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@ -16,7 +16,7 @@ cait_m48_448,62.093,37.907,86.440,13.560,356.46,448,1.000,bicubic,-35.387,-13.11
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tf_efficientnet_b6_ns,61.640,38.360,84.787,15.213,43.04,528,0.942,bicubic,-35.990,-14.793,+3
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swin_large_patch4_window7_224,61.293,38.707,86.520,13.480,196.53,224,0.900,bicubic,-36.367,-13.060,-1
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vit_large_r50_s32_384,61.147,38.853,83.773,16.227,329.09,384,1.000,bicubic,-36.713,-15.897,-7
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ig_resnext101_32x48d,61.040,38.960,83.227,16.773,828.41,224,0.875,bilinear,-36.600,-16.483,-2
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ig_resnext101_32x48d,61.040,38.960,83.227,16.773,828.41,224,0.875,bilinear,-36.600,-16.363,-1
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tf_efficientnetv2_m_in21ft1k,60.853,39.147,85.267,14.733,54.14,480,1.000,bicubic,-36.627,-14.263,+8
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tf_efficientnet_b5_ns,59.800,40.200,84.213,15.787,30.39,456,0.934,bicubic,-37.690,-15.417,+5
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xcit_large_24_p8_384_dist,59.787,40.213,85.333,14.667,188.93,384,1.000,bicubic,-37.743,-14.207,+1
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@ -28,35 +28,35 @@ dm_nfnet_f4,57.787,42.213,81.507,18.493,316.07,512,0.951,bicubic,-39.783,-18.003
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cait_m36_384,57.667,42.333,84.693,15.307,271.22,384,1.000,bicubic,-39.733,-14.817,+1
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xcit_medium_24_p8_384_dist,56.587,43.413,83.440,16.560,84.32,384,1.000,bicubic,-40.713,-16.070,+4
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dm_nfnet_f3,55.333,44.667,80.480,19.520,254.92,416,0.940,bicubic,-42.017,-19.080,+1
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vit_large_patch16_224,55.333,44.667,79.840,20.160,304.33,224,0.900,bicubic,-42.307,-19.750,-13
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vit_large_patch16_224,55.333,44.667,79.840,20.160,304.33,224,0.900,bicubic,-42.307,-19.870,-14
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xcit_small_24_p8_384_dist,54.400,45.600,81.720,18.280,47.63,384,1.000,bicubic,-42.850,-17.890,+5
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vit_base_r50_s16_384,54.333,45.667,80.840,19.160,98.95,384,1.000,bicubic,-42.847,-18.720,+9
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cait_s36_384,54.240,45.760,81.267,18.733,68.37,384,1.000,bicubic,-43.100,-18.263,-2
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ig_resnext101_32x16d,53.053,46.947,76.867,23.133,194.03,224,0.875,bilinear,-43.767,-22.733,+30
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tf_efficientnetv2_l,52.933,47.067,79.000,21.000,118.52,480,1.000,bicubic,-44.337,-20.550,-1
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xcit_large_24_p16_384_dist,52.813,47.187,81.720,18.280,189.10,384,1.000,bicubic,-44.717,-17.760,-13
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resnetv2_152x2_bitm,52.733,47.267,81.187,18.813,236.34,448,1.000,bilinear,-44.297,-18.253,+14
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resnetv2_152x2_bitm,52.733,47.267,81.187,18.813,236.34,448,1.000,bilinear,-44.297,-18.403,+14
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resnetv2_101x3_bitm,52.400,47.600,79.867,20.133,387.93,448,1.000,bilinear,-44.620,-19.623,+15
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swin_base_patch4_window7_224,51.827,48.173,80.427,19.573,87.77,224,0.900,bicubic,-45.433,-19.103,-4
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swsl_resnext101_32x8d,51.187,48.813,78.200,21.800,88.79,224,0.875,bilinear,-46.013,-21.370,-1
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tf_efficientnet_b4_ns,50.893,49.107,79.040,20.960,19.34,380,0.922,bicubic,-46.037,-20.540,+17
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beit_base_patch16_224,50.707,49.293,79.893,20.107,86.53,224,0.900,bicubic,-46.373,-19.717,+5
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beit_base_patch16_224,50.707,49.293,79.893,20.107,86.53,224,0.900,bicubic,-46.373,-19.727,+7
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xcit_small_12_p8_384_dist,50.533,49.467,79.600,20.400,26.21,384,1.000,bicubic,-46.697,-19.880,-6
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resnetv2_152x2_bit_teacher_384,50.067,49.933,77.733,22.267,236.34,384,1.000,bicubic,-46.743,-21.717,+21
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cait_s24_384,49.400,50.600,78.640,21.360,47.06,384,1.000,bicubic,-47.680,-20.790,+3
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cait_s24_384,49.400,50.600,78.640,21.360,47.06,384,1.000,bicubic,-47.680,-20.970,+2
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xcit_medium_24_p16_384_dist,49.227,50.773,79.720,20.280,84.40,384,1.000,bicubic,-48.053,-19.740,-13
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deit_base_distilled_patch16_384,49.040,50.960,79.000,21.000,87.63,384,1.000,bicubic,-47.930,-20.490,+9
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dm_nfnet_f2,48.387,51.613,76.760,23.240,193.78,352,0.920,bicubic,-48.643,-22.830,+4
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dm_nfnet_f2,48.387,51.613,76.760,23.240,193.78,352,0.920,bicubic,-48.643,-22.680,+4
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tf_efficientnetv2_s_in21ft1k,48.053,51.947,77.720,22.280,21.46,384,1.000,bicubic,-48.687,-21.700,+22
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tf_efficientnet_b8,47.987,52.013,76.467,23.533,87.41,672,0.954,bicubic,-49.223,-23.033,-12
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xcit_large_24_p8_224_dist,47.893,52.107,79.133,20.867,188.93,224,1.000,bicubic,-49.167,-20.287,-1
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resnest269e,47.653,52.347,74.000,26.000,110.93,416,0.928,bicubic,-48.867,-25.350,+39
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xcit_large_24_p8_224,46.867,53.133,74.400,25.600,188.93,224,1.000,bicubic,-49.533,-24.580,+44
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xcit_large_24_p8_224,46.867,53.133,74.400,25.600,188.93,224,1.000,bicubic,-49.533,-24.740,+45
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xcit_small_24_p16_384_dist,46.773,53.227,77.013,22.987,47.67,384,1.000,bicubic,-50.357,-22.437,-11
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tf_efficientnet_b8_ap,46.453,53.547,76.160,23.840,87.41,672,0.954,bicubic,-50.657,-23.500,-11
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resnetv2_50x3_bitm,46.293,53.707,76.627,23.373,217.32,448,1.000,bilinear,-50.437,-22.913,+16
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efficientnetv2_rw_m,46.160,53.840,75.827,24.173,53.24,416,1.000,bicubic,-50.830,-23.703,-2
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swsl_resnext101_32x16d,45.933,54.067,72.053,27.947,194.03,224,0.875,bilinear,-50.667,-27.217,+26
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swsl_resnext101_32x16d,45.933,54.067,72.053,27.947,194.03,224,0.875,bilinear,-50.667,-27.477,+26
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ecaresnet269d,45.720,54.280,74.920,25.080,102.09,352,1.000,bicubic,-51.370,-24.550,-13
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vit_small_patch16_384,45.360,54.640,76.160,23.840,22.20,384,1.000,bicubic,-51.330,-23.320,+16
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tf_efficientnet_b7_ap,45.267,54.733,74.027,25.973,66.35,600,0.949,bicubic,-51.933,-25.513,-21
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@ -67,7 +67,7 @@ xcit_medium_24_p8_224_dist,45.160,54.840,76.720,23.280,84.32,224,1.000,bicubic,-
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dm_nfnet_f1,44.853,55.147,73.653,26.347,132.63,320,0.910,bicubic,-52.037,-25.757,-5
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eca_nfnet_l2,44.627,55.373,75.773,24.227,56.72,384,1.000,bicubic,-52.463,-23.737,-22
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crossvit_18_dagger_408,43.867,56.133,73.600,26.400,44.61,408,1.000,bicubic,-52.663,-25.660,+22
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resnest200e,43.867,56.133,73.293,26.707,70.20,320,0.909,bicubic,-52.753,-26.057,+13
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resnest200e,43.867,56.133,73.293,26.707,70.20,320,0.909,bicubic,-52.753,-26.217,+12
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cait_xs24_384,43.640,56.360,74.907,25.093,26.67,384,1.000,bicubic,-52.920,-24.513,+17
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tresnet_xl_448,43.187,56.813,72.120,27.880,78.44,448,0.875,bilinear,-52.783,-27.000,+57
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vit_base_patch16_224,43.107,56.893,72.547,27.453,86.57,224,0.900,bicubic,-53.763,-26.983,-10
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@ -76,15 +76,15 @@ xcit_medium_24_p8_224,43.027,56.973,70.080,29.920,84.32,224,1.000,bicubic,-53.08
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resnetrs420,42.440,57.560,70.120,29.880,191.89,416,1.000,bicubic,-54.470,-29.340,-15
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xcit_tiny_24_p8_384_dist,42.253,57.747,72.773,27.227,12.11,384,1.000,bicubic,-54.297,-26.547,+12
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tf_efficientnet_b7,42.200,57.800,72.547,27.453,66.35,600,0.949,bicubic,-54.810,-26.973,-23
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crossvit_15_dagger_408,41.773,58.227,71.973,28.027,28.50,408,1.000,bicubic,-54.617,-27.177,+21
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crossvit_15_dagger_408,41.773,58.227,71.973,28.027,28.50,408,1.000,bicubic,-54.617,-27.177,+22
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swsl_resnext101_32x4d,41.653,58.347,71.867,28.133,44.18,224,0.875,bilinear,-54.767,-27.603,+17
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xcit_small_24_p8_224,41.640,58.360,70.840,29.160,47.63,224,1.000,bicubic,-54.760,-28.300,+18
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xcit_small_24_p8_224,41.640,58.360,70.840,29.160,47.63,224,1.000,bicubic,-54.760,-28.140,+17
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vit_large_r50_s32_224,41.520,58.480,70.360,29.640,328.99,224,0.900,bicubic,-55.270,-28.990,-14
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xcit_small_24_p8_224_dist,41.467,58.533,73.707,26.293,47.63,224,1.000,bicubic,-55.403,-25.773,-19
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resmlp_big_24_224_in22ft1k,40.453,59.547,74.653,25.347,129.14,224,0.875,bicubic,-56.167,-24.857,-2
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tf_efficientnet_b6_ap,40.333,59.667,71.400,28.600,43.04,528,0.942,bicubic,-56.747,-28.220,-35
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resmlp_big_24_224_in22ft1k,40.453,59.547,74.653,25.347,129.14,224,0.875,bicubic,-56.167,-24.697,-1
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tf_efficientnet_b6_ap,40.333,59.667,71.400,28.600,43.04,528,0.942,bicubic,-56.747,-28.030,-36
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tresnet_l_448,40.133,59.867,69.707,30.293,55.99,448,0.875,bilinear,-55.737,-29.413,+50
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deit_base_patch16_384,39.880,60.120,70.440,29.560,86.86,384,1.000,bicubic,-56.270,-28.700,+28
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deit_base_patch16_384,39.880,60.120,70.440,29.560,86.86,384,1.000,bicubic,-56.270,-28.750,+29
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resnetrs350,39.347,60.653,68.293,31.707,163.96,384,1.000,bicubic,-57.413,-31.067,-18
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vit_large_patch32_384,38.867,61.133,68.573,31.427,306.63,384,1.000,bicubic,-56.963,-30.577,+50
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resnetv2_101x1_bitm,38.240,61.760,70.267,29.733,44.54,448,1.000,bilinear,-57.860,-29.013,+33
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@ -108,33 +108,33 @@ resnetrs270,34.587,65.413,65.133,34.867,129.86,352,1.000,bicubic,-62.103,-34.217
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tf_efficientnet_b5_ap,34.347,65.653,67.040,32.960,30.39,456,0.934,bicubic,-62.333,-32.420,-30
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xcit_tiny_12_p8_384_dist,34.213,65.787,66.160,33.840,6.71,384,1.000,bicubic,-61.847,-32.980,+16
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vit_base_patch16_224_miil,34.133,65.867,64.547,35.453,86.54,224,0.875,bilinear,-62.307,-34.763,-14
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xcit_medium_24_p16_224_dist,34.013,65.987,67.627,32.373,84.40,224,1.000,bicubic,-62.587,-31.903,-27
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xcit_medium_24_p16_224_dist,34.013,65.987,67.627,32.373,84.40,224,1.000,bicubic,-62.587,-31.643,-27
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resmlp_big_24_distilled_224,33.787,66.213,69.293,30.707,129.14,224,0.875,bicubic,-62.683,-30.017,-17
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resnet152d,33.707,66.293,65.480,34.520,60.21,320,1.000,bicubic,-62.643,-33.910,-10
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tresnet_m_448,33.627,66.373,64.280,35.720,31.39,448,0.875,bilinear,-61.323,-34.790,+95
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tresnet_m_448,33.627,66.373,64.280,35.720,31.39,448,0.875,bilinear,-61.363,-34.700,+95
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xcit_tiny_24_p16_384_dist,33.573,66.427,65.227,34.773,12.12,384,1.000,bicubic,-62.347,-33.993,+16
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twins_pcpvt_large,33.133,66.867,67.920,32.080,60.99,224,0.900,bicubic,-63.017,-31.270,0
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swsl_resnext50_32x4d,33.053,66.947,65.187,34.813,25.03,224,0.875,bilinear,-62.827,-33.933,+16
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twins_pcpvt_large,33.133,66.867,67.920,32.080,60.99,224,0.900,bicubic,-63.017,-31.220,-1
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swsl_resnext50_32x4d,33.053,66.947,65.187,34.813,25.03,224,0.875,bilinear,-62.827,-33.833,+17
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twins_svt_base,33.000,67.000,65.613,34.387,56.07,224,0.900,bicubic,-63.160,-33.447,-4
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pit_b_224,32.760,67.240,62.227,37.773,73.76,224,0.900,bicubic,-62.870,-36.443,+35
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xcit_large_24_p16_224,32.653,67.347,61.667,38.333,189.10,224,1.000,bicubic,-62.757,-36.963,+53
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ssl_resnext101_32x16d,32.400,67.600,63.707,36.293,194.03,224,0.875,bilinear,-63.400,-35.473,+21
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swin_small_patch4_window7_224,32.347,67.653,65.200,34.800,49.61,224,0.900,bicubic,-63.533,-33.820,+12
