91,286.828,1024,256,2.53,12.51,10.73 +resnetv2_50t,3547.32,288.657,1024,224,4.32,11.82,25.57 +mixnet_m,3537.26,289.477,1024,224,0.36,8.19,5.01 +regnety_016,3531.88,289.919,1024,224,1.63,8.04,11.2 +tf_efficientnet_em,3529.62,290.106,1024,240,3.04,14.34,6.9 +resnetv2_50d,3525.02,290.482,1024,224,4.35,11.92,25.57 +halonet26t,3515.15,291.299,1024,256,3.19,11.69,12.48 +resnet32ts,3492.62,293.179,1024,256,4.63,11.58,17.96 +hrnet_w18_small_v2,3482.81,294.001,1024,224,2.62,9.65,15.6 +gluon_resnet50_v1c,3481.59,294.107,1024,224,4.35,11.92,25.58 +dla60,3466.91,295.351,1024,224,4.26,10.16,22.04 +resnet33ts,3460.78,295.875,1024,256,4.76,11.66,19.68 +tf_efficientnet_b2,3402.3,300.962,1024,260,1.02,13.83,9.11 +convit_tiny,3399.61,301.199,1024,224,1.26,7.94,5.71 +resnet50t,3373.72,303.51,1024,224,4.32,11.82,25.57 +tf_mixnet_m,3366.38,304.167,1024,224,0.36,8.19,5.01 +efficientnet_b3_pruned,3360.1,304.74,1024,300,1.04,11.86,9.86 +seresnet33ts,3354.27,305.27,1024,256,4.76,11.66,19.78 +resnet50d,3351.47,305.527,1024,224,4.35,11.92,25.58 +eca_resnet33ts,3350.95,305.574,1024,256,4.76,11.66,19.68 +vit_small_resnet26d_224,3346.77,305.954,1024,224,5.07,11.12,63.61 +cs3darknet_focus_l,3335.18,307.018,1024,288,5.9,10.16,21.15 +gluon_resnet50_v1d,3334.65,307.068,1024,224,4.35,11.92,25.58 +mobilevitv2_100,3324.63,307.994,1024,256,1.84,16.08,4.9 +vovnet39a,3320.12,308.408,1024,224,7.09,6.73,22.6 +legacy_seresnet50,3312.33,309.135,1024,224,3.88,10.6,28.09 +efficientnet_b0_gn,3307.86,309.554,1024,224,0.42,6.75,5.29 +gcresnet33ts,3307.01,309.633,1024,256,4.76,11.68,19.88 +pit_s_distilled_224,3301.25,310.173,1024,224,2.9,11.64,24.04 +pit_s_224,3299.97,310.295,1024,224,2.88,11.56,23.46 +mobilevit_xs,3252.28,314.844,1024,256,1.05,16.33,2.32 +deit_small_distilled_patch16_224,3233.6,316.663,1024,224,4.63,12.02,22.44 +efficientnet_b2a,3223.97,317.608,1024,288,1.12,16.2,9.11 +efficientnet_b2,3223.9,317.615,1024,288,1.12,16.2,9.11 +deit_small_patch16_224,3218.99,318.1,1024,224,4.61,11.95,22.05 +vit_small_patch16_224,3218.38,318.16,1024,224,4.61,11.95,22.05 +cs3darknet_l,3210.26,318.965,1024,288,6.16,10.83,21.16 +ese_vovnet39b,3206.21,319.369,1024,224,7.09,6.74,24.57 +eca_vovnet39b,3203.77,319.612,1024,224,7.09,6.74,22.6 +convnextv2_atto,3196.73,320.315,1024,288,0.91,6.3,3.71 +coatnet_pico_rw_224,3189.82,321.008,1024,224,2.05,14.62,10.85 +seresnet50,3181.57,321.841,1024,224,4.11,11.13,28.09 +pvt_v2_b1,3147.37,325.339,1024,224,2.12,15.39,14.01 +coat_lite_tiny,3146.41,325.439,1024,224,1.6,11.65,5.72 +res2net50_48w_2s,3127.52,327.404,1024,224,4.18,11.72,25.29 +eca_botnext26ts_256,3112.32,329.003,1024,256,2.46,11.6,10.59 +ecaresnet101d_pruned,3103.16,329.973,1024,224,3.48,7.69,24.88 +efficientnet_b0_g8_gn,3073.2,333.192,1024,224,0.66,6.75,6.56 +ssl_resnext50_32x4d,3071.68,333.356,1024,224,4.26,14.4,25.03 +dla60x,3071.64,333.359,1024,224,3.54,13.8,17.35 +swsl_resnext50_32x4d,3070.7,333.464,1024,224,4.26,14.4,25.03 +tv_resnext50_32x4d,3069.81,333.56,1024,224,4.26,14.4,25.03 +resnext50_32x4d,3069.72,333.57,1024,224,4.26,14.4,25.03 +gluon_resnext50_32x4d,3068.47,333.704,1024,224,4.26,14.4,25.03 +vit_small_r26_s32_224,3061.92,334.417,1024,224,3.56,9.85,36.43 +skresnet34,3055.95,335.073,1024,224,3.67,5.13,22.28 +deit3_small_patch16_224_in21ft1k,3048.82,335.855,1024,224,4.61,11.95,22.06 +deit3_small_patch16_224,3047.23,336.031,1024,224,4.61,11.95,22.06 +eca_halonext26ts,3035.71,337.305,1024,256,2.44,11.46,10.76 +haloregnetz_b,3032.47,337.665,1024,224,1.97,11.94,11.68 +vit_relpos_base_patch32_plus_rpn_256,3026.45,338.338,1024,256,7.68,8.01,119.42 +vit_relpos_small_patch16_rpn_224,3019.95,339.067,1024,224,4.59,13.05,21.97 +vit_relpos_small_patch16_224,3008.26,340.383,1024,224,4.59,13.05,21.98 +vit_srelpos_small_patch16_224,3000.96,341.213,1024,224,4.59,12.16,21.97 +xcit_nano_12_p16_384_dist,3000.48,341.266,1024,384,1.64,12.15,3.05 +cs3sedarknet_l,2995.41,341.845,1024,288,6.16,10.83,21.91 +resnetaa50d,2993.03,342.116,1024,224,5.39,12.44,25.58 +vgg11,2983.47,85.796,256,224,7.61,7.44,132.86 +selecsls84,2973.16,344.402,1024,224,5.9,7.57,50.95 +resnetrs50,2963.42,345.535,1024,224,4.48,12.14,35.69 +seresnet50t,2957.12,346.271,1024,224,4.32,11.83,28.1 +resnest14d,2954.69,346.556,1024,224,2.76,7.33,10.61 +gluon_resnet50_v1s,2953.65,346.677,1024,224,5.47,13.52,25.68 +coat_lite_mini,2952.61,346.799,1024,224,2.0,12.25,11.01 +ecaresnet50d,2945.96,347.583,1024,224,4.35,11.93,25.58 +densenet121,2933.45,349.064,1024,224,2.87,6.9,7.98 +tv_densenet121,2929.69,349.514,1024,224,2.87,6.9,7.98 +vit_base_patch32_plus_256,2929.65,349.519,1024,256,7.79,7.76,119.48 +rexnet_200,2927.94,349.723,1024,224,1.56,14.91,16.37 +xcit_tiny_24_p16_224_dist,2927.0,349.834,1024,224,2.34,11.82,12.12 +xcit_tiny_24_p16_224,2921.97,350.436,1024,224,2.34,11.82,12.12 +coatnet_nano_cc_224,2867.38,357.108,1024,224,2.24,15.02,13.76 +gcresnext50ts,2857.34,358.363,1024,256,3.75,15.46,15.67 +lambda_resnet26rpt_256,2853.55,358.839,1024,256,3.16,11.87,10.99 +resnext50d_32x4d,2845.08,359.908,1024,224,4.5,15.2,25.05 +mixnet_l,2828.6,361.996,1024,224,0.58,10.84,7.33 +densenet121d,2824.08,362.584,1024,224,3.11,7.7,8.0 +efficientnet_lite3,2821.84,362.87,1024,300,1.65,21.85,8.2 +cspresnet50,2793.65,366.534,1024,256,4.54,11.5,21.62 +coatnet_nano_rw_224,2781.93,368.077,1024,224,2.41,15.41,15.14 +vgg11_bn,2760.38,370.949,1024,224,7.62,7.44,132.87 +vovnet57a,2755.77,371.572,1024,224,8.95,7.52,36.64 +resmlp_24_224,2750.33,372.306,1024,224,5.96,10.91,30.02 +resmlp_24_distilled_224,2740.33,373.665,1024,224,5.96,10.91,30.02 +convnextv2_femto,2735.91,374.269,1024,288,1.3,7.56,5.23 +flexivit_small,2735.78,374.287,1024,240,5.35,14.18,22.06 +gcresnet50t,2732.04,374.8,1024,256,5.42,14.67,25.9 +legacy_seresnext50_32x4d,2722.84,376.065,1024,224,4.26,14.42,27.56 +seresnext50_32x4d,2721.47,376.256,1024,224,4.26,14.42,27.56 +gluon_seresnext50_32x4d,2720.58,376.379,1024,224,4.26,14.42,27.56 +visformer_small,2719.93,376.468,1024,224,4.88,11.43,40.22 +twins_svt_small,2713.39,377.374,1024,224,2.94,13.75,24.06 +resnetv2_50x1_bit_distilled,2708.81,378.014,1024,224,4.23,11.11,25.55 +res2net50_14w_8s,2692.9,380.248,1024,224,4.21,13.28,25.06 +resnetblur50,2685.97,381.228,1024,224,5.16,12.02,25.56 +vit_base_resnet26d_224,2684.6,381.421,1024,224,6.97,13.16,101.4 +tf_mixnet_l,2680.8,381.958,1024,224,0.58,10.84,7.33 +seresnetaa50d,2658.93,385.106,1024,224,5.4,12.46,28.11 +dla60_res2net,2656.16,385.506,1024,224,4.15,12.34,20.85 +cspresnet50d,2655.05,385.668,1024,256,4.86,12.55,21.64 +coatnext_nano_rw_224,2655.0,385.674,1024,224,2.47,12.8,14.7 +ese_vovnet57b,2654.33,385.773,1024,224,8.95,7.52,38.61 +tf_efficientnetv2_b3,2654.14,385.8,1024,300,3.04,15.74,14.36 +cspresnet50w,2641.68,387.621,1024,256,5.04,12.19,28.12 +res2net50_26w_4s,2629.64,389.395,1024,224,4.28,12.61,25.7 +regnetz_b16,2626.71,389.828,1024,288,2.39,16.43,9.72 +convnext_nano,2611.78,392.059,1024,288,4.06,13.84,15.59 +efficientnetv2_rw_t,2601.49,393.609,1024,288,3.19,16.42,13.65 +fbnetv3_g,2595.29,394.549,1024,288,1.77,21.09,16.62 +gmixer_24_224,2595.15,394.571,1024,224,5.28,14.45,24.72 +mobilevit_s,2586.09,395.952,1024,256,2.03,19.94,5.58 +coatnet_rmlp_nano_rw_224,2569.7,398.478,1024,224,2.62,20.34,15.15 +gcvit_xxtiny,2561.41,399.768,1024,224,2.14,15.36,12.0 +tf_efficientnet_lite3,2530.94,404.582,1024,300,1.65,21.85,8.2 +efficientnet_cc_b1_8e,2530.65,404.628,1024,240,0.75,15.44,39.72 +densenetblur121d,2522.66,405.908,1024,224,3.11,7.9,8.0 +resnetblur50d,2509.45,408.045,1024,224,5.4,12.82,25.58 +nf_ecaresnet50,2490.39,411.168,1024,224,4.21,11.13,25.56 +inception_v3,2485.21,412.025,1024,299,5.73,8.97,23.83 +nf_seresnet50,2482.66,412.449,1024,224,4.21,11.13,28.09 +tf_inception_v3,2481.38,412.658,1024,299,5.73,8.97,23.83 +gc_efficientnetv2_rw_t,2480.59,412.793,1024,288,3.2,16.45,13.68 +adv_inception_v3,2479.41,412.983,1024,299,5.73,8.97,23.83 +repvgg_b1g4,2473.34,414.003,1024,224,8.15,10.64,39.97 +mobilevitv2_125,2472.28,414.18,1024,256,2.86,20.1,7.48 +gluon_inception_v3,2468.42,414.827,1024,299,5.73,8.97,23.83 +nf_regnet_b3,2461.52,415.991,1024,320,2.05,14.61,18.59 +xcit_small_12_p16_224_dist,2446.89,418.478,1024,224,4.82,12.58,26.25 +xcit_small_12_p16_224,2446.42,418.558,1024,224,4.82,12.58,26.25 +cspresnext50,2438.96,419.836,1024,256,4.05,15.86,20.57 +convnext_nano_ols,2435.0,420.521,1024,288,4.38,15.5,15.65 +regnetx_032,2429.42,421.489,1024,224,3.2,11.37,15.3 +densenet169,2426.29,422.031,1024,224,3.4,7.3,14.15 +sehalonet33ts,2419.4,423.234,1024,256,3.55,14.7,13.69 +tf_efficientnet_cc_b1_8e,2406.19,425.557,1024,240,0.75,15.44,39.72 +semobilevit_s,2402.02,426.294,1024,256,2.03,19.95,5.74 +resnetv2_101,2330.6,439.36,1024,224,7.83,16.23,44.54 +twins_pcpvt_small,2312.72,442.754,1024,224,3.83,18.08,24.11 +xcit_nano_12_p8_224_dist,2295.5,446.077,1024,224,2.16,15.71,3.05 +xcit_nano_12_p8_224,2292.87,446.587,1024,224,2.16,15.71,3.05 +gmlp_s16_224,2290.73,447.007,1024,224,4.42,15.1,19.42 +cs3darknet_focus_x,2287.2,447.697,1024,256,8.03,10.69,35.02 +vit_base_r26_s32_224,2275.25,450.047,1024,224,6.81,12.36,101.38 +gluon_resnet101_v1b,2260.37,453.01,1024,224,7.83,16.23,44.55 +tv_resnet101,2258.59,453.368,1024,224,7.83,16.23,44.55 +resnet101,2258.28,453.43,1024,224,7.83,16.23,44.55 +skresnet50,2234.62,458.23,1024,224,4.11,12.5,25.8 +ecaresnet26t,2232.29,458.709,1024,320,5.24,16.44,16.01 +edgenext_small,2226.69,459.86,1024,320,1.97,14.16,5.59 +dla102,2219.96,461.255,1024,224,7.19,14.18,33.27 +res2next50,2214.71,462.347,1024,224,4.2,13.71,24.67 +dla60_res2next,2210.67,463.194,1024,224,3.49,13.17,17.03 +resnetv2_101d,2203.82,464.633,1024,224,8.07,17.04,44.56 +gluon_resnet101_v1c,2194.65,466.578,1024,224,8.08,17.04,44.57 +resnest26d,2170.04,471.869,1024,224,3.64,9.97,17.07 +vgg13,2149.71,476.331,1024,224,11.31,12.25,133.05 +gluon_resnet101_v1d,2137.49,479.053,1024,224,8.08,17.04,44.57 +skresnet50d,2115.22,484.098,1024,224,4.36,13.31,25.82 +convnextv2_pico,2108.5,485.64,1024,288,2.27,10.08,9.07 +vit_base_resnet50d_224,2101.17,487.333,1024,224,8.73,16.92,110.97 +coatnet_0_rw_224,2082.49,491.706,1024,224,4.43,18.73,27.44 +crossvit_small_240,2081.5,491.94,1024,240,5.63,18.17,26.86 +deit3_medium_patch16_224_in21ft1k,2076.53,493.118,1024,224,8.0,15.93,38.85 +deit3_medium_patch16_224,2072.34,494.116,1024,224,8.0,15.93,38.85 +mobilevitv2_150,2071.36,494.349,1024,256,4.09,24.11,10.59 +mobilevitv2_150_in22ft1k,2070.3,494.603,1024,256,4.09,24.11,10.59 +sebotnet33ts_256,2067.91,247.581,512,256,3.89,17.46,13.7 +wide_resnet50_2,2057.08,497.78,1024,224,11.43,14.4,68.88 +vit_relpos_medium_patch16_rpn_224,2044.85,500.757,1024,224,7.97,17.02,38.73 +efficientformer_l3,2041.79,501.507,1024,224,3.93,12.01,31.41 +poolformer_s24,2040.35,501.863,1024,224,3.41,10.68,21.39 +vit_relpos_medium_patch16_224,2037.47,502.572,1024,224,7.97,17.02,38.75 +cspdarknet53,2035.94,502.949,1024,256,6.57,16.81,27.64 +resnet51q,2034.41,503.329,1024,288,8.07,20.94,35.7 +vit_srelpos_medium_patch16_224,2033.15,503.638,1024,224,7.96,16.21,38.74 +maxvit_rmlp_pico_rw_256,2008.78,509.748,1024,256,1.85,24.86,7.52 +vit_relpos_medium_patch16_cls_224,2007.24,510.141,1024,224,8.03,18.24,38.76 +dla102x,2006.55,510.315,1024,224,5.89,19.42,26.31 +legacy_seresnet101,2003.12,511.188,1024,224,7.61,15.74,49.33 +swin_tiny_patch4_window7_224,1995.14,513.235,1024,224,4.51,17.06,28.29 +repvgg_b1,1985.42,515.747,1024,224,13.16,10.64,57.42 +resnetaa101d,1982.98,516.381,1024,224,9.12,17.56,44.57 +coatnet_rmlp_0_rw_224,1981.75,516.703,1024,224,4.72,24.89,27.45 +tf_efficientnet_b3,1975.92,518.226,1024,300,1.87,23.83,12.23 +gcvit_xtiny,1969.68,519.869,1024,224,2.93,20.26,19.98 +hrnet_w18,1967.17,520.531,1024,224,4.32,16.31,21.3 +gluon_resnet101_v1s,1965.68,520.926,1024,224,9.19,18.64,44.67 +maxvit_pico_rw_256,1965.38,521.006,1024,256,1.83,22.3,7.46 +resnetaa50,1958.15,522.93,1024,288,8.52,19.24,25.56 +seresnet101,1954.63,523.871,1024,224,7.84,16.27,49.33 +efficientnet_b3,1949.54,525.239,1024,320,2.01,26.52,12.23 +efficientnet_b3a,1949.11,525.356,1024,320,2.01,26.52,12.23 +edgenext_small_rw,1932.68,529.816,1024,320,2.46,14.85,7.83 +regnetx_040,1932.62,529.839,1024,224,3.99,12.2,22.12 +cs3sedarknet_xdw,1925.4,531.825,1024,256,5.97,17.18,21.6 +coatnet_bn_0_rw_224,1920.71,533.123,1024,224,4.67,22.04,27.44 +xcit_tiny_12_p16_384_dist,1911.65,535.652,1024,384,3.64,18.26,6.72 +ssl_resnext101_32x4d,1910.73,535.909,1024,224,8.01,21.23,44.18 +swsl_resnext101_32x4d,1910.43,535.993,1024,224,8.01,21.23,44.18 +resnext101_32x4d,1909.99,536.115,1024,224,8.01,21.23,44.18 +gluon_resnext101_32x4d,1909.34,536.298,1024,224,8.01,21.23,44.18 +darknet53,1903.77,537.866,1024,288,11.78,15.68,41.61 +darknetaa53,1898.12,539.468,1024,288,10.08,15.68,36.02 +crossvit_15_240,1892.46,541.083,1024,240,5.81,19.77,27.53 +halonet50ts,1881.53,544.226,1024,256,5.3,19.2,22.73 +vgg13_bn,1879.72,544.749,1024,224,11.33,12.25,133.05 +mixnet_xl,1872.46,546.86,1024,224,0.93,14.57,11.9 +res2net50_26w_6s,1870.88,547.321,1024,224,6.33,15.28,37.05 +ecaresnet101d,1869.88,547.616,1024,224,8.08,17.07,44.57 +densenet201,1869.57,547.706,1024,224,4.34,7.85,20.01 +nf_resnet101,1858.48,550.976,1024,224,8.01,16.23,44.55 +coatnet_0_224,1857.28,275.661,512,224,4.58,24.01,25.04 +pvt_v2_b2,1854.85,552.053,1024,224,4.05,27.53,25.36 +crossvit_15_dagger_240,1850.69,553.295,1024,240,6.13,20.43,28.21 +resmlp_36_224,1846.41,554.574,1024,224,8.91,16.33,44.69 +resmlp_36_distilled_224,1845.04,554.99,1024,224,8.91,16.33,44.69 +resnet61q,1841.84,555.954,1024,288,9.87,21.52,36.85 +swin_s3_tiny_224,1817.5,563.398,1024,224,4.64,19.13,28.33 +cait_xxs24_224,1796.55,569.968,1024,224,2.53,20.29,11.96 +cs3darknet_x,1789.33,572.268,1024,288,10.6,14.36,35.05 +vit_medium_patch16_gap_240,1785.54,573.481,1024,240,9.22,18.81,44.4 +nf_resnet50,1784.84,573.708,1024,288,6.88,18.37,25.56 +resnet50_gn,1764.31,580.385,1024,224,4.14,11.11,25.56 +mixer_b16_224_miil,1761.45,581.327,1024,224,12.62,14.53,59.88 +mixer_b16_224,1759.76,581.885,1024,224,12.62,14.53,59.88 +resnetblur101d,1757.96,582.482,1024,224,9.12,17.94,44.57 +eca_nfnet_l0,1726.58,593.068,1024,288,7.12,17.29,24.14 +nfnet_l0,1721.83,594.705,1024,288,7.13,17.29,35.07 +vit_large_patch32_224,1717.59,596.169,1024,224,15.41,13.32,327.9 +vgg16,1717.44,596.224,1024,224,15.47,13.56,138.36 +regnetz_c16,1710.89,598.505,1024,320,3.92,25.88,13.46 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+deit3_large_patch16_384_in21ft1k,99.81,2564.809,256,384,191.21,270.24,304.76 +deit3_large_patch16_384,99.8,2564.994,256,384,191.21,270.24,304.76 +swinv2_base_window12to24_192to384_22kft1k,96.12,665.832,64,384,55.25,280.36,87.92 +nfnet_f4,89.33,5731.574,512,512,216.26,262.26,316.07 +beit_large_patch16_384,88.56,2890.58,256,384,191.21,270.24,305.0 +maxvit_large_tf_384,86.44,1480.84,128,384,132.55,445.84,212.03 +regnety_1280,82.49,4654.845,384,224,127.66,71.58,644.81 +xcit_medium_24_p8_384_dist,79.96,3201.705,256,384,186.67,354.73,84.32 +resnetv2_101x3_bitm,79.41,2417.67,192,448,280.33,194.78,387.93 +volo_d3_448,77.64,2473.021,192,448,96.33,446.83,86.63 +dm_nfnet_f4,77.54,4952.036,384,512,216.26,262.26,316.07 +nfnet_f5,67.46,5691.915,384,544,290.97,349.71,377.21 +tf_efficientnet_l2,63.66,1507.989,96,475,172.11,609.89,480.31 +swinv2_large_window12to24_192to384_22kft1k,60.94,787.651,48,384,116.15,407.83,196.74 +vit_gigantic_patch14_224,60.18,8507.121,512,224,483.95,275.37,1844.44 +vit_gigantic_patch14_clip_224,60.11,8517.85,512,224,483.96,275.37,1844.91 +volo_d4_448,57.87,3317.675,192,448,197.13,527.35,193.41 +maxvit_base_tf_512,57.86,2212.256,128,512,138.02,703.99,119.88 +dm_nfnet_f5,57.78,6645.368,384,544,290.97,349.71,377.21 +vit_huge_patch14_clip_336,57.4,4460.085,256,336,390.97,407.54,632.46 +ig_resnext101_32x48d,56.43,6804.709,384,224,153.57,131.06,828.41 +convnextv2_huge,56.31,1704.92,96,384,337.96,232.35,660.29 +convmixer_1536_20,55.47,18461.426,1024,224,48.68,33.03,51.63 +swinv2_cr_giant_224,52.39,3665.046,192,224,483.85,309.15,2598.76 +nfnet_f6,51.81,7411.574,384,576,378.69,452.2,438.36 +maxvit_xlarge_tf_384,50.76,1891.335,96,384,292.78,668.76,475.32 +swinv2_cr_huge_384,49.01,1305.73,64,384,352.04,583.18,657.94 +regnety_2560,47.69,8051.463,384,224,257.07,87.48,826.14 +xcit_large_24_p8_384_dist,44.91,4275.004,192,384,415.0,531.82,188.93 +dm_nfnet_f6,44.62,5737.462,256,576,378.69,452.2,438.36 +nfnet_f7,41.13,6224.782,256,608,480.39,570.85,499.5 +maxvit_large_tf_512,41.04,1559.597,64,512,244.75,942.15,212.33 +eva_giant_patch14_336,39.89,6418.269,256,336,620.64,550.67,1013.01 +volo_d5_448,39.88,3209.812,128,448,315.06,737.92,295.91 +beit_large_patch16_512,35.33,2716.953,96,512,362.24,656.39,305.67 +cait_m36_384,32.89,7783.487,256,384,173.11,734.81,271.22 +resnetv2_152x4_bitm,30.46,3151.929,96,480,844.84,414.26,936.53 +volo_d5_512,27.89,4590.0,128,512,425.09,1105.37,296.09 +maxvit_xlarge_tf_512,24.38,1968.424,48,512,534.14,1413.22,475.77 +efficientnet_l2,23.13,1383.428,32,800,479.12,1707.39,480.31 +swinv2_cr_giant_384,15.06,2124.735,32,384,1450.71,1394.86,2598.76 +cait_m48_448,13.86,9235.876,128,448,329.41,1708.23,356.46 +eva_giant_patch14_560,10.52,3043.009,32,560,1906.76,2577.17,1014.45