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@ -1,278 +1,313 @@
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
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ig_resnext101_32x48d,79.730,20.270,89.517,10.483,828.41,224,0.875,bilinear,-17.480,-10.183,+2
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ig_resnext101_32x32d,79.520,20.480,89.227,10.773,468.53,224,0.875,bilinear,-17.360,-10.433,+4
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ig_resnext101_32x16d,78.830,21.170,88.463,11.537,194.03,224,0.875,bilinear,-17.660,-11.157,+10
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tf_efficientnet_l2_ns_475,76.367,23.633,88.540,11.460,480.31,475,0.936,bicubic,-19.573,-10.860,-4
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swsl_resnext101_32x16d,76.220,23.780,87.747,12.253,194.03,224,0.875,bilinear,-20.060,-11.773,+15
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ig_resnext101_32x8d,75.897,24.103,86.253,13.747,88.79,224,0.875,bilinear,-20.083,-13.197,+25
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swsl_resnext101_32x8d,75.590,24.410,87.043,12.957,88.79,224,0.875,bilinear,-20.680,-12.457,+14
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tf_efficientnet_l2_ns,74.623,25.377,87.497,12.503,480.31,800,0.960,bicubic,-21.707,-12.013,-9
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swsl_resnext101_32x4d,72.700,27.300,85.193,14.807,44.18,224,0.875,bilinear,-23.380,-14.347,+20
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swsl_resnext50_32x4d,69.103,30.897,82.880,17.120,25.03,224,0.875,bilinear,-26.507,-16.560,+26
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swsl_resnet50,68.357,31.643,83.383,16.617,25.56,224,0.875,bilinear,-26.863,-15.857,+40
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tf_efficientnet_b7_ns,67.040,32.960,81.090,18.910,66.35,600,0.949,bicubic,-30.730,-18.800,-11
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tf_efficientnet_b6_ns,65.460,34.540,79.447,20.553,43.04,528,0.942,bicubic,-32.290,-20.373,-11
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tf_efficientnet_b5_ns,62.890,37.110,77.720,22.280,30.39,456,0.934,bicubic,-34.070,-21.950,-9
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tf_efficientnet_b4_ns,61.087,38.913,76.060,23.940,19.34,380,0.922,bicubic,-35.793,-23.580,-8
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tf_efficientnet_b8_ap,57.870,42.130,72.940,27.060,87.41,672,0.954,bicubic,-38.830,-26.610,-6
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tf_efficientnet_b3_ns,57.323,42.677,72.387,27.613,12.23,300,0.904,bicubic,-38.787,-27.073,+9
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vit_large_patch16_384,54.803,45.197,70.107,29.893,304.72,384,1.000,bicubic,-41.627,-29.433,-3
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vit_base_resnet50_384,54.333,45.667,69.503,30.497,98.95,384,1.000,bicubic,-42.227,-30.047,-7
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resnetv2_152x4_bitm,54.170,45.830,70.257,29.743,936.53,480,1.000,bilinear,-42.860,-29.453,-16
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tf_efficientnet_b5_ap,53.920,46.080,69.190,30.810,30.39,456,0.934,bicubic,-42.160,-30.280,+7
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tf_efficientnet_b6_ap,53.563,46.437,68.580,31.420,43.04,528,0.942,bicubic,-42.817,-31.020,-6
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tf_efficientnet_b2_ns,53.507,46.493,70.393,29.607,9.11,260,0.890,bicubic,-42.023,-28.947,+16
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tf_efficientnet_b7_ap,53.320,46.680,68.900,31.100,66.35,600,0.949,bicubic,-43.040,-30.650,-7
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tf_efficientnet_b8,53.203,46.797,68.957,31.043,87.41,672,0.954,bicubic,-43.577,-30.573,-17
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tf_efficientnet_b4_ap,53.073,46.927,68.230,31.770,19.34,380,0.922,bicubic,-42.427,-31.160,+16
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tf_efficientnet_b7,52.303,47.697,68.227,31.773,66.35,600,0.949,bicubic,-44.407,-31.413,-18
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swsl_resnet18,52.243,47.757,70.503,29.497,11.69,224,0.875,bilinear,-38.847,-27.707,+220
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vit_base_patch16_384,51.037,48.963,65.390,34.610,86.86,384,1.000,bicubic,-45.133,-34.230,-6