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swin_small_patch4_window7_224,32.347,67.653,65.200,34.800,49.61,224,0.900,bicubic,-63.533,-33.920,+13
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jx_nest_small,32.307,67.693,63.813,36.187,38.35,224,0.875,bicubic,-63.663,-35.227,+5
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resnetv2_152x2_bit_teacher,31.973,68.027,63.600,36.400,236.34,224,0.875,bicubic,-64.117,-35.670,0
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resnest101e,31.587,68.413,64.040,35.960,48.28,256,0.875,bilinear,-64.273,-35.170,+13
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cait_s24_224,31.107,68.893,64.200,35.800,46.92,224,1.000,bicubic,-65.283,-34.960,-25
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cait_s24_224,31.107,68.893,64.200,35.800,46.92,224,1.000,bicubic,-65.283,-34.960,-26
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tf_efficientnet_b5,31.107,68.893,64.493,35.507,30.39,456,0.934,bicubic,-65.233,-34.817,-22
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crossvit_base_240,31.040,68.960,60.960,39.040,105.03,240,0.875,bicubic,-64.480,-37.860,+35
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crossvit_base_240,31.040,68.960,60.960,39.040,105.03,240,0.875,bicubic,-64.480,-37.810,+36
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efficientnet_b4,30.547,69.453,64.333,35.667,19.34,384,1.000,bicubic,-65.613,-34.867,-16
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crossvit_18_240,30.387,69.613,61.547,38.453,43.27,240,0.875,bicubic,-65.063,-37.243,+38
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xcit_small_24_p16_224_dist,30.347,69.653,64.440,35.560,47.67,224,1.000,bicubic,-65.863,-34.770,-20
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resnetrs200,30.187,69.813,62.773,37.227,93.21,320,1.000,bicubic,-66.333,-36.577,-39
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dm_nfnet_f0,30.173,69.827,62.360,37.640,71.49,256,0.900,bicubic,-65.967,-36.890,-16
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crossvit_18_dagger_240,30.120,69.880,61.613,38.387,44.27,240,0.875,bicubic,-65.440,-37.447,+23
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xcit_medium_24_p16_224,29.920,70.080,59.213,40.787,84.40,224,1.000,bicubic,-65.600,-39.557,+29
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xcit_medium_24_p16_224,29.920,70.080,59.213,40.787,84.40,224,1.000,bicubic,-65.600,-39.607,+28
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swsl_resnet50,29.773,70.227,63.720,36.280,25.56,224,0.875,bilinear,-65.627,-35.570,+38
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twins_pcpvt_base,29.773,70.227,64.467,35.533,43.83,224,0.900,bicubic,-66.017,-34.523,+6
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twins_pcpvt_base,29.773,70.227,64.467,35.533,43.83,224,0.900,bicubic,-66.017,-34.663,+6
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cait_xxs24_384,29.693,70.307,63.733,36.267,12.03,384,1.000,bicubic,-65.577,-35.227,+42
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convit_base,29.333,70.667,61.520,38.480,86.54,224,0.875,bicubic,-66.217,-37.370,+19
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deit_base_distilled_patch16_224,29.320,70.680,64.093,35.907,87.34,224,0.900,bicubic,-66.780,-35.097,-18
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@ -142,14 +142,14 @@ tf_efficientnetv2_s,29.000,71.000,61.120,38.880,21.46,384,1.000,bicubic,-67.340,
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ssl_resnext101_32x8d,28.893,71.107,60.613,39.387,88.79,224,0.875,bilinear,-66.577,-38.507,+25
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resnet101d,28.747,71.253,62.013,37.987,44.57,320,1.000,bicubic,-67.553,-37.217,-35
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resnetrs152,28.640,71.360,60.000,40.000,86.62,320,1.000,bicubic,-67.930,-39.240,-57
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xcit_tiny_24_p8_224,28.507,71.493,60.253,39.747,12.11,224,1.000,bicubic,-67.163,-38.567,+6
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xcit_tiny_24_p8_224,28.507,71.493,60.253,39.747,12.11,224,1.000,bicubic,-67.163,-38.797,+6
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xcit_tiny_24_p8_224_dist,28.467,71.533,61.173,38.827,12.11,224,1.000,bicubic,-67.353,-38.037,-6
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regnetz_c,28.453,71.547,63.160,36.840,13.46,320,0.940,bicubic,-67.347,-35.940,-6
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crossvit_15_dagger_240,28.227,71.773,60.013,39.987,28.21,240,0.875,bicubic,-67.443,-39.037,+4
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crossvit_15_dagger_240,28.227,71.773,60.013,39.987,28.21,240,0.875,bicubic,-67.443,-38.807,+4
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xcit_small_24_p16_224,28.040,71.960,58.467,41.533,47.67,224,1.000,bicubic,-67.490,-40.303,+13
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coat_lite_small,27.453,72.547,58.427,41.573,19.84,224,0.900,bicubic,-68.077,-40.433,+10
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deit_base_patch16_224,27.147,72.853,58.693,41.307,86.57,224,0.900,bicubic,-68.293,-40.147,+18
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resnetv2_50x1_bitm,27.093,72.907,62.600,37.400,25.55,448,1.000,bilinear,-67.917,-36.420,+54
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resnetv2_50x1_bitm,27.093,72.907,62.600,37.400,25.55,448,1.000,bilinear,-67.927,-36.450,+54
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xcit_small_12_p16_224_dist,26.867,73.133,59.587,40.413,26.25,224,1.000,bicubic,-69.163,-39.543,-27
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vit_small_patch16_224,26.760,73.240,58.880,41.120,22.05,224,0.900,bicubic,-68.610,-40.270,+22
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regnety_032,26.067,73.933,60.880,39.120,19.44,288,1.000,bicubic,-69.913,-38.310,-28
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@ -157,15 +157,15 @@ nfnet_l0,25.960,74.040,61.653,38.347,35.07,288,1.000,bicubic,-70.170,-37.587,-38
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tf_efficientnet_b4,25.853,74.147,59.880,40.120,19.34,380,0.922,bicubic,-70.037,-39.290,-25
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tf_efficientnet_b4_ap,25.840,74.160,59.640,40.360,19.34,380,0.922,bicubic,-70.330,-39.640,-46
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ecaresnet101d,25.760,74.240,58.707,41.293,44.57,224,0.875,bicubic,-69.780,-40.423,0
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ecaresnet50t,25.640,74.360,59.720,40.280,25.57,320,0.950,bicubic,-69.860,-39.400,+5
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visformer_small,25.480,74.520,58.520,41.480,40.22,224,0.900,bicubic,-70.020,-40.380,+5
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ecaresnet50t,25.640,74.360,59.720,40.280,25.57,320,0.950,bicubic,-69.860,-39.180,+6
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visformer_small,25.480,74.520,58.520,41.480,40.22,224,0.900,bicubic,-70.020,-40.600,+4
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crossvit_15_240,25.440,74.560,57.320,42.680,27.53,240,0.875,bicubic,-69.680,-41.610,+27
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coat_mini,25.387,74.613,57.413,42.587,10.34,224,0.900,bicubic,-69.603,-41.567,+45
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coat_mini,25.387,74.613,57.413,42.587,10.34,224,0.900,bicubic,-69.603,-41.367,+45
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resnetv2_50x1_bit_distilled,25.107,74.893,59.373,40.627,25.55,224,0.875,bicubic,-71.003,-39.907,-45
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xcit_small_12_p16_224,25.080,74.920,55.653,44.347,26.25,224,1.000,bicubic,-70.320,-43.177,+10
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convit_small,24.773,75.227,56.947,43.053,27.78,224,0.875,bicubic,-70.407,-41.973,+19
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gc_efficientnetv2_rw_t,24.560,75.440,57.533,42.467,13.68,288,1.000,bicubic,-71.180,-41.487,-21
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tnt_s_patch16_224,24.547,75.453,57.773,42.227,23.76,224,0.900,bicubic,-70.483,-41.117,+34
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tnt_s_patch16_224,24.547,75.453,57.773,42.227,23.76,224,0.900,bicubic,-70.493,-41.067,+34
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eca_nfnet_l0,24.493,75.507,59.600,40.400,24.14,288,1.000,bicubic,-71.467,-39.610,-39
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efficientnetv2_rw_t,24.240,75.760,57.187,42.813,13.65,288,1.000,bicubic,-71.370,-41.883,-14
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xcit_tiny_12_p16_384_dist,24.160,75.840,57.000,43.000,6.72,384,1.000,bicubic,-70.950,-42.020,+21
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@ -173,350 +173,350 @@ tf_efficientnet_b2_ns,24.120,75.880,57.480,42.520,9.11,260,0.890,bicubic,-71.630
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vit_small_r26_s32_224,23.933,76.067,55.960,44.040,36.43,224,0.900,bicubic,-71.707,-43.230,-20
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twins_svt_small,23.800,76.200,57.253,42.747,24.06,224,0.900,bicubic,-71.410,-41.637,+10
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ssl_resnext101_32x4d,23.760,76.240,57.133,42.867,44.18,224,0.875,bilinear,-71.670,-41.997,-4
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vit_small_patch32_384,23.547,76.453,56.907,43.093,22.92,384,1.000,bicubic,-71.513,-42.083,+22
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crossvit_small_240,23.413,76.587,56.400,43.600,26.86,240,0.875,bicubic,-71.417,-42.480,+43
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vit_small_patch32_384,23.547,76.453,56.907,43.093,22.92,384,1.000,bicubic,-71.513,-41.923,+20
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crossvit_small_240,23.413,76.587,56.400,43.600,26.86,240,0.875,bicubic,-71.417,-42.620,+43
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jx_nest_tiny,23.133,76.867,56.053,43.947,17.06,224,0.875,bicubic,-72.117,-42.927,+3
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efficientnet_b3,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.227,-31
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efficientnet_b3,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.107,-30
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nasnetalarge,23.120,76.880,54.533,45.467,88.75,331,0.911,bicubic,-72.560,-44.397,-30
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pnasnet5large,23.107,76.893,53.320,46.680,86.06,331,0.911,bicubic,-72.613,-45.600,-32
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pnasnet5large,23.107,76.893,53.320,46.680,86.06,331,0.911,bicubic,-72.613,-45.720,-33
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levit_384,23.013,76.987,55.840,44.160,39.13,224,0.900,bicubic,-72.517,-43.210,-21
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halo2botnet50ts_256,22.893,77.107,52.707,47.293,22.64,256,0.950,bicubic,-71.817,-46.123,-290
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resnet61q,22.693,77.307,55.440,44.560,36.85,288,1.000,bicubic,-73.097,-43.690,-39
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resmlp_big_24_224,22.627,77.373,54.067,45.933,129.14,224,0.875,bicubic,-71.993,-44.703,+50
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twins_pcpvt_small,22.440,77.560,56.547,43.453,24.11,224,0.900,bicubic,-72.790,-42.333,-2
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vit_base_patch32_224,22.253,77.747,53.760,46.240,88.22,224,0.900,bicubic,-72.737,-45.020,+21
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pit_s_distilled_224,22.147,77.853,56.867,43.133,24.04,224,0.900,bicubic,-73.093,-42.183,-5
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lamhalobotnet50ts_256,22.080,77.920,51.360,48.640,22.57,256,0.950,bicubic,-72.690,-47.440,-296
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xcit_tiny_12_p8_224_dist,22.040,77.960,53.920,46.080,6.71,224,1.000,bicubic,-73.040,-44.990,+6
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halonet50ts,21.667,78.333,52.507,47.493,22.73,256,0.940,bicubic,-73.383,-46.423,-320
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tresnet_m,21.267,78.733,53.480,46.520,31.39,224,0.875,bilinear,-74.463,-45.550,-42
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pit_s_224,21.040,78.960,53.520,46.480,23.46,224,0.900,bicubic,-73.510,-45.330,+50
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swin_tiny_patch4_window7_224,21.027,78.973,55.627,44.373,28.29,224,0.900,bicubic,-74.103,-43.223,-3
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convmixer_1536_20,20.907,79.093,55.267,44.733,51.63,224,0.960,bicubic,-74.173,-43.763,+1
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xcit_tiny_12_p8_224,20.893,79.107,52.307,47.693,6.71,224,1.000,bicubic,-73.747,-46.363,+38
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regnetz_b,20.787,79.213,53.453,46.547,9.72,288,0.940,bicubic,-74.273,-45.597,+3
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deit_small_distilled_patch16_224,20.680,79.320,54.853,45.147,22.44,224,0.900,bicubic,-73.990,-43.957,+34
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resnet51q,20.533,79.467,55.133,44.867,35.70,288,1.000,bilinear,-75.347,-44.117,-61
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resnetrs101,20.280,79.720,52.533,47.467,63.62,288,0.940,bicubic,-75.140,-46.497,-25
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resnest50d_4s2x40d,20.080,79.920,52.920,47.080,30.42,224,0.875,bicubic,-74.860,-45.900,+12
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xcit_nano_12_p8_384_dist,19.680,80.320,50.413,49.587,3.05,384,1.000,bicubic,-73.740,-47.927,+148
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ssl_resnext50_32x4d,19.680,80.320,53.213,46.787,25.03,224,0.875,bilinear,-75.180,-45.807,+19
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haloregnetz_b,19.560,80.440,49.720,50.280,11.68,224,0.940,bicubic,-75.090,-48.770,+29
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tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-32
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resnetv2_101,19.307,80.693,48.800,51.200,44.54,224,0.950,bicubic,-76.323,-50.190,-48
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lambda_resnet50ts,19.120,80.880,49.307,50.693,21.54,256,0.950,bicubic,-75.590,-49.353,-294
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gluon_senet154,19.067,80.933,47.160,52.840,115.09,224,0.875,bicubic,-75.853,-51.650,+9
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gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.970,-49.810,+7
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tf_efficientnet_b1_ns,18.920,81.080,51.707,48.293,7.79,240,0.882,bicubic,-76.250,-47.413,-21
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legacy_senet154,18.920,81.080,47.627,52.373,115.09,224,0.875,bilinear,-76.140,-51.203,-10
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levit_256,18.893,81.107,49.653,50.347,18.89,224,0.900,bicubic,-76.127,-49.397,-4
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repvgg_b3,18.880,81.120,49.800,50.200,123.09,224,0.875,bilinear,-75.660,-48.830,+32
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rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.060,-46.413,+1
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deit_small_patch16_224,18.720,81.280,51.093,48.907,22.05,224,0.900,bicubic,-75.630,-47.537,+51
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mixer_b16_224_miil,18.480,81.520,50.987,49.013,59.88,224,0.875,bilinear,-76.830,-47.903,-34
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seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.803,-47.983,-10
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cait_xxs36_224,18.053,81.947,49.267,50.733,17.30,224,1.000,bicubic,-76.157,-49.463,+61
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ecaresnet50d,17.960,82.040,51.453,48.547,25.58,224,0.875,bicubic,-76.610,-47.337,+22
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sehalonet33ts,17.827,82.173,47.347,52.653,13.69,256,0.940,bicubic,-76.943,-51.633,+7
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resnest50d_1s4x24d,17.640,82.360,49.613,50.387,25.68,224,0.875,bicubic,-77.110,-49.127,+7
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tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.203,-48.767,+1
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vit_tiny_patch16_384,17.547,82.453,49.920,50.080,5.79,384,1.000,bicubic,-76.033,-48.490,+114
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gluon_seresnext101_32x4d,17.373,82.627,46.467,53.533,48.96,224,0.875,bicubic,-77.497,-52.393,-6
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resnest50d,17.293,82.707,50.533,49.467,27.48,224,0.875,bilinear,-77.487,-48.037,-1
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inception_v4,17.293,82.707,45.387,54.613,42.68,299,0.875,bicubic,-77.037,-53.053,+43
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efficientnet_el,17.013,82.987,49.933,50.067,10.59,300,0.904,bicubic,-78.107,-49.047,-33
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tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-47
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xcit_tiny_24_p16_224_dist,16.960,83.040,47.253,52.747,12.12,224,1.000,bicubic,-77.520,-51.417,+23
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gluon_resnext101_64x4d,16.707,83.293,43.933,56.067,83.46,224,0.875,bicubic,-77.913,-54.927,+9
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resmlp_36_distilled_224,16.707,83.293,51.093,48.907,44.69,224,0.875,bicubic,-78.163,-47.697,-12
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tf_efficientnet_b3,16.680,83.320,49.107,50.893,12.23,300,0.904,bicubic,-78.340,-49.803,-23
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xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.660,-53.330,+42
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tf_efficientnetv2_b3,16.493,83.507,48.400,51.600,14.36,300,0.904,bicubic,-78.677,-50.420,-43
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inception_resnet_v2,16.467,83.533,44.720,55.280,55.84,299,0.897,bicubic,-78.023,-53.900,+14
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gluon_resnet152_v1s,16.467,83.533,44.227,55.773,60.32,224,0.875,bicubic,-78.573,-54.613,-30
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tresnet_l,16.413,83.587,49.587,50.413,55.99,224,0.875,bilinear,-78.877,-49.423,-54
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resmlp_24_distilled_224,16.253,83.747,49.960,50.040,30.02,224,0.875,bicubic,-78.147,-48.730,+23
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gluon_xception65,16.240,83.760,45.933,54.067,39.92,299,0.903,bicubic,-77.980,-52.797,+39
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gcresnet50t,16.227,83.773,48.107,51.893,25.90,256,0.900,bicubic,-78.633,-50.763,-19
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gernet_l,16.187,83.813,46.973,53.027,31.08,256,0.875,bilinear,-78.923,-51.927,-46
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wide_resnet50_2,16.187,83.813,48.053,51.947,68.88,224,0.875,bicubic,-78.863,-50.917,-38
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gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.540,-54.713,-11
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gmlp_s16_224,16.093,83.907,44.693,55.307,19.42,224,0.875,bicubic,-78.027,-53.887,+49
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ens_adv_inception_resnet_v2,16.093,83.907,43.413,56.587,55.84,299,0.897,bicubic,-78.057,-55.257,+48
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gcresnext50ts,16.040,83.960,46.080,53.920,15.67,256,0.900,bicubic,-78.430,-52.840,+10
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xcit_tiny_24_p16_224,16.027,83.973,45.600,54.400,12.12,224,1.000,bicubic,-77.963,-53.020,+57
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xception65,15.907,84.093,43.467,56.533,39.92,299,0.903,bicubic,-77.813,-54.853,+79
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ssl_resnet50,15.840,84.160,49.280,50.720,25.56,224,0.875,bilinear,-78.600,-49.450,+10
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repvgg_b3g4,15.813,84.187,47.373,52.627,83.83,224,0.875,bilinear,-78.667,-51.407,+1
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ecaresnet26t,15.480,84.520,47.800,52.200,16.01,320,0.950,bicubic,-78.790,-50.920,+22
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ecaresnet101d_pruned,15.480,84.520,47.933,52.067,24.88,224,0.875,bicubic,-79.590,-51.047,-53
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regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.067,-54.230,-5
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coat_tiny,15.440,84.560,45.560,54.440,5.50,224,0.900,bicubic,-78.070,-52.800,+89
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convmixer_768_32,15.360,84.640,47.667,52.333,21.11,224,0.960,bicubic,-79.120,-51.143,-2
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ecaresnetlight,15.160,84.840,45.680,54.320,30.16,224,0.875,bicubic,-79.550,-53.350,-27
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skresnext50_32x4d,15.107,84.893,44.467,55.533,27.48,224,0.875,bicubic,-79.093,-54.303,+23
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cait_xxs24_224,14.893,85.107,44.547,55.453,11.96,224,1.000,bicubic,-78.617,-53.953,+83
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levit_192,14.667,85.333,44.627,55.373,10.95,224,0.900,bicubic,-79.483,-53.873,+31
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efficientnet_el_pruned,14.373,85.627,45.853,54.147,10.59,300,0.904,bicubic,-79.957,-52.767,+7
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rexnet_150,14.347,85.653,46.587,53.413,9.73,224,0.875,bicubic,-80.063,-51.983,-1
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efficientnet_b2,14.307,85.693,45.773,54.227,9.11,288,1.000,bicubic,-80.273,-52.947,-22
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coat_lite_mini,14.280,85.720,44.347,55.653,11.01,224,0.900,bicubic,-79.700,-54.143,+42
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seresnet33ts,14.267,85.733,45.707,54.293,19.78,256,0.900,bicubic,-80.593,-53.093,-44
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seresnet50,14.040,85.960,45.347,54.653,28.09,224,0.875,bicubic,-80.490,-53.613,-18
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eca_resnet33ts,14.013,85.987,46.907,53.093,19.68,256,0.900,bicubic,-80.177,-51.733,+19
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gernet_m,14.000,86.000,45.853,54.147,21.14,224,0.875,bilinear,-80.560,-52.897,-24
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legacy_seresnext101_32x4d,13.867,86.133,42.653,57.347,48.96,224,0.875,bilinear,-80.433,-56.057,+2
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gluon_resnext101_32x4d,13.667,86.333,41.480,58.520,44.18,224,0.875,bicubic,-80.823,-57.370,-20
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gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.837,-55.133,+2
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resmlp_36_224,13.400,86.600,46.267,53.733,44.69,224,0.875,bicubic,-80.780,-52.413,+16
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gcresnet33ts,13.360,86.640,44.480,55.520,19.88,256,0.900,bicubic,-81.090,-54.290,-15
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eca_botnext26ts_256,13.320,86.680,42.147,57.853,10.59,256,0.950,bicubic,-80.410,-56.253,-201
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repvgg_b2g4,13.240,86.760,43.453,56.547,61.76,224,0.875,bilinear,-80.580,-55.217,+46
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regnetx_320,13.187,86.813,40.240,59.760,107.81,224,0.875,bicubic,-81.203,-58.510,-11
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ese_vovnet39b,13.147,86.853,43.667,56.333,24.57,224,0.875,bicubic,-80.873,-54.663,+27
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pit_xs_distilled_224,13.120,86.880,44.440,55.560,11.00,224,0.900,bicubic,-80.630,-54.190,+47
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mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.190,-55.437,+7
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efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.573,-53.977,-36
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nf_regnet_b1,12.840,87.160,44.027,55.973,10.22,288,0.900,bicubic,-81.250,-54.633,+19
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gluon_resnet101_v1d,12.747,87.253,41.280,58.720,44.57,224,0.875,bicubic,-81.433,-57.280,+6
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pit_xs_224,12.747,87.253,42.627,57.373,10.62,224,0.900,bicubic,-80.283,-55.563,+98
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crossvit_9_dagger_240,12.560,87.440,41.480,58.520,8.78,240,0.875,bicubic,-80.250,-56.890,+109
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gluon_inception_v3,12.520,87.480,40.187,59.813,23.83,299,0.875,bicubic,-80.880,-58.303,+72
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resmlp_24_224,12.387,87.613,43.133,56.867,30.02,224,0.875,bicubic,-81.573,-55.347,+22
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coat_lite_tiny,12.267,87.733,41.067,58.933,5.72,224,0.900,bicubic,-80.853,-57.323,+88
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regnety_120,12.240,87.760,41.880,58.120,51.82,224,0.875,bicubic,-82.230,-56.910,-31
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gluon_resnet101_v1s,12.000,88.000,40.773,59.227,44.67,224,0.875,bicubic,-82.630,-57.937,-51
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efficientnet_em,11.960,88.040,43.667,56.333,6.90,240,0.882,bicubic,-81.830,-54.913,+32
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hrnet_w64,11.867,88.133,40.560,59.440,128.06,224,0.875,bilinear,-82.073,-58.060,+19
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xcit_tiny_12_p16_224_dist,11.707,88.293,39.840,60.160,6.72,224,1.000,bicubic,-81.623,-58.200,+70
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cspdarknet53,11.680,88.320,42.880,57.120,27.64,256,0.887,bilinear,-82.940,-56.010,-54
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nf_resnet50,11.680,88.320,45.320,54.680,25.56,288,0.940,bicubic,-82.860,-53.470,-46
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resnet50d,11.640,88.360,42.080,57.920,25.58,224,0.875,bicubic,-82.600,-56.590,-16
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botnet26t_256,11.613,88.387,40.133,59.867,12.49,256,0.950,bicubic,-81.847,-58.427,-177
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gmixer_24_224,11.600,88.400,37.173,62.827,24.72,224,0.875,bicubic,-81.170,-61.097,+100
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xception41,11.547,88.453,38.760,61.240,26.97,299,0.903,bicubic,-81.783,-59.750,+64
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vit_small_patch32_224,11.507,88.493,39.453,60.547,22.88,224,0.900,bicubic,-80.433,-58.697,+143
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dla102x2,11.400,88.600,41.240,58.760,41.28,224,0.875,bilinear,-82.520,-57.010,+13
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dpn92,11.333,88.667,39.507,60.493,37.67,224,0.875,bicubic,-82.867,-58.833,-16
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lambda_resnet26t,11.293,88.707,39.987,60.013,10.96,256,0.940,bicubic,-82.477,-58.373,+23
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regnety_080,11.253,88.747,40.627,59.373,39.18,224,0.875,bicubic,-82.897,-58.113,-10
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efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.857,-56.577,-3
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levit_128,11.213,88.787,40.053,59.947,9.21,224,0.900,bicubic,-82.087,-58.447,+62
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xcit_nano_12_p16_384_dist,11.187,88.813,39.560,60.440,3.05,384,1.000,bicubic,-80.523,-58.620,+148
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tf_efficientnet_el,11.173,88.827,41.360,58.640,10.59,300,0.904,bicubic,-83.197,-57.250,-39
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tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.470,-58.680,+34
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ecaresnet50d_pruned,11.000,89.000,42.013,57.987,19.94,224,0.875,bicubic,-83.190,-56.647,-23
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vit_tiny_r_s16_p8_384,10.933,89.067,39.427,60.573,6.36,384,1.000,bicubic,-80.977,-58.673,+133
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xcit_tiny_12_p16_224,10.920,89.080,36.840,63.160,6.72,224,1.000,bicubic,-81.460,-61.300,+111
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eca_halonext26ts,10.867,89.133,39.560,60.440,10.76,256,0.940,bicubic,-82.613,-58.960,+38
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tf_efficientnetv2_b2,10.853,89.147,39.493,60.507,10.10,260,0.890,bicubic,-83.517,-59.087,-47
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hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.047,-58.427,+1
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dpn107,10.827,89.173,38.453,61.547,86.92,224,0.875,bicubic,-83.433,-60.257,-39
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tf_inception_v3,10.827,89.173,36.680,63.320,23.83,299,0.875,bicubic,-82.413,-61.610,+52
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adv_inception_v3,10.827,89.173,36.480,63.520,23.83,299,0.875,bicubic,-81.983,-61.750,+80
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halonet26t,10.813,89.187,38.587,61.413,12.48,256,0.950,bicubic,-83.117,-59.993,-6
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gluon_resnet152_v1c,10.747,89.253,36.840,63.160,60.21,224,0.875,bicubic,-83.393,-61.680,-23