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resnetv2_152x2_bitm,50.950,49.050,68.580,31.420,236.34,480,1.000,bilinear,-45.630,-30.930,-19
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vit_large_patch16_224,50.937,49.063,66.340,33.660,304.33,224,0.900,bicubic,-44.353,-32.970,+16
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tf_efficientnet_b1_ns,50.770,49.230,67.960,32.040,7.79,240,0.882,bicubic,-44.110,-31.290,+30
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ssl_resnext101_32x16d,50.227,49.773,66.093,33.907,194.03,224,0.875,bilinear,-45.173,-33.317,+11
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seresnet152d,50.183,49.817,65.123,34.877,66.84,256,0.940,bicubic,-45.757,-34.267,+33
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resnest269e,50.133,49.867,64.713,35.287,110.93,416,0.928,bicubic,-46.037,-34.807,-10
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tf_efficientnet_b3_ap,50.093,49.907,65.277,34.723,12.23,300,0.904,bicubic,-44.867,-33.833,+24
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resnet200d,49.850,50.150,64.730,35.270,64.69,256,0.940,bicubic,-45.850,-34.610,-1
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resnest200e,49.807,50.193,64.780,35.220,70.20,320,0.909,bicubic,-46.303,-34.690,-10
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resnetv2_101x3_bitm,49.683,50.317,67.137,32.863,387.93,480,1.000,bilinear,-46.787,-32.523,-24
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resnet152d,49.637,50.363,64.740,35.260,60.21,256,0.940,bicubic,-45.833,-34.560,+4
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tf_efficientnet_b5,49.497,50.503,65.597,34.403,30.39,456,0.934,bicubic,-46.563,-33.943,-10
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resnet200d_320,49.437,50.563,64.300,35.700,64.69,320,1.000,bicubic,-46.683,-35.220,-16
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resnest101e,49.380,50.620,65.527,34.473,48.28,256,0.875,bilinear,-46.210,-33.743,-5
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resnet152d_320,49.267,50.733,64.427,35.573,60.21,320,1.000,bicubic,-46.583,-35.003,-10
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seresnet152d_320,49.220,50.780,64.273,35.727,66.84,320,1.000,bicubic,-47.140,-35.357,+18
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ssl_resnext101_32x8d,49.140,50.860,65.507,34.493,88.79,224,0.875,bilinear,-46.190,-33.813,+2
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efficientnet_b3a,48.573,51.427,64.343,35.657,12.23,320,1.000,bicubic,-46.577,-34.867,+10
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ecaresnet101d,48.473,51.527,64.087,35.913,44.57,224,0.875,bicubic,-46.687,-35.143,+7
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efficientnet_b3,48.227,51.773,64.183,35.817,12.23,300,0.904,bicubic,-46.743,-35.057,+11
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resnest50d_4s2x40d,47.500,52.500,63.867,36.133,30.42,224,0.875,bicubic,-47.210,-35.263,+19
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efficientnet_b3_pruned,47.463,52.537,62.850,37.150,9.86,300,0.904,bicubic,-47.117,-36.220,+26
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vit_base_patch16_224,47.413,52.587,61.683,38.317,86.57,224,0.900,bicubic,-47.807,-37.717,0
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resnet101d,47.227,52.773,62.793,37.207,44.57,256,0.940,bicubic,-48.053,-36.467,-3
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ssl_resnext101_32x4d,47.177,52.823,63.397,36.603,44.18,224,0.875,bilinear,-47.983,-35.903,+2
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tf_efficientnet_b6,47.153,52.847,63.057,36.943,43.04,528,0.942,bicubic,-49.197,-36.543,-34
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tf_efficientnet_b4,47.040,52.960,62.903,37.097,19.34,380,0.922,bicubic,-48.550,-36.417,-16
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resnet101d_320,46.907,53.093,62.360,37.640,44.57,320,1.000,bicubic,-48.843,-37.080,-21
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resnetv2_50x3_bitm,46.857,53.143,64.907,35.093,217.32,480,1.000,bilinear,-49.363,-34.683,-34
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gluon_seresnext101_64x4d,46.690,53.310,61.357,38.643,88.23,224,0.875,bicubic,-47.940,-37.613,+16