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resnext50_32x4d,10.640,89.360,40.213,59.787,25.03,224,0.875,bicubic,-83.410,-58.327,-16
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xcit_nano_12_p8_224_dist,10.573,89.427,38.053,61.947,3.05,224,1.000,bicubic,-81.417,-59.817,+119
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dpn131,10.560,89.440,37.000,63.000,79.25,224,0.875,bicubic,-83.380,-61.610,-12
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resnetv2_50,10.547,89.453,39.173,60.827,25.55,224,0.950,bicubic,-83.853,-59.537,-58
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resnext50d_32x4d,10.427,89.573,39.333,60.667,25.05,224,0.875,bicubic,-83.733,-59.277,-33
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tf_efficientnet_b2_ap,10.413,89.587,39.760,60.240,9.11,260,0.890,bicubic,-84.057,-58.920,-68
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hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.177,-59.080,+19
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rexnet_130,10.333,89.667,41.387,58.613,7.56,224,0.875,bicubic,-83.507,-57.423,-9
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xcit_nano_12_p8_224,10.213,89.787,37.200,62.800,3.05,224,1.000,bicubic,-80.557,-60.450,+149
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cspresnext50,10.133,89.867,40.213,59.787,20.57,224,0.875,bilinear,-84.307,-58.517,-68
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dpn98,10.120,89.880,36.440,63.560,61.57,224,0.875,bicubic,-83.960,-62.070,-27
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resnetrs50,10.067,89.933,37.227,62.773,35.69,224,0.910,bicubic,-84.193,-61.243,-52
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regnety_064,10.000,90.000,38.960,61.040,30.58,224,0.875,bicubic,-84.120,-59.660,-34
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resnet50,10.000,90.000,37.947,62.053,25.56,224,0.950,bicubic,-84.290,-60.693,-59
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regnetx_160,9.973,90.027,37.760,62.240,54.28,224,0.875,bicubic,-84.107,-60.700,-32
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resnext101_32x8d,9.947,90.053,37.453,62.547,88.79,224,0.875,bilinear,-83.773,-61.047,-7
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lambda_resnet26rpt_256,9.907,90.093,37.520,62.480,10.99,256,0.940,bicubic,-83.773,-61.010,-3
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legacy_seresnext50_32x4d,9.880,90.120,39.013,60.987,27.56,224,0.875,bilinear,-83.780,-59.397,-3
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efficientnet_b1,9.867,90.133,37.293,62.707,7.79,256,1.000,bicubic,-83.253,-61.027,+37
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xception,9.853,90.147,37.920,62.080,22.86,299,0.897,bicubic,-83.557,-60.500,+17
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inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.833,-63.190,+68
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tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.647,-59.830,-69
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tf_efficientnet_cc_b1_8e,9.613,90.387,36.867,63.133,39.72,240,0.882,bicubic,-84.247,-61.773,-25
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dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.013,-60.810,-5
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gluon_resnet152_v1b,9.573,90.427,35.707,64.293,60.19,224,0.875,bicubic,-84.417,-63.013,-38
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tf_efficientnet_lite3,9.480,90.520,38.947,61.053,8.20,300,0.904,bilinear,-84.680,-59.693,-53
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res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.237,-64.160,-11
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legacy_seresnet152,9.240,90.760,37.093,62.907,66.82,224,0.875,bilinear,-84.100,-61.287,+14
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cspresnet50,9.227,90.773,39.493,60.507,21.62,256,0.887,bilinear,-84.493,-59.047,-17
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hrnet_w40,9.120,90.880,36.533,63.467,57.56,224,0.875,bilinear,-84.310,-61.647,+5
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regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.133,-61.623,-66
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vit_tiny_patch16_224,9.040,90.960,34.267,65.733,5.72,224,0.900,bicubic,-82.410,-63.713,+106
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gluon_resnext50_32x4d,9.027,90.973,36.307,63.693,25.03,224,0.875,bicubic,-84.753,-62.093,-28
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vit_base_patch16_sam_224,9.013,90.987,36.080,63.920,86.57,224,0.900,bicubic,-85.107,-62.660,-54
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resnet33ts,9.000,91.000,38.240,61.760,19.68,256,0.900,bicubic,-84.520,-60.200,-12
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resnest26d,9.000,91.000,37.533,62.467,17.07,224,0.875,bilinear,-84.310,-60.817,+11
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crossvit_tiny_240,8.893,91.107,34.320,65.680,7.01,240,0.875,bicubic,-81.027,-63.020,+137
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bat_resnext26ts,8.867,91.133,35.987,64.013,10.73,256,0.900,bicubic,-84.333,-62.423,+15
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regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-84.967,-61.650,-37
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rexnet_100,8.827,91.173,36.240,63.760,4.80,224,0.875,bicubic,-84.093,-62.010,+29
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seresnext26t_32x4d,8.813,91.187,36.573,63.427,16.81,224,0.875,bicubic,-83.937,-61.667,+40
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seresnext26d_32x4d,8.800,91.200,36.467,63.533,16.81,224,0.875,bicubic,-83.860,-61.793,+46
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mixnet_l,8.733,91.267,36.173,63.827,7.33,224,0.875,bicubic,-84.607,-62.427,-2
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mobilenetv3_large_100_miil,8.720,91.280,32.893,67.107,5.48,224,0.875,bilinear,-83.420,-65.297,+70
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convit_tiny,8.693,91.307,33.987,66.013,5.71,224,0.875,bicubic,-81.537,-63.573,+124
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levit_128s,8.667,91.333,32.800,67.200,7.78,224,0.900,bicubic,-83.193,-65.130,+82
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gcresnext26ts,8.560,91.440,35.547,64.453,10.48,256,0.900,bicubic,-84.160,-62.643,+37
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hrnet_w30,8.533,91.467,36.800,63.200,37.71,224,0.875,bilinear,-84.557,-61.690,+11
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resnet32ts,8.480,91.520,36.880,63.120,17.96,256,0.900,bicubic,-84.920,-61.400,-11
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dla169,8.373,91.627,35.867,64.133,53.39,224,0.875,bilinear,-84.937,-62.163,-3
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mixer_b16_224,8.360,91.640,29.320,70.680,59.88,224,0.875,bicubic,-83.380,-68.460,+82
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tf_efficientnet_b1_ap,8.333,91.667,35.160,64.840,7.79,240,0.882,bicubic,-85.287,-63.480,-34
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legacy_seresnet101,8.253,91.747,35.747,64.253,49.33,224,0.875,bilinear,-84.927,-62.663,+1
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resnetblur50,8.213,91.787,37.360,62.640,25.56,224,0.875,bicubic,-85.657,-61.160,-57
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repvgg_b2,8.173,91.827,36.040,63.960,89.02,224,0.875,bilinear,-85.257,-62.180,-21
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dla102x,8.160,91.840,36.787,63.213,26.31,224,0.875,bilinear,-85.320,-61.743,-26
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crossvit_9_240,8.147,91.853,34.027,65.973,8.55,240,0.875,bicubic,-82.103,-63.583,+111
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eca_resnext26ts,8.120,91.880,35.747,64.253,10.30,256,0.900,bicubic,-84.430,-62.333,+36
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resmlp_12_distilled_224,8.080,91.920,36.573,63.427,15.35,224,0.875,bicubic,-84.680,-61.707,+20
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hrnet_w32,7.947,92.053,37.267,62.733,41.23,224,0.875,bilinear,-85.543,-61.463,-31
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gluon_resnet50_v1d,7.840,92.160,34.773,65.227,25.58,224,0.875,bicubic,-85.880,-63.807,-51
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res2net50_26w_8s,7.813,92.187,33.147,66.853,48.40,224,0.875,bilinear,-85.547,-65.493,-22
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gluon_resnet101_v1c,7.800,92.200,32.973,67.027,44.57,224,0.875,bicubic,-85.790,-65.467,-43
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dla60_res2next,7.733,92.267,34.653,65.347,17.03,224,0.875,bilinear,-85.347,-63.887,-4
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tf_efficientnetv2_b1,7.720,92.280,34.360,65.640,8.14,240,0.882,bicubic,-86.170,-64.270,-69
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deit_tiny_distilled_patch16_224,7.707,92.293,33.520,66.480,5.91,224,0.900,bicubic,-82.773,-64.040,+99
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densenetblur121d,7.573,92.427,34.587,65.413,8.00,224,0.875,bicubic,-84.257,-63.423,+63
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dla60_res2net,7.373,92.627,34.400,65.600,20.85,224,0.875,bilinear,-85.657,-63.970,-7
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regnetx_064,7.333,92.667,34.360,65.640,26.21,224,0.875,bicubic,-86.507,-64.240,-69
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wide_resnet101_2,7.307,92.693,33.693,66.307,126.89,224,0.875,bilinear,-86.323,-64.777,-53
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efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.440,-63.533,+12
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hardcorenas_e,7.227,92.773,33.160,66.840,8.07,224,0.875,bilinear,-85.213,-64.710,+26
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deit_tiny_patch16_224,7.227,92.773,30.667,69.333,5.72,224,0.900,bicubic,-81.833,-66.203,+112
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efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.367,-64.270,+19
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gluon_resnet101_v1b,7.160,92.840,32.720,67.280,44.55,224,0.875,bicubic,-86.550,-65.640,-62
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tf_efficientnet_cc_b0_8e,7.120,92.880,31.653,68.347,24.01,224,0.875,bicubic,-85.630,-66.587,+3
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tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.350,-65.383,-44
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tf_mixnet_l,7.080,92.920,31.587,68.413,7.33,224,0.875,bicubic,-86.120,-66.813,-27
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gluon_resnet50_v1s,7.080,92.920,33.200,66.800,25.68,224,0.875,bicubic,-86.500,-65.500,-56
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resmlp_12_224,7.067,92.933,33.853,66.147,15.35,224,0.875,bicubic,-84.963,-64.437,+38
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convmixer_1024_20_ks9_p14,7.027,92.973,32.693,67.307,24.38,224,0.960,bicubic,-85.273,-65.447,+25
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seresnext26ts,6.933,93.067,34.600,65.400,10.39,256,0.900,bicubic,-85.687,-63.480,+10
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hardcorenas_f,6.853,93.147,33.907,66.093,8.20,224,0.875,bilinear,-85.977,-64.233,-10
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mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.643,-66.210,+21
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ese_vovnet19b_dw,6.627,93.373,33.107,66.893,6.54,224,0.875,bicubic,-85.533,-65.103,+28
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selecsls60b,6.613,93.387,33.133,66.867,32.77,224,0.875,bicubic,-86.547,-65.277,-31
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efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.550,-64.697,-29
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pit_ti_distilled_224,6.547,93.453,30.507,69.493,5.10,224,0.900,bicubic,-84.063,-67.223,+75
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res2net50_26w_6s,6.507,93.493,31.467,68.533,37.05,224,0.875,bilinear,-86.823,-66.923,-44
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hardcorenas_d,6.453,93.547,32.053,67.947,7.50,224,0.875,bilinear,-85.817,-66.047,+17
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legacy_seresnext26_32x4d,6.440,93.560,32.920,67.080,16.79,224,0.875,bicubic,-86.060,-65.370,+5
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skresnet34,6.387,93.613,31.493,68.507,22.28,224,0.875,bicubic,-85.843,-66.507,+17
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regnetx_080,6.360,93.640,32.213,67.787,39.57,224,0.875,bicubic,-87.460,-66.197,-92
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resnet34d,6.347,93.653,31.680,68.320,21.82,224,0.875,bicubic,-86.273,-66.400,-3
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dla60x,6.307,93.693,33.787,66.213,17.35,224,0.875,bilinear,-86.693,-64.643,-30
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repvgg_b1,6.240,93.760,33.307,66.693,57.42,224,0.875,bilinear,-87.050,-64.973,-47
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swsl_resnet18,6.213,93.787,31.347,68.653,11.69,224,0.875,bilinear,-84.107,-66.083,+70
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legacy_seresnet50,6.067,93.933,32.453,67.547,28.09,224,0.875,bilinear,-86.773,-65.427,-26
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pit_ti_224,6.053,93.947,30.053,69.947,4.85,224,0.900,bicubic,-83.607,-67.167,+80
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tv_resnet152,6.000,94.000,31.640,68.360,60.19,224,0.875,bilinear,-87.220,-66.630,-49
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resnet26t,5.987,94.013,31.720,68.280,16.01,256,0.940,bicubic,-86.683,-66.360,-14
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tf_efficientnet_cc_b0_4e,5.960,94.040,29.533,70.467,13.31,224,0.875,bicubic,-86.520,-68.537,-4
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tf_efficientnetv2_b0,5.893,94.107,30.613,69.387,7.14,224,0.875,bicubic,-87.127,-67.697,-39
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mixer_l16_224,5.853,94.147,18.200,81.800,208.20,224,0.875,bicubic,-78.397,-77.080,+97
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dla102,5.840,94.160,32.453,67.547,33.27,224,0.875,bilinear,-87.110,-65.707,-39
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regnetx_040,5.800,94.200,31.187,68.813,22.12,224,0.875,bicubic,-87.690,-67.403,-78
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selecsls60,5.720,94.280,32.280,67.720,30.67,224,0.875,bicubic,-87.170,-65.850,-37
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hardcorenas_c,5.600,94.400,30.213,69.787,5.52,224,0.875,bilinear,-86.290,-67.827,+18
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regnety_016,5.573,94.427,30.280,69.720,11.20,224,0.875,bicubic,-87.377,-67.930,-41
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res2next50,5.520,94.480,30.600,69.400,24.67,224,0.875,bilinear,-87.250,-67.440,-33
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hrnet_w18,5.453,94.547,30.813,69.187,21.30,224,0.875,bilinear,-86.767,-67.207,0
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tf_efficientnet_lite2,5.373,94.627,30.907,69.093,6.09,260,0.890,bicubic,-87.167,-67.283,-17
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resnest14d,5.333,94.667,28.547,71.453,10.61,224,0.875,bilinear,-86.007,-69.313,+27
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tf_efficientnet_b0_ap,5.320,94.680,28.707,71.293,5.29,224,0.875,bicubic,-86.730,-69.253,+2
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tf_efficientnet_em,5.200,94.800,30.653,69.347,6.90,240,0.882,bicubic,-87.620,-67.527,-42
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gernet_s,5.200,94.800,30.067,69.933,8.17,224,0.875,bilinear,-86.820,-67.773,+5
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repvgg_b1g4,5.107,94.893,30.467,69.533,39.97,224,0.875,bilinear,-87.743,-67.713,-47
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mobilenetv3_large_100,5.107,94.893,28.053,71.947,5.48,224,0.875,bicubic,-86.033,-69.577,+30
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xcit_nano_12_p16_224_dist,5.107,94.893,26.280,73.720,3.05,224,1.000,bicubic,-83.953,-70.820,+64
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densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.200,-67.943,+22
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res2net50_26w_4s,5.053,94.947,28.987,71.013,25.70,224,0.875,bilinear,-87.277,-68.903,-17
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tf_mixnet_m,5.040,94.960,28.093,71.907,5.01,224,0.875,bicubic,-87.180,-70.017,-13
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tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.060,-69.253,-7
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vit_tiny_r_s16_p8_224,4.947,95.053,26.707,73.293,6.34,224,0.900,bicubic,-83.833,-70.263,+64
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hardcorenas_a,4.893,95.107,27.987,72.013,5.26,224,0.875,bilinear,-86.297,-69.913,+21
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regnetx_032,4.880,95.120,29.893,70.107,15.30,224,0.875,bicubic,-88.150,-68.467,-64
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res2net50_14w_8s,4.880,95.120,28.320,71.680,25.06,224,0.875,bilinear,-87.750,-69.800,-37
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mixnet_s,4.840,95.160,28.507,71.493,4.13,224,0.875,bicubic,-86.670,-69.103,+9
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hardcorenas_b,4.827,95.173,27.800,72.200,5.18,224,0.875,bilinear,-86.553,-69.910,+10
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mobilenetv3_rw,4.813,95.187,29.507,70.493,5.48,224,0.875,bicubic,-86.237,-68.203,+20
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xcit_nano_12_p16_224,4.800,95.200,25.253,74.747,3.05,224,1.000,bicubic,-82.360,-68.277,+64
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gluon_resnet50_v1c,4.773,95.227,27.787,72.213,25.58,224,0.875,bicubic,-88.177,-70.403,-65
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selecsls42b,4.707,95.293,28.333,71.667,32.46,224,0.875,bicubic,-87.483,-69.827,-21
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tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.007,-68.487,-49
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resnext26ts,4.640,95.360,28.733,71.267,10.30,256,0.900,bicubic,-87.090,-69.137,-1
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densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.827,-68.530,-34
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tv_resnet101,4.573,95.427,28.867,71.133,44.55,224,0.875,bilinear,-88.167,-69.283,-55
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tf_efficientnet_lite1,4.467,95.533,28.360,71.640,5.42,240,0.882,bicubic,-88.023,-69.890,-41
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mobilenetv2_120d,4.440,95.560,29.067,70.933,5.83,224,0.875,bicubic,-87.830,-68.573,-31
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vit_base_patch32_sam_224,4.307,95.693,24.347,75.653,88.22,224,0.900,bicubic,-84.983,-72.793,+41
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efficientnet_es_pruned,4.120,95.880,26.547,73.453,5.44,224,0.875,bicubic,-86.930,-71.023,+10
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fbnetc_100,4.093,95.907,25.493,74.507,5.57,224,0.875,bilinear,-86.257,-71.697,+24
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gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.393,-71.243,-42
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densenet201,3.973,96.027,27.280,72.720,20.01,224,0.875,bicubic,-88.707,-71.020,-58
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dpn68,3.933,96.067,26.000,74.000,12.61,224,0.875,bicubic,-87.977,-72.090,-20
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tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.310,-72.460,-4
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resnet26d,3.920,96.080,28.240,71.760,16.01,224,0.875,bicubic,-88.030,-69.820,-24
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semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.250,-70.900,0
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repvgg_a2,3.800,96.200,27.293,72.707,28.21,224,0.875,bilinear,-88.030,-70.567,-20
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tf_efficientnet_es,3.747,96.253,25.973,74.027,5.44,224,0.875,bicubic,-88.113,-71.257,-23
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regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-87.633,-70.857,-10
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ssl_resnet18,3.693,96.307,25.280,74.720,11.69,224,0.875,bilinear,-86.057,-71.720,+23
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densenet169,3.680,96.320,25.520,74.480,14.15,224,0.875,bicubic,-88.140,-72.170,-22
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mobilenetv2_140,3.667,96.333,26.507,73.493,6.11,224,0.875,bicubic,-87.903,-71.523,-18
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tf_mobilenetv3_large_100,3.653,96.347,24.987,75.013,5.48,224,0.875,bilinear,-87.467,-72.643,-6
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dla60,3.587,96.413,27.920,72.080,22.04,224,0.875,bilinear,-88.443,-70.310,-39
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res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.857,-71.937,-57
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spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.497,-73.157,+14
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regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.683,-72.847,-14
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regnetx_016,3.467,96.533,26.373,73.627,9.19,224,0.875,bicubic,-88.553,-71.667,-41
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legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.387,-74.097,0
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efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.710,-72.080,-9
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ghostnet_100,3.253,96.747,24.720,75.280,5.18,224,0.875,bilinear,-86.417,-72.720,+15
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dla34,3.173,96.827,23.587,76.413,15.74,224,0.875,bilinear,-87.337,-73.883,0
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mobilenetv2_110d,3.107,96.893,24.387,75.613,4.52,224,0.875,bicubic,-87.613,-72.823,-5
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mnasnet_100,3.093,96.907,24.227,75.773,4.38,224,0.875,bicubic,-87.007,-73.353,+4
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regnety_004,3.067,96.933,22.587,77.413,4.34,224,0.875,bicubic,-87.023,-74.783,+4
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tf_efficientnet_lite0,3.067,96.933,22.827,77.173,4.65,224,0.875,bicubic,-87.813,-74.893,-11
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skresnet18,2.960,97.040,22.733,77.267,11.96,224,0.875,bicubic,-85.990,-74.137,+16
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resnet34,2.893,97.107,23.560,76.440,21.80,224,0.875,bilinear,-88.007,-74.020,-15
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tf_mobilenetv3_large_075,2.867,97.133,21.600,78.400,3.99,224,0.875,bilinear,-86.323,-75.630,+11
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vgg19_bn,2.867,97.133,23.547,76.453,143.68,224,0.875,bilinear,-86.843,-73.673,+4
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regnetx_008,2.733,97.267,22.333,77.667,7.26,224,0.875,bicubic,-88.167,-75.367,-17
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gluon_resnet34_v1b,2.653,97.347,21.533,78.467,21.80,224,0.875,bicubic,-88.077,-76.047,-15
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hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.363,-74.063,-23
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vgg16,2.560,97.440,19.960,80.040,138.36,224,0.875,bilinear,-84.470,-76.350,+20
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vgg16_bn,2.547,97.453,23.587,76.413,138.37,224,0.875,bilinear,-87.133,-73.503,0
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repvgg_b0,2.533,97.467,23.920,76.080,15.82,224,0.875,bilinear,-88.677,-73.740,-34
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resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.387,-75.520,+8
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tv_densenet121,2.453,97.547,22.533,77.467,7.98,224,0.875,bicubic,-88.207,-75.207,-19
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regnetx_006,2.453,97.547,20.600,79.400,6.20,224,0.875,bicubic,-87.477,-76.840,-7
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legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-85.080,-76.983,+10
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resnet26,2.387,97.613,22.733,77.267,16.00,224,0.875,bicubic,-88.583,-74.827,-29
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mobilenetv2_100,2.147,97.853,19.653,80.347,3.50,224,0.875,bicubic,-86.733,-77.317,+2
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regnety_002,2.080,97.920,18.600,81.400,3.16,224,0.875,bicubic,-83.130,-77.180,+15
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vgg13_bn,2.080,97.920,20.040,79.960,133.05,224,0.875,bilinear,-85.280,-76.530,+8
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vgg19,2.027,97.973,20.480,79.520,143.67,224,0.875,bilinear,-86.563,-76.310,+2
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tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-92.800,-82.670,+18
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tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-91.817,-83.660,+20
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regnetx_004,1.960,98.040,19.067,80.933,5.16,224,0.875,bicubic,-85.410,-77.193,+3
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vgg13,1.840,98.160,17.880,82.120,133.05,224,0.875,bilinear,-81.800,-77.030,+10
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tv_resnet34,1.840,98.160,19.800,80.200,21.80,224,0.875,bilinear,-87.770,-77.350,-11
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vgg11_bn,1.720,98.280,18.000,82.000,132.87,224,0.875,bilinear,-84.560,-78.160,+5
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dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-93.077,-82.097,+13
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tf_mobilenetv3_large_minimal_100,1.627,98.373,17.187,82.813,3.92,224,0.875,bilinear,-86.753,-79.513,-4
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vgg11,1.587,98.413,15.907,84.093,132.86,224,0.875,bilinear,-81.893,-78.893,+6
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dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-79.803,-75.870,+8
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gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-85.033,-79.690,-1
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hrnet_w18_small,1.507,98.493,18.107,81.893,13.19,224,0.875,bilinear,-87.043,-78.683,-9
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dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-93.307,-83.633,+8
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regnetx_002,1.253,98.747,14.827,85.173,2.68,224,0.875,bicubic,-93.797,-83.763,+4
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resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-85.080,-79.797,-3
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tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-92.473,-86.900,+7
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tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.733,-83.720,-72
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halo2botnet50ts_256,22.893,77.107,52.707,47.293,22.64,256,0.950,bicubic,-71.867,-45.953,+44
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resnet61q,22.693,77.307,55.440,44.560,36.85,288,1.000,bicubic,-73.097,-43.550,-40
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resmlp_big_24_224,22.627,77.373,54.067,45.933,129.14,224,0.875,bicubic,-72.023,-44.423,+49
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twins_pcpvt_small,22.440,77.560,56.547,43.453,24.11,224,0.900,bicubic,-72.790,-42.333,-3
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vit_base_patch32_224,22.253,77.747,53.760,46.240,88.22,224,0.900,bicubic,-72.757,-45.260,+20
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pit_s_distilled_224,22.147,77.853,56.867,43.133,24.04,224,0.900,bicubic,-73.093,-42.183,-6
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lamhalobotnet50ts_256,22.080,77.920,51.360,48.640,22.57,256,0.950,bicubic,-72.720,-47.190,+33
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xcit_tiny_12_p8_224_dist,22.040,77.960,53.920,46.080,6.71,224,1.000,bicubic,-73.040,-44.990,+4
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halonet50ts,21.667,78.333,52.507,47.493,22.73,256,0.940,bicubic,-73.383,-46.463,+9
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tresnet_m,21.267,78.733,53.480,46.520,31.39,224,0.875,bilinear,-74.463,-45.550,-45
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pit_s_224,21.040,78.960,53.520,46.480,23.46,224,0.900,bicubic,-73.540,-45.200,+47
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swin_tiny_patch4_window7_224,21.027,78.973,55.627,44.373,28.29,224,0.900,bicubic,-74.103,-43.223,-6
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convmixer_1536_20,20.907,79.093,55.267,44.733,51.63,224,0.960,bicubic,-74.173,-43.763,-2
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xcit_tiny_12_p8_224,20.893,79.107,52.307,47.693,6.71,224,1.000,bicubic,-73.817,-46.723,+33
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regnetz_b,20.787,79.213,53.453,46.547,9.72,288,0.940,bicubic,-74.273,-45.537,+1