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regnety_032,46.643,53.357,62.210,37.790,19.44,224,0.875,bicubic,-48.427,-37.000,-2
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tresnet_xl,46.280,53.720,61.903,38.097,78.44,224,0.875,bilinear,-48.790,-37.347,-2
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resnest50d_1s4x24d,46.130,53.870,62.480,37.520,25.68,224,0.875,bicubic,-48.260,-36.580,+22
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tf_efficientnet_b0_ns,46.047,53.953,63.280,36.720,5.29,224,0.875,bicubic,-47.713,-35.700,+71
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resnest50d,45.883,54.117,62.673,37.327,27.48,224,0.875,bilinear,-48.737,-36.357,+12
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gluon_seresnext101_32x4d,45.517,54.483,61.150,38.850,48.96,224,0.875,bicubic,-48.913,-37.940,+18
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gluon_resnet152_v1d,45.423,54.577,60.097,39.903,60.21,224,0.875,bicubic,-49.027,-38.903,+15
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ssl_resnext50_32x4d,45.370,54.630,61.983,38.017,25.03,224,0.875,bilinear,-49.330,-37.067,+3
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nasnetalarge,45.200,54.800,57.960,42.040,88.75,331,0.911,bicubic,-49.970,-41.170,-14
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tresnet_xl_448,45.157,54.843,61.440,38.560,78.44,448,0.875,bilinear,-50.363,-37.900,-27
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tf_efficientnet_b3,45.103,54.897,60.680,39.320,12.23,300,0.904,bicubic,-49.807,-38.420,-8
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rexnet_200,45.070,54.930,62.223,37.777,16.37,224,0.875,bicubic,-49.600,-36.867,+1
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ecaresnetlight,44.910,55.090,60.770,39.230,30.16,224,0.875,bicubic,-49.230,-38.180,+29
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vit_base_patch32_384,44.793,55.207,58.577,41.423,88.30,384,1.000,bicubic,-50.457,-40.603,-22
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tf_efficientnet_b2_ap,44.740,55.260,60.700,39.300,9.11,260,0.890,bicubic,-49.530,-38.250,+17
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tresnet_l,44.357,55.643,59.953,40.047,55.99,224,0.875,bilinear,-50.543,-39.077,-12
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gluon_resnext101_32x4d,44.330,55.670,59.097,40.903,44.18,224,0.875,bicubic,-49.790,-39.833,+27
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cspresnext50,44.167,55.833,60.447,39.553,20.57,224,0.875,bilinear,-49.583,-38.393,+58
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wide_resnet50_2,44.167,55.833,59.680,40.320,68.88,224,0.875,bicubic,-50.493,-39.370,-4
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gluon_resnet152_v1s,44.083,55.917,58.740,41.260,60.32,224,0.875,bicubic,-50.617,-40.500,-8
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seresnext50_32x4d,44.077,55.923,59.427,40.573,27.56,224,0.875,bicubic,-50.733,-39.703,-14
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gluon_resnext101_64x4d,43.893,56.107,58.713,41.287,83.46,224,0.875,bicubic,-50.437,-40.167,+6
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ssl_resnet50,43.887,56.113,61.933,38.067,25.56,224,0.875,bilinear,-50.433,-37.227,+6
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ecaresnet101d_pruned,43.787,56.213,59.650,40.350,24.88,224,0.875,bicubic,-50.653,-39.450,-1
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ecaresnet50d,43.700,56.300,60.380,39.620,25.58,224,0.875,bicubic,-50.500,-38.640,+10
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rexnet_150,43.580,56.420,60.840,39.160,9.73,224,0.875,bicubic,-50.700,-38.250,+5
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gluon_resnet101_v1d,43.420,56.580,58.560,41.440,44.57,224,0.875,bicubic,-50.740,-40.390,+14
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gluon_resnet101_v1s,43.407,56.593,58.700,41.300,44.67,224,0.875,bicubic,-50.773,-40.210,+11
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cspdarknet53,43.340,56.660,59.483,40.517,27.64,256,0.887,bilinear,-50.760,-39.497,+18
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dpn68b,43.263,56.737,58.607,41.393,12.61,224,0.875,bicubic,-50.337,-40.103,+62
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cspresnet50,43.130,56.870,59.213,40.787,21.62,256,0.887,bilinear,-50.720,-39.687,+33