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deit_small_distilled_patch16_224,20.680,79.320,54.853,45.147,22.44,224,0.900,bicubic,-74.030,-43.807,+32
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resnet51q,20.533,79.467,55.133,44.867,35.70,288,1.000,bilinear,-75.347,-44.117,-66
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resnetrs101,20.280,79.720,52.533,47.467,63.62,288,0.940,bicubic,-75.140,-46.497,-28
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resnest50d_4s2x40d,20.080,79.920,52.920,47.080,30.42,224,0.875,bicubic,-74.870,-46.150,+9
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xcit_nano_12_p8_384_dist,19.680,80.320,50.413,49.587,3.05,384,1.000,bicubic,-73.800,-48.107,+146
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ssl_resnext50_32x4d,19.680,80.320,53.213,46.787,25.03,224,0.875,bilinear,-75.180,-45.657,+15
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haloregnetz_b,19.560,80.440,49.720,50.280,11.68,224,0.940,bicubic,-75.150,-49.110,+27
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tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-35
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resnetv2_101,19.307,80.693,48.800,51.200,44.54,224,0.950,bicubic,-76.323,-50.190,-51
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lambda_resnet50ts,19.120,80.880,49.307,50.693,21.54,256,0.950,bicubic,-75.650,-49.163,+19
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gluon_senet154,19.067,80.933,47.160,52.840,115.09,224,0.875,bicubic,-75.863,-51.610,+5
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gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.980,-49.860,+3
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tf_efficientnet_b1_ns,18.920,81.080,51.707,48.293,7.79,240,0.882,bicubic,-76.250,-47.413,-24
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legacy_senet154,18.920,81.080,47.627,52.373,115.09,224,0.875,bilinear,-76.140,-51.423,-14
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levit_256,18.893,81.107,49.653,50.347,18.89,224,0.900,bicubic,-76.137,-49.237,-8
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rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.060,-46.413,-3
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repvgg_b3,18.880,81.120,49.800,50.200,123.09,224,0.875,bilinear,-75.690,-48.990,+28
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deit_small_patch16_224,18.720,81.280,51.093,48.907,22.05,224,0.900,bicubic,-75.680,-47.617,+46
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mixer_b16_224_miil,18.480,81.520,50.987,49.013,59.88,224,0.875,bilinear,-76.830,-47.903,-38
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seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.803,-47.983,-14
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cait_xxs36_224,18.053,81.947,49.267,50.733,17.30,224,1.000,bicubic,-76.207,-49.443,+57
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ecaresnet50d,17.960,82.040,51.453,48.547,25.58,224,0.875,bicubic,-76.660,-47.437,+18
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sehalonet33ts,17.827,82.173,47.347,52.653,13.69,256,0.940,bicubic,-76.953,-51.223,+3
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resnest50d_1s4x24d,17.640,82.360,49.613,50.387,25.68,224,0.875,bicubic,-77.130,-49.367,+3
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tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.233,-48.767,-3
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vit_tiny_patch16_384,17.547,82.453,49.920,50.080,5.79,384,1.000,bicubic,-76.103,-48.680,+110
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gluon_seresnext101_32x4d,17.373,82.627,46.467,53.533,48.96,224,0.875,bicubic,-77.547,-52.343,-10
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resnest50d,17.293,82.707,50.533,49.467,27.48,224,0.875,bilinear,-77.537,-48.347,-4
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inception_v4,17.293,82.707,45.387,54.613,42.68,299,0.875,bicubic,-77.077,-53.193,+38
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efficientnet_el,17.013,82.987,49.933,50.067,10.59,300,0.904,bicubic,-78.107,-49.047,-37
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tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-51
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xcit_tiny_24_p16_224_dist,16.960,83.040,47.253,52.747,12.12,224,1.000,bicubic,-77.560,-51.537,+19
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resmlp_36_distilled_224,16.707,83.293,51.093,48.907,44.69,224,0.875,bicubic,-78.163,-47.697,-15
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gluon_resnext101_64x4d,16.707,83.293,43.933,56.067,83.46,224,0.875,bicubic,-77.933,-54.737,+5
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tf_efficientnet_b3,16.680,83.320,49.107,50.893,12.23,300,0.904,bicubic,-78.340,-49.803,-27
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xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.690,-53.400,+38
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tf_efficientnetv2_b3,16.493,83.507,48.400,51.600,14.36,300,0.904,bicubic,-78.677,-50.420,-47
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inception_resnet_v2,16.467,83.533,44.720,55.280,55.84,299,0.897,bicubic,-78.073,-53.910,+10
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gluon_resnet152_v1s,16.467,83.533,44.227,55.773,60.32,224,0.875,bicubic,-78.583,-54.363,-37
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tresnet_l,16.413,83.587,49.587,50.413,55.99,224,0.875,bilinear,-78.877,-49.423,-58
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resmlp_24_distilled_224,16.253,83.747,49.960,50.040,30.02,224,0.875,bicubic,-78.197,-48.810,+19
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gluon_xception65,16.240,83.760,45.933,54.067,39.92,299,0.903,bicubic,-78.020,-52.637,+35
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gcresnet50t,16.227,83.773,48.107,51.893,25.90,256,0.900,bicubic,-78.633,-50.693,-23
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gernet_l,16.187,83.813,46.973,53.027,31.08,256,0.875,bilinear,-78.923,-51.927,-50
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wide_resnet50_2,16.187,83.813,48.053,51.947,68.88,224,0.875,bicubic,-78.863,-50.877,-41
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gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.590,-54.633,-15
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gmlp_s16_224,16.093,83.907,44.693,55.307,19.42,224,0.875,bicubic,-78.057,-53.807,+46
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ens_adv_inception_resnet_v2,16.093,83.907,43.413,56.587,55.84,299,0.897,bicubic,-78.067,-55.197,+43
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gcresnext50ts,16.040,83.960,46.080,53.920,15.67,256,0.900,bicubic,-78.440,-52.590,+6
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xcit_tiny_24_p16_224,16.027,83.973,45.600,54.400,12.12,224,1.000,bicubic,-78.053,-52.910,+53
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xception65,15.907,84.093,43.467,56.533,39.92,299,0.903,bicubic,-77.863,-54.893,+75
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ssl_resnet50,15.840,84.160,49.280,50.720,25.56,224,0.875,bilinear,-78.630,-49.640,+6
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repvgg_b3g4,15.813,84.187,47.373,52.627,83.83,224,0.875,bilinear,-78.717,-51.587,-3
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ecaresnet26t,15.480,84.520,47.800,52.200,16.01,320,0.950,bicubic,-78.820,-50.910,+18
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ecaresnet101d_pruned,15.480,84.520,47.933,52.067,24.88,224,0.875,bicubic,-79.590,-51.047,-57
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regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.097,-54.290,-9
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coat_tiny,15.440,84.560,45.560,54.440,5.50,224,0.900,bicubic,-78.140,-52.850,+85
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convmixer_768_32,15.360,84.640,47.667,52.333,21.11,224,0.960,bicubic,-79.130,-51.183,-6
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ecaresnetlight,15.160,84.840,45.680,54.320,30.16,224,0.875,bicubic,-79.610,-53.120,-31
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skresnext50_32x4d,15.107,84.893,44.467,55.533,27.48,224,0.875,bicubic,-79.153,-54.003,+19
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cait_xxs24_224,14.893,85.107,44.547,55.453,11.96,224,1.000,bicubic,-78.697,-53.893,+79
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levit_192,14.667,85.333,44.627,55.373,10.95,224,0.900,bicubic,-79.513,-53.933,+27
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|
efficientnet_el_pruned,14.373,85.627,45.853,54.147,10.59,300,0.904,bicubic,-80.017,-52.897,+3
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rexnet_150,14.347,85.653,46.587,53.413,9.73,224,0.875,bicubic,-80.123,-52.203,-5
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efficientnet_b2,14.307,85.693,45.773,54.227,9.11,288,1.000,bicubic,-80.323,-52.937,-26
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coat_lite_mini,14.280,85.720,44.347,55.653,11.01,224,0.900,bicubic,-79.770,-54.193,+38
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seresnet33ts,14.267,85.733,45.707,54.293,19.78,256,0.900,bicubic,-80.603,-53.153,-49
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seresnet50,14.040,85.960,45.347,54.653,28.09,224,0.875,bicubic,-80.520,-53.403,-22
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eca_resnet33ts,14.013,85.987,46.907,53.093,19.68,256,0.900,bicubic,-80.187,-51.863,+15
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gernet_m,14.000,86.000,45.853,54.147,21.14,224,0.875,bilinear,-80.620,-53.007,-28
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legacy_seresnext101_32x4d,13.867,86.133,42.653,57.347,48.96,224,0.875,bilinear,-80.483,-55.977,-2
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gluon_resnext101_32x4d,13.667,86.333,41.480,58.520,44.18,224,0.875,bicubic,-80.873,-57.310,-23
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gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.877,-55.113,-2
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resmlp_36_224,13.400,86.600,46.267,53.733,44.69,224,0.875,bicubic,-80.790,-52.393,+12
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gcresnet33ts,13.360,86.640,44.480,55.520,19.88,256,0.900,bicubic,-81.120,-54.300,-19
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eca_botnext26ts_256,13.320,86.680,42.147,57.853,10.59,256,0.950,bicubic,-80.470,-56.353,+47
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repvgg_b2g4,13.240,86.760,43.453,56.547,61.76,224,0.875,bilinear,-80.600,-55.147,+41
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regnetx_320,13.187,86.813,40.240,59.760,107.81,224,0.875,bicubic,-81.253,-58.490,-16
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ese_vovnet39b,13.147,86.853,43.667,56.333,24.57,224,0.875,bicubic,-80.943,-54.993,+22
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pit_xs_distilled_224,13.120,86.880,44.440,55.560,11.00,224,0.900,bicubic,-80.700,-54.230,+42
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mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.200,-55.207,+2
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efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.633,-53.957,-41
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nf_regnet_b1,12.840,87.160,44.027,55.973,10.22,288,0.900,bicubic,-81.280,-54.553,+16
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gluon_resnet101_v1d,12.747,87.253,41.280,58.720,44.57,224,0.875,bicubic,-81.453,-57.290,+1
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pit_xs_224,12.747,87.253,42.627,57.373,10.62,224,0.900,bicubic,-80.373,-55.693,+93
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crossvit_9_dagger_240,12.560,87.440,41.480,58.520,8.78,240,0.875,bicubic,-80.360,-56.770,+104
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gluon_inception_v3,12.520,87.480,40.187,59.813,23.83,299,0.875,bicubic,-80.940,-58.373,+67
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resmlp_24_224,12.387,87.613,43.133,56.867,30.02,224,0.875,bicubic,-81.633,-55.197,+17
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coat_lite_tiny,12.267,87.733,41.067,58.933,5.72,224,0.900,bicubic,-80.953,-57.203,+83
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regnety_120,12.240,87.760,41.880,58.120,51.82,224,0.875,bicubic,-82.240,-56.930,-36
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gluon_resnet101_v1s,12.000,88.000,40.773,59.227,44.67,224,0.875,bicubic,-82.700,-58.047,-56
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efficientnet_em,11.960,88.040,43.667,56.333,6.90,240,0.882,bicubic,-81.880,-55.143,+27
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hrnet_w64,11.867,88.133,40.560,59.440,128.06,224,0.875,bilinear,-82.123,-58.060,+14
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xcit_tiny_12_p16_224_dist,11.707,88.293,39.840,60.160,6.72,224,1.000,bicubic,-81.693,-58.650,+65
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cspdarknet53,11.680,88.320,42.880,57.120,27.64,256,0.887,bilinear,-82.990,-55.930,-59
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nf_resnet50,11.680,88.320,45.320,54.680,25.56,288,0.940,bicubic,-82.880,-53.470,-51
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resnet50d,11.640,88.360,42.080,57.920,25.58,224,0.875,bicubic,-82.630,-56.640,-21
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botnet26t_256,11.613,88.387,40.133,59.867,12.49,256,0.950,bicubic,-81.887,-58.167,+50
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gmixer_24_224,11.600,88.400,37.173,62.827,24.72,224,0.875,bicubic,-81.240,-60.707,+94
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xception41,11.547,88.453,38.760,61.240,26.97,299,0.903,bicubic,-81.863,-59.660,+58
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vit_small_patch32_224,11.507,88.493,39.453,60.547,22.88,224,0.900,bicubic,-80.523,-58.777,+137
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dla102x2,11.400,88.600,41.240,58.760,41.28,224,0.875,bilinear,-82.560,-57.240,+7
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dpn92,11.333,88.667,39.507,60.493,37.67,224,0.875,bicubic,-82.887,-59.223,-22
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lambda_resnet26t,11.293,88.707,39.987,60.013,10.96,256,0.940,bicubic,-82.527,-58.663,+17
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regnety_080,11.253,88.747,40.627,59.373,39.18,224,0.875,bicubic,-82.927,-58.053,-15
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efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.887,-56.747,-10
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levit_128,11.213,88.787,40.053,59.947,9.21,224,0.900,bicubic,-82.127,-58.547,+55