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resnest26d,43.110,56.890,60.590,39.410,17.07,224,0.875,bilinear,-50.150,-38.250,+82
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resnetv2_101x1_bitm,43.043,56.957,60.910,39.090,44.54,480,1.000,bilinear,-52.457,-38.600,-49
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dpn131,43.020,56.980,57.430,42.570,79.25,224,0.875,bicubic,-50.740,-41.380,+40
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gluon_resnet152_v1b,42.980,57.020,57.730,42.270,60.19,224,0.875,bicubic,-51.040,-41.300,+19
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dpn107,42.890,57.110,57.527,42.473,86.92,224,0.875,bicubic,-51.070,-41.323,+20
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tf_efficientnet_lite4,42.850,57.150,57.710,42.290,13.01,380,0.920,bilinear,-52.020,-41.380,-31
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gluon_resnet152_v1c,42.840,57.160,57.797,42.203,60.21,224,0.875,bicubic,-51.030,-41.003,+24
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tf_efficientnet_b1_ap,42.827,57.173,58.850,41.150,7.79,240,0.882,bicubic,-50.813,-39.930,+50
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tresnet_l_448,42.787,57.213,58.940,41.060,55.99,448,0.875,bilinear,-52.613,-40.340,-52
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gluon_xception65,42.730,57.270,58.870,41.130,39.92,299,0.903,bicubic,-51.300,-40.160,+11
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resnet50d,42.700,57.300,58.770,41.230,25.58,224,0.875,bicubic,-51.370,-40.150,+8
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tresnet_m,42.690,57.310,58.213,41.787,31.39,224,0.875,bilinear,-51.390,-40.617,+6
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gluon_seresnext50_32x4d,42.687,57.313,58.717,41.283,27.56,224,0.875,bicubic,-51.493,-40.303,-6
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resnext101_32x8d,42.573,57.427,58.357,41.643,88.79,224,0.875,bilinear,-51.197,-40.593,+28
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seresnet50,42.493,57.507,58.770,41.230,28.09,224,0.875,bicubic,-51.587,-40.200,+2
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legacy_senet154,42.290,57.710,56.563,43.437,115.09,224,0.875,bilinear,-52.440,-42.537,-39
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dpn98,42.277,57.723,56.933,43.067,61.57,224,0.875,bicubic,-51.673,-41.987,+9
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tf_efficientnet_cc_b1_8e,42.277,57.723,58.523,41.477,39.72,240,0.882,bicubic,-51.303,-40.167,+46
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tf_efficientnet_b2,42.197,57.803,58.207,41.793,9.11,260,0.890,bicubic,-52.003,-40.823,-13
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gluon_resnext50_32x4d,42.107,57.893,57.683,42.317,25.03,224,0.875,bicubic,-51.563,-41.017,+34
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resnet50,42.043,57.957,56.093,43.907,25.56,224,0.875,bicubic,-51.437,-42.667,+51
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ecaresnet50d_pruned,42.000,58.000,58.330,41.670,19.94,224,0.875,bicubic,-51.820,-40.670,+14
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efficientnet_b2a,41.940,58.060,58.303,41.697,9.11,288,1.000,bicubic,-52.430,-40.747,-28
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gluon_senet154,41.700,58.300,56.477,43.523,115.09,224,0.875,bicubic,-53.010,-42.493,-46
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dla102x2,41.670,58.330,58.033,41.967,41.28,224,0.875,bilinear,-52.350,-40.707,-1
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efficientnet_b2,41.660,58.340,58.057,41.943,9.11,260,0.875,bicubic,-52.680,-41.043,-30
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hrnet_w64,41.623,58.377,57.177,42.823,128.06,224,0.875,bilinear,-52.227,-41.743,+7
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tf_efficientnet_cc_b0_8e,41.533,58.467,57.393,42.607,24.01,224,0.875,bicubic,-51.327,-41.067,+76
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efficientnet_em,41.477,58.523,58.877,41.123,6.90,240,0.882,bicubic,-52.273,-40.043,+17
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resnext50_32x4d,41.367,58.633,56.950,43.050,25.03,224,0.875,bicubic,-52.483,-41.880,+5
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tv_resnet152,41.317,58.683,57.587,42.413,60.19,224,0.875,bilinear,-51.933,-41.163,+53