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xcit_nano_12_p16_384_dist,11.187,88.813,39.560,60.440,3.05,384,1.000,bicubic,-80.643,-58.450,+142
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tf_efficientnet_el,11.173,88.827,41.360,58.640,10.59,300,0.904,bicubic,-83.227,-57.330,-44
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tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.540,-58.760,+28
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ecaresnet50d_pruned,11.000,89.000,42.013,57.987,19.94,224,0.875,bicubic,-83.210,-56.717,-29
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vit_tiny_r_s16_p8_384,10.933,89.067,39.427,60.573,6.36,384,1.000,bicubic,-81.097,-58.863,+127
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xcit_tiny_12_p16_224,10.920,89.080,36.840,63.160,6.72,224,1.000,bicubic,-81.570,-61.410,+105
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eca_halonext26ts,10.867,89.133,39.560,60.440,10.76,256,0.940,bicubic,-82.643,-58.940,+31
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hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.087,-58.637,-6
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tf_efficientnetv2_b2,10.853,89.147,39.493,60.507,10.10,260,0.890,bicubic,-83.557,-59.077,-52
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dpn107,10.827,89.173,38.453,61.547,86.92,224,0.875,bicubic,-83.473,-60.017,-44
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tf_inception_v3,10.827,89.173,36.680,63.320,23.83,299,0.875,bicubic,-82.503,-61.360,+47
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adv_inception_v3,10.827,89.173,36.480,63.520,23.83,299,0.875,bicubic,-82.063,-61.650,+72
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halonet26t,10.813,89.187,38.587,61.413,12.48,256,0.950,bicubic,-83.167,-59.903,-12
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gluon_resnet152_v1c,10.747,89.253,36.840,63.160,60.21,224,0.875,bicubic,-83.413,-61.800,-29
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resnext50_32x4d,10.640,89.360,40.213,59.787,25.03,224,0.875,bicubic,-83.470,-58.137,-22
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xcit_nano_12_p8_224_dist,10.573,89.427,38.053,61.947,3.05,224,1.000,bicubic,-81.527,-60.107,+113
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dpn131,10.560,89.440,37.000,63.000,79.25,224,0.875,bicubic,-83.430,-61.720,-18
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resnetv2_50,10.547,89.453,39.173,60.827,25.55,224,0.950,bicubic,-83.893,-59.557,-64
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resnext50d_32x4d,10.427,89.573,39.333,60.667,25.05,224,0.875,bicubic,-83.763,-59.237,-39
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tf_efficientnet_b2_ap,10.413,89.587,39.760,60.240,9.11,260,0.890,bicubic,-84.077,-58.860,-74
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hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.247,-59.500,+13
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rexnet_130,10.333,89.667,41.387,58.613,7.56,224,0.875,bicubic,-83.567,-57.013,-15
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xcit_nano_12_p8_224,10.213,89.787,37.200,62.800,3.05,224,1.000,bicubic,-80.777,-60.600,+143
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cspresnext50,10.133,89.867,40.213,59.787,20.57,224,0.875,bilinear,-84.337,-58.467,-74
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dpn98,10.120,89.880,36.440,63.560,61.57,224,0.875,bicubic,-84.000,-62.180,-35
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resnetrs50,10.067,89.933,37.227,62.773,35.69,224,0.910,bicubic,-84.223,-61.413,-58
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regnety_064,10.000,90.000,38.960,61.040,30.58,224,0.875,bicubic,-84.150,-59.780,-40
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resnet50,10.000,90.000,37.947,62.053,25.56,224,0.950,bicubic,-84.330,-60.493,-65
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regnetx_160,9.973,90.027,37.760,62.240,54.28,224,0.875,bicubic,-84.147,-60.980,-38
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resnext101_32x8d,9.947,90.053,37.453,62.547,88.79,224,0.875,bilinear,-83.843,-61.127,-13
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lambda_resnet26rpt_256,9.907,90.093,37.520,62.480,10.99,256,0.940,bicubic,-83.813,-61.020,-6
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legacy_seresnext50_32x4d,9.880,90.120,39.013,60.987,27.56,224,0.875,bilinear,-83.840,-59.307,-8
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efficientnet_b1,9.867,90.133,37.293,62.707,7.79,256,1.000,bicubic,-83.373,-60.997,+31
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xception,9.853,90.147,37.920,62.080,22.86,299,0.897,bicubic,-83.627,-60.610,+11
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inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.893,-62.920,+62
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tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.717,-59.970,-75
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tf_efficientnet_cc_b1_8e,9.613,90.387,36.867,63.133,39.72,240,0.882,bicubic,-84.307,-61.383,-31
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dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.093,-60.810,-11
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gluon_resnet152_v1b,9.573,90.427,35.707,64.293,60.19,224,0.875,bicubic,-84.507,-62.753,-44
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tf_efficientnet_lite3,9.480,90.520,38.947,61.053,8.20,300,0.904,bilinear,-84.710,-59.693,-59
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res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.307,-64.140,-18
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legacy_seresnet152,9.240,90.760,37.093,62.907,66.82,224,0.875,bilinear,-84.180,-61.247,+8
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cspresnet50,9.227,90.773,39.493,60.507,21.62,256,0.887,bilinear,-84.523,-59.137,-23
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hrnet_w40,9.120,90.880,36.533,63.467,57.56,224,0.875,bilinear,-84.370,-62.057,-1
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regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.173,-61.723,-72
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vit_tiny_patch16_224,9.040,90.960,34.267,65.733,5.72,224,0.900,bicubic,-82.720,-63.773,+100
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gluon_resnext50_32x4d,9.027,90.973,36.307,63.693,25.03,224,0.875,bicubic,-84.793,-62.103,-34
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vit_base_patch16_sam_224,9.013,90.987,36.080,63.920,86.57,224,0.900,bicubic,-85.137,-62.590,-60
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resnet33ts,9.000,91.000,38.240,61.760,19.68,256,0.900,bicubic,-84.600,-60.290,-17
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resnest26d,9.000,91.000,37.533,62.467,17.07,224,0.875,bilinear,-84.360,-61.107,+4
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crossvit_tiny_240,8.893,91.107,34.320,65.680,7.01,240,0.875,bicubic,-81.357,-63.290,+131
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bat_resnext26ts,8.867,91.133,35.987,64.013,10.73,256,0.900,bicubic,-84.443,-62.363,+9
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regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-85.007,-61.640,-43
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rexnet_100,8.827,91.173,36.240,63.760,4.80,224,0.875,bicubic,-84.203,-61.950,+23
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seresnext26t_32x4d,8.813,91.187,36.573,63.427,16.81,224,0.875,bicubic,-83.997,-61.797,+34
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seresnext26d_32x4d,8.800,91.200,36.467,63.533,16.81,224,0.875,bicubic,-83.940,-61.683,+40
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mixnet_l,8.733,91.267,36.173,63.827,7.33,224,0.875,bicubic,-84.697,-62.047,-8
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mobilenetv3_large_100_miil,8.720,91.280,32.893,67.107,5.48,224,0.875,bilinear,-83.550,-65.207,+63
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convit_tiny,8.693,91.307,33.987,66.013,5.71,224,0.875,bicubic,-81.917,-63.743,+118
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levit_128s,8.667,91.333,32.800,67.200,7.78,224,0.900,bicubic,-83.283,-65.260,+76
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gcresnext26ts,8.560,91.440,35.547,64.453,10.48,256,0.900,bicubic,-84.210,-62.723,+31
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hrnet_w30,8.533,91.467,36.800,63.200,37.71,224,0.875,bilinear,-84.667,-61.610,+5
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resnet32ts,8.480,91.520,36.880,63.120,17.96,256,0.900,bicubic,-84.990,-61.610,-17
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dla169,8.373,91.627,35.867,64.133,53.39,224,0.875,bilinear,-84.967,-62.513,-8
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mixer_b16_224,8.360,91.640,29.320,70.680,59.88,224,0.875,bicubic,-83.500,-67.910,+76
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tf_efficientnet_b1_ap,8.333,91.667,35.160,64.840,7.79,240,0.882,bicubic,-85.377,-63.200,-40
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legacy_seresnet101,8.253,91.747,35.747,64.253,49.33,224,0.875,bilinear,-85.047,-62.753,-5
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resnetblur50,8.213,91.787,37.360,62.640,25.56,224,0.875,bicubic,-85.717,-61.220,-63
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repvgg_b2,8.173,91.827,36.040,63.960,89.02,224,0.875,bilinear,-85.317,-62.690,-27
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dla102x,8.160,91.840,36.787,63.213,26.31,224,0.875,bilinear,-85.350,-61.573,-30
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crossvit_9_240,8.147,91.853,34.027,65.973,8.55,240,0.875,bicubic,-82.513,-63.713,+105
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eca_resnext26ts,8.120,91.880,35.747,64.253,10.30,256,0.900,bicubic,-84.540,-62.513,+30
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resmlp_12_distilled_224,8.080,91.920,36.573,63.427,15.35,224,0.875,bicubic,-84.750,-61.567,+14
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hrnet_w32,7.947,92.053,37.267,62.733,41.23,224,0.875,bilinear,-85.573,-61.173,-37
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gluon_resnet50_v1d,7.840,92.160,34.773,65.227,25.58,224,0.875,bicubic,-85.940,-63.627,-57
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res2net50_26w_8s,7.813,92.187,33.147,66.853,48.40,224,0.875,bilinear,-85.617,-65.033,-28
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gluon_resnet101_v1c,7.800,92.200,32.973,67.027,44.57,224,0.875,bicubic,-85.860,-65.437,-49
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dla60_res2next,7.733,92.267,34.653,65.347,17.03,224,0.875,bilinear,-85.447,-63.757,-10
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tf_efficientnetv2_b1,7.720,92.280,34.360,65.640,8.14,240,0.882,bicubic,-86.220,-64.260,-75
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deit_tiny_distilled_patch16_224,7.707,92.293,33.520,66.480,5.91,224,0.900,bicubic,-83.023,-64.060,+93
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densenetblur121d,7.573,92.427,34.587,65.413,8.00,224,0.875,bicubic,-84.337,-63.513,+58
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dla60_res2net,7.373,92.627,34.400,65.600,20.85,224,0.875,bilinear,-85.787,-64.010,-13
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regnetx_064,7.333,92.667,34.360,65.640,26.21,224,0.875,bicubic,-86.557,-64.270,-75
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wide_resnet101_2,7.307,92.693,33.693,66.307,126.89,224,0.875,bilinear,-86.413,-64.807,-62
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efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.490,-63.613,+6
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hardcorenas_e,7.227,92.773,33.160,66.840,8.07,224,0.875,bilinear,-85.353,-64.950,+21
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deit_tiny_patch16_224,7.227,92.773,30.667,69.333,5.72,224,0.900,bicubic,-82.443,-66.773,+105
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efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.457,-64.240,+13
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gluon_resnet101_v1b,7.160,92.840,32.720,67.280,44.55,224,0.875,bicubic,-86.570,-65.680,-68
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tf_efficientnet_cc_b0_8e,7.120,92.880,31.653,68.347,24.01,224,0.875,bicubic,-85.700,-66.527,-2
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tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.390,-65.173,-52
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tf_mixnet_l,7.080,92.920,31.587,68.413,7.33,224,0.875,bicubic,-86.230,-66.443,-32
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gluon_resnet50_v1s,7.080,92.920,33.200,66.800,25.68,224,0.875,bicubic,-86.550,-65.270,-63
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resmlp_12_224,7.067,92.933,33.853,66.147,15.35,224,0.875,bicubic,-85.123,-64.307,+32
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convmixer_1024_20_ks9_p14,7.027,92.973,32.693,67.307,24.38,224,0.960,bicubic,-85.403,-65.577,+19
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seresnext26ts,6.933,93.067,34.600,65.400,10.39,256,0.900,bicubic,-85.747,-63.700,+4
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hardcorenas_f,6.853,93.147,33.907,66.093,8.20,224,0.875,bilinear,-86.097,-64.253,-16
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mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.773,-65.830,+15
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ese_vovnet19b_dw,6.627,93.373,33.107,66.893,6.54,224,0.875,bicubic,-85.643,-64.533,+23
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selecsls60b,6.613,93.387,33.133,66.867,32.77,224,0.875,bicubic,-86.677,-65.147,-37
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efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.640,-64.707,-35
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pit_ti_distilled_224,6.547,93.453,30.507,69.493,5.10,224,0.900,bicubic,-84.333,-67.213,+69
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res2net50_26w_6s,6.507,93.493,31.467,68.533,37.05,224,0.875,bilinear,-86.893,-66.813,-50
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hardcorenas_d,6.453,93.547,32.053,67.947,7.50,224,0.875,bilinear,-85.967,-66.017,+11
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legacy_seresnext26_32x4d,6.440,93.560,32.920,67.080,16.79,224,0.875,bicubic,-86.190,-65.200,-1
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skresnet34,6.387,93.613,31.493,68.507,22.28,224,0.875,bicubic,-85.993,-66.647,+11
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regnetx_080,6.360,93.640,32.213,67.787,39.57,224,0.875,bicubic,-87.510,-66.307,-98
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resnet34d,6.347,93.653,31.680,68.320,21.82,224,0.875,bicubic,-86.353,-66.620,-9