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xception71,41.297,58.703,55.940,44.060,42.34,299,0.903,bicubic,-52.603,-43.010,-3
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dpn92,41.257,58.743,56.327,43.673,37.67,224,0.875,bicubic,-52.943,-42.603,-30
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adv_inception_v3,41.220,58.780,56.360,43.640,23.83,299,0.875,bicubic,-51.770,-42.120,+60
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resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.720,+16
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gluon_resnet50_v1d,41.010,58.990,57.147,42.853,25.58,224,0.875,bicubic,-52.540,-41.563,+31
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ese_vovnet39b,40.887,59.113,57.020,42.980,24.57,224,0.875,bicubic,-52.963,-41.860,-5
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gluon_inception_v3,40.880,59.120,55.670,44.330,23.83,299,0.875,bicubic,-52.710,-43.170,+24
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resnet34d,40.853,59.147,56.523,43.477,21.82,224,0.875,bicubic,-51.787,-41.917,+74
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regnety_320,40.837,59.163,56.180,43.820,145.05,224,0.875,bicubic,-53.663,-42.990,-51
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xception,40.793,59.207,56.510,43.490,22.86,299,0.897,bicubic,-52.857,-42.280,+16
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gluon_resnet101_v1b,40.707,59.293,56.180,43.820,44.55,224,0.875,bicubic,-53.063,-42.530,-1
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skresnext50_32x4d,40.700,59.300,56.013,43.987,27.48,224,0.875,bicubic,-53.250,-42.807,-16
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hrnet_w40,40.663,59.337,56.863,43.137,57.56,224,0.875,bilinear,-53.047,-41.937,+6
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tf_efficientnet_lite3,40.613,59.387,56.567,43.433,8.20,300,0.904,bilinear,-53.507,-42.393,-31
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regnetx_320,40.533,59.467,55.663,44.337,107.81,224,0.875,bicubic,-53.667,-43.387,-41
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dla169,40.513,59.487,57.317,42.683,53.39,224,0.875,bilinear,-53.267,-41.523,-7
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tresnet_m_448,40.510,59.490,56.667,43.333,31.39,448,0.875,bilinear,-54.160,-42.503,-65
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wide_resnet101_2,40.467,59.533,55.873,44.127,126.89,224,0.875,bilinear,-53.263,-42.937,-1
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efficientnet_b2_pruned,40.460,59.540,56.607,43.393,8.31,260,0.890,bicubic,-53.340,-42.113,-12
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skresnet34,40.377,59.623,56.797,43.203,22.28,224,0.875,bicubic,-52.183,-41.753,+68
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tf_efficientnet_b0_ap,40.363,59.637,56.830,43.170,5.29,224,0.875,bicubic,-52.237,-41.540,+64
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regnetx_160,40.350,59.650,56.090,43.910,54.28,224,0.875,bicubic,-53.540,-42.990,-23
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legacy_seresnext101_32x4d,40.323,59.677,54.843,45.157,48.96,224,0.875,bilinear,-53.847,-44.127,-45
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xception65,40.317,59.683,55.270,44.730,39.92,299,0.903,bicubic,-53.433,-43.600,-8
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densenet201,40.300,59.700,56.763,43.237,20.01,224,0.875,bicubic,-52.390,-41.867,+55
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hrnet_w48,40.157,59.843,56.597,43.403,77.47,224,0.875,bilinear,-53.873,-42.433,-35
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resnext50d_32x4d,40.153,59.847,55.587,44.413,25.05,224,0.875,bicubic,-53.647,-43.323,-21
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legacy_seresnet152,40.060,59.940,55.887,44.113,66.82,224,0.875,bilinear,-53.400,-42.963,+15
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tf_efficientnet_b1,40.043,59.957,56.213,43.787,7.79,240,0.882,bicubic,-53.667,-42.587,-11
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vit_small_patch16_224,40.043,59.957,56.507,43.493,48.75,224,0.900,bicubic,-52.567,-41.883,+54
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hrnet_w30,40.010,59.990,57.107,42.893,37.71,224,0.875,bilinear,-53.380,-41.723,+16
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regnetx_080,39.977,60.023,56.063,43.937,39.57,224,0.875,bicubic,-53.813,-42.847,-24
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gluon_resnet101_v1c,39.957,60.043,55.253,44.747,44.57,224,0.875,bicubic,-53.703,-43.507,-9
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res2net101_26w_4s,39.720,60.280,54.610,45.390,45.21,224,0.875,bilinear,-53.800,-44.020,+3
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regnetx_120,39.710,60.290,55.687,44.313,46.11,224,0.875,bicubic,-54.590,-43.513,-67
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res2net50_26w_8s,39.680,60.320,54.543,45.457,48.40,224,0.875,bilinear,-53.770,-44.167,+8
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hrnet_w44,39.667,60.333,55.317,44.683,67.06,224,0.875,bilinear,-53.963,-43.633,-9
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xception41,39.657,60.343,54.983,45.017,26.97,299,0.903,bicubic,-53.823,-43.607,+1
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tf_efficientnet_el,39.603,60.397,55.337,44.663,10.59,300,0.904,bicubic,-54.867,-43.743,-80
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dla102x,39.590,60.410,56.343,43.657,26.31,224,0.875,bilinear,-53.920,-42.507,-2
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densenet161,39.587,60.413,56.180,43.820,28.68,224,0.875,bicubic,-53.293,-42.480,+31
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mixnet_xl,39.550,60.450,55.837,44.163,11.90,224,0.875,bicubic,-54.670,-42.983,-71
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hrnet_w32,39.523,60.477,56.263,43.737,41.23,224,0.875,bilinear,-53.427,-42.577,+23
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rexnet_130,39.477,60.523,56.640,43.360,7.56,224,0.875,bicubic,-54.203,-42.310,-23
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regnety_064,39.397,60.603,55.807,44.193,30.58,224,0.875,bicubic,-54.743,-43.223,-64
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regnety_120,39.367,60.633,55.343,44.657,51.82,224,0.875,bicubic,-54.693,-43.677,-57
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tf_inception_v3,39.350,60.650,54.373,45.627,23.83,299,0.875,bicubic,-53.860,-44.347,+7
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densenetblur121d,39.317,60.683,56.643,43.357,8.00,224,0.875,bicubic,-53.083,-41.777,+47
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tv_resnet101,39.300,60.700,55.850,44.150,44.55,224,0.875,bilinear,-53.580,-42.960,+22
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gluon_resnet50_v1s,39.290,60.710,55.103,44.897,25.68,224,0.875,bicubic,-54.300,-43.727,-18
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regnety_160,39.273,60.727,55.387,44.613,83.59,224,0.875,bicubic,-54.837,-43.623,-67
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densenet169,39.177,60.823,55.850,44.150,14.15,224,0.875,bicubic,-53.123,-42.740,+46
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legacy_seresnet101,39.127,60.873,55.103,44.897,49.33,224,0.875,bilinear,-54.153,-43.647,-4
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regnety_080,38.977,61.023,55.187,44.813,39.18,224,0.875,bicubic,-54.923,-43.803,-57
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dpn68,38.973,61.027,54.977,45.023,12.61,224,0.875,bicubic,-53.277,-43.623,+45
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efficientnet_b1_pruned,38.967,61.033,55.620,44.380,6.33,240,0.882,bicubic,-54.003,-42.900,+9
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inception_v3,38.960,61.040,53.850,46.150,23.83,299,0.875,bicubic,-53.940,-44.470,+13
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legacy_seresnext50_32x4d,38.890,61.110,54.650,45.350,27.56,224,0.875,bilinear,-54.510,-44.150,-13
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dla102,38.887,61.113,55.337,44.663,33.27,224,0.875,bilinear,-54.413,-43.443,-11
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regnety_040,38.830,61.170,55.600,44.400,20.65,224,0.875,bicubic,-54.780,-43.360,-31
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regnetx_040,38.807,61.193,55.490,44.510,22.12,224,0.875,bicubic,-54.873,-43.230,-39
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regnetx_032,38.763,61.237,55.147,44.853,15.30,224,0.875,bicubic,-54.507,-43.593,-11