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dla60x,6.307,93.693,33.787,66.213,17.35,224,0.875,bilinear,-86.783,-64.703,-36
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repvgg_b1,6.240,93.760,33.307,66.693,57.42,224,0.875,bilinear,-87.090,-65.203,-53
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swsl_resnet18,6.213,93.787,31.347,68.653,11.69,224,0.875,bilinear,-84.467,-66.363,+64
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legacy_seresnet50,6.067,93.933,32.453,67.547,28.09,224,0.875,bilinear,-86.883,-65.737,-32
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pit_ti_224,6.053,93.947,30.053,69.947,4.85,224,0.900,bicubic,-83.877,-67.387,+74
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tv_resnet152,6.000,94.000,31.640,68.360,60.19,224,0.875,bilinear,-87.330,-66.750,-55
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resnet26t,5.987,94.013,31.720,68.280,16.01,256,0.940,bicubic,-86.763,-66.520,-20
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tf_efficientnet_cc_b0_4e,5.960,94.040,29.533,70.467,13.31,224,0.875,bicubic,-86.660,-68.547,-11
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tf_efficientnetv2_b0,5.893,94.107,30.613,69.387,7.14,224,0.875,bicubic,-87.217,-67.777,-45
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mixer_l16_224,5.853,94.147,18.200,81.800,208.20,224,0.875,bicubic,-81.307,-75.330,+91
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dla102,5.840,94.160,32.453,67.547,33.27,224,0.875,bilinear,-87.240,-66.087,-45
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regnetx_040,5.800,94.200,31.187,68.813,22.12,224,0.875,bicubic,-87.750,-67.373,-84
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selecsls60,5.720,94.280,32.280,67.720,30.67,224,0.875,bicubic,-87.300,-66.030,-43
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hardcorenas_c,5.600,94.400,30.213,69.787,5.52,224,0.875,bilinear,-86.420,-67.627,+12
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regnety_016,5.573,94.427,30.280,69.720,11.20,224,0.875,bicubic,-87.457,-68.080,-47
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res2next50,5.520,94.480,30.600,69.400,24.67,224,0.875,bilinear,-87.330,-67.580,-39
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hrnet_w18,5.453,94.547,30.813,69.187,21.30,224,0.875,bilinear,-86.857,-67.437,-6
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tf_efficientnet_lite2,5.373,94.627,30.907,69.093,6.09,260,0.890,bicubic,-87.287,-67.323,-23
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resnest14d,5.333,94.667,28.547,71.453,10.61,224,0.875,bilinear,-86.397,-69.323,+21
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tf_efficientnet_b0_ap,5.320,94.680,28.707,71.293,5.29,224,0.875,bicubic,-86.900,-69.313,-4
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tf_efficientnet_em,5.200,94.800,30.653,69.347,6.90,240,0.882,bicubic,-87.750,-67.557,-47
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gernet_s,5.200,94.800,30.067,69.933,8.17,224,0.875,bilinear,-86.940,-68.123,-2
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repvgg_b1g4,5.107,94.893,30.467,69.533,39.97,224,0.875,bilinear,-87.893,-67.963,-52
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mobilenetv3_large_100,5.107,94.893,28.053,71.947,5.48,224,0.875,bicubic,-86.233,-69.807,+22
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xcit_nano_12_p16_224_dist,5.107,94.893,26.280,73.720,3.05,224,1.000,bicubic,-84.573,-70.810,+58
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densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.490,-68.403,+16
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res2net50_26w_4s,5.053,94.947,28.987,71.013,25.70,224,0.875,bilinear,-87.427,-69.083,-23
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tf_mixnet_m,5.040,94.960,28.093,71.907,5.01,224,0.875,bicubic,-87.290,-69.797,-18
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tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.190,-69.093,-14
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vit_tiny_r_s16_p8_224,4.947,95.053,26.707,73.293,6.34,224,0.900,bicubic,-84.243,-70.523,+58
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hardcorenas_a,4.893,95.107,27.987,72.013,5.26,224,0.875,bilinear,-86.447,-69.723,+16
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regnetx_032,4.880,95.120,29.893,70.107,15.30,224,0.875,bicubic,-88.240,-68.497,-70
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res2net50_14w_8s,4.880,95.120,28.320,71.680,25.06,224,0.875,bilinear,-87.840,-69.870,-43
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mixnet_s,4.840,95.160,28.507,71.493,4.13,224,0.875,bicubic,-86.980,-69.183,+3
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hardcorenas_b,4.827,95.173,27.800,72.200,5.18,224,0.875,bilinear,-86.913,-69.980,+4
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mobilenetv3_rw,4.813,95.187,29.507,70.493,5.48,224,0.875,bicubic,-86.397,-68.153,+14
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xcit_nano_12_p16_224,4.800,95.200,25.253,74.747,3.05,224,1.000,bicubic,-83.790,-71.537,+58
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gluon_resnet50_v1c,4.773,95.227,27.787,72.213,25.58,224,0.875,bicubic,-88.257,-70.583,-71
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selecsls42b,4.707,95.293,28.333,71.667,32.46,224,0.875,bicubic,-87.593,-69.807,-27
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tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.067,-68.467,-55
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resnext26ts,4.640,95.360,28.733,71.267,10.30,256,0.900,bicubic,-87.220,-69.197,-7
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densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.927,-68.770,-40
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tv_resnet101,4.573,95.427,28.867,71.133,44.55,224,0.875,bilinear,-88.237,-69.363,-61
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tf_efficientnet_lite1,4.467,95.533,28.360,71.640,5.42,240,0.882,bicubic,-88.153,-69.720,-46
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mobilenetv2_120d,4.440,95.560,29.067,70.933,5.83,224,0.875,bicubic,-87.960,-68.983,-37
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vit_base_patch32_sam_224,4.307,95.693,24.347,75.653,88.22,224,0.900,bicubic,-85.443,-72.653,+35
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efficientnet_es_pruned,4.120,95.880,26.547,73.453,5.44,224,0.875,bicubic,-87.070,-71.193,+4
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fbnetc_100,4.093,95.907,25.493,74.507,5.57,224,0.875,bilinear,-86.627,-71.717,+18
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gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.513,-71.363,-48
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densenet201,3.973,96.027,27.280,72.720,20.01,224,0.875,bicubic,-88.777,-70.960,-64
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dpn68,3.933,96.067,26.000,74.000,12.61,224,0.875,bicubic,-88.087,-72.040,-26
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tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.590,-72.410,-9
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resnet26d,3.920,96.080,28.240,71.760,16.01,224,0.875,bicubic,-88.130,-69.720,-31
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semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.400,-70.730,-6
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repvgg_a2,3.800,96.200,27.293,72.707,28.21,224,0.875,bilinear,-88.140,-70.857,-26
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tf_efficientnet_es,3.747,96.253,25.973,74.027,5.44,224,0.875,bicubic,-88.243,-71.897,-29
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regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-88.003,-71.327,-16
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ssl_resnet18,3.693,96.307,25.280,74.720,11.69,224,0.875,bilinear,-86.537,-72.280,+17
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densenet169,3.680,96.320,25.520,74.480,14.15,224,0.875,bicubic,-88.230,-72.570,-29
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mobilenetv2_140,3.667,96.333,26.507,73.493,6.11,224,0.875,bicubic,-88.163,-71.353,-24
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tf_mobilenetv3_large_100,3.653,96.347,24.987,75.013,5.48,224,0.875,bilinear,-87.577,-72.673,-12
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dla60,3.587,96.413,27.920,72.080,22.04,224,0.875,bilinear,-88.633,-70.190,-45
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res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.977,-71.747,-63
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spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.817,-72.977,+8
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regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.873,-72.817,-20
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regnetx_016,3.467,96.533,26.373,73.627,9.19,224,0.875,bicubic,-88.693,-71.837,-47
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legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.607,-73.967,-6
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efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.860,-71.910,-15
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ghostnet_100,3.253,96.747,24.720,75.280,5.18,224,0.875,bilinear,-86.777,-72.650,+9
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dla34,3.173,96.827,23.587,76.413,15.74,224,0.875,bilinear,-87.597,-74.063,-6
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mobilenetv2_110d,3.107,96.893,24.387,75.613,4.52,224,0.875,bicubic,-87.863,-73.173,-11
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mnasnet_100,3.093,96.907,24.227,75.773,4.38,224,0.875,bicubic,-87.417,-73.243,-2
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regnety_004,3.067,96.933,22.587,77.413,4.34,224,0.875,bicubic,-87.413,-74.973,-2
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tf_efficientnet_lite0,3.067,96.933,22.827,77.173,4.65,224,0.875,bicubic,-87.983,-74.743,-17
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skresnet18,2.960,97.040,22.733,77.267,11.96,224,0.875,bicubic,-86.700,-74.487,+10
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resnet34,2.893,97.107,23.560,76.440,21.80,224,0.875,bilinear,-88.227,-74.070,-21
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tf_mobilenetv3_large_075,2.867,97.133,21.600,78.400,3.99,224,0.875,bilinear,-86.843,-75.620,+5
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vgg19_bn,2.867,97.133,23.547,76.453,143.68,224,0.875,bilinear,-87.233,-74.033,-2
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regnetx_008,2.733,97.267,22.333,77.667,7.26,224,0.875,bicubic,-88.317,-75.377,-23
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gluon_resnet34_v1b,2.653,97.347,21.533,78.467,21.80,224,0.875,bicubic,-88.337,-76.117,-21
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hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.563,-74.313,-29
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vgg16,2.560,97.440,19.960,80.040,138.36,224,0.875,bilinear,-85.990,-76.830,+14
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vgg16_bn,2.547,97.453,23.587,76.413,138.37,224,0.875,bilinear,-87.543,-73.783,-6
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repvgg_b0,2.533,97.467,23.920,76.080,15.82,224,0.875,bilinear,-88.917,-74.060,-40
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resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.797,-75.540,+2
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tv_densenet121,2.453,97.547,22.533,77.467,7.98,224,0.875,bicubic,-88.447,-75.167,-24
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regnetx_006,2.453,97.547,20.600,79.400,6.20,224,0.875,bicubic,-87.867,-76.830,-14
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legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-86.440,-77.143,+4
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resnet26,2.387,97.613,22.733,77.267,16.00,224,0.875,bicubic,-88.743,-75.007,-35
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mobilenetv2_100,2.147,97.853,19.653,80.347,3.50,224,0.875,bicubic,-87.463,-77.497,-4
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regnety_002,2.080,97.920,18.600,81.400,3.16,224,0.875,bicubic,-85.280,-77.970,+9
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vgg13_bn,2.080,97.920,20.040,79.960,133.05,224,0.875,bilinear,-86.700,-76.930,+2
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vgg19,2.027,97.973,20.480,79.520,143.67,224,0.875,bilinear,-87.033,-76.390,-4
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tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-83.210,-79.900,+12
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tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-81.507,-79.960,+14
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regnetx_004,1.960,98.040,19.067,80.933,5.16,224,0.875,bicubic,-86.920,-78.053,-3
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vgg13,1.840,98.160,17.880,82.120,133.05,224,0.875,bilinear,-85.190,-78.430,+5
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tv_resnet34,1.840,98.160,19.800,80.200,21.80,224,0.875,bilinear,-88.080,-77.540,-18
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vgg11_bn,1.720,98.280,18.000,82.000,132.87,224,0.875,bilinear,-85.800,-78.810,-1
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dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-82.557,-78.907,+7
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tf_mobilenetv3_large_minimal_100,1.627,98.373,17.187,82.813,3.92,224,0.875,bilinear,-87.323,-79.683,-10
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vgg11,1.587,98.413,15.907,84.093,132.86,224,0.875,bilinear,-84.993,-80.383,+1
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dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-84.693,-78.360,+1
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gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-86.833,-80.100,-7
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hrnet_w18_small,1.507,98.493,18.107,81.893,13.19,224,0.875,bilinear,-87.553,-78.993,-15
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dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-82.187,-79.883,+2
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regnetx_002,1.253,98.747,14.827,85.173,2.68,224,0.875,bicubic,-84.947,-81.143,-2
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resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-86.250,-80.087,-9
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tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-80.363,-82.270,+1
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tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.863,-83.720,-78
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Ross Wightman
3 years ago