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densenet121,38.753,61.247,56.247,43.753,7.98,224,0.875,bicubic,-53.187,-42.033,+43
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res2net50_14w_8s,38.720,61.280,54.203,45.797,25.06,224,0.875,bilinear,-54.290,-44.497,-3
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dla60_res2net,38.687,61.313,54.620,45.380,20.85,224,0.875,bilinear,-54.703,-44.220,-19
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res2net50_26w_6s,38.653,61.347,53.810,46.190,37.05,224,0.875,bilinear,-54.917,-44.940,-32
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selecsls60,38.627,61.373,55.697,44.303,30.67,224,0.875,bicubic,-54.383,-43.133,-5
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dla60x,38.610,61.390,55.490,44.510,17.35,224,0.875,bilinear,-54.600,-42.990,-13
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selecsls60b,38.583,61.417,55.333,44.667,32.77,224,0.875,bicubic,-54.897,-43.507,-29
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tf_efficientnet_b0,38.540,61.460,56.077,43.923,5.29,224,0.875,bicubic,-53.860,-42.393,+26
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dla60_res2next,38.530,61.470,55.007,44.993,17.03,224,0.875,bilinear,-55.030,-43.793,-36
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regnetx_064,38.507,61.493,55.030,44.970,26.21,224,0.875,bicubic,-55.143,-44.020,-47
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gluon_resnet50_v1b,38.457,61.543,54.907,45.093,25.56,224,0.875,bicubic,-54.093,-43.643,+17
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tf_efficientnet_cc_b0_4e,38.423,61.577,55.203,44.797,13.31,224,0.875,bicubic,-54.417,-43.237,+1
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hrnet_w18,38.387,61.613,55.757,44.243,21.30,224,0.875,bilinear,-54.373,-42.893,+3
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resnetv2_50x1_bitm,38.300,61.700,57.023,42.977,25.55,480,1.000,bilinear,-56.230,-42.217,-119
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mixnet_l,38.230,61.770,54.847,45.153,7.33,224,0.875,bicubic,-55.050,-43.863,-27
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gluon_resnet50_v1c,37.867,62.133,54.150,45.850,25.58,224,0.875,bicubic,-55.043,-44.560,-10
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efficientnet_b1,37.857,62.143,53.743,46.257,7.79,240,0.875,bicubic,-55.203,-44.787,-21
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efficientnet_es,37.837,62.163,54.980,45.020,5.44,224,0.875,bicubic,-55.093,-43.700,-13
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res2net50_26w_4s,37.823,62.177,53.097,46.903,25.70,224,0.875,bilinear,-55.357,-45.573,-25
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resnest14d,37.790,62.210,56.580,43.420,10.61,224,0.875,bilinear,-53.350,-41.770,+45
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tv_resnext50_32x4d,37.790,62.210,54.153,45.847,25.03,224,0.875,bilinear,-55.120,-44.577,-14
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res2next50,37.537,62.463,52.863,47.137,24.67,224,0.875,bilinear,-55.593,-45.797,-27
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resnet34,37.490,62.510,54.327,45.673,21.80,224,0.875,bilinear,-53.700,-43.903,+40
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tf_efficientnet_em,37.313,62.687,54.230,45.770,6.90,240,0.882,bicubic,-56.157,-44.520,-44
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regnety_016,37.147,62.853,54.150,45.850,11.20,224,0.875,bicubic,-55.883,-44.540,-27
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res2net50_48w_2s,37.137,62.863,53.410,46.590,25.29,224,0.875,bilinear,-55.663,-45.050,-12
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dla60,37.117,62.883,54.293,45.707,22.04,224,0.875,bilinear,-55.573,-44.367,-10
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rexnet_100,37.063,62.937,54.070,45.930,4.80,224,0.875,bicubic,-55.787,-44.550,-16
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tf_mixnet_l,37.047,62.953,52.710,47.290,7.33,224,0.875,bicubic,-56.003,-45.830,-32
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legacy_seresnet50,36.933,63.067,53.520,46.480,28.09,224,0.875,bilinear,-55.737,-45.140,-11
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tf_efficientnet_lite2,36.887,63.113,53.360,46.640,6.09,260,0.890,bicubic,-55.693,-45.190,-6
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regnetx_016,36.767,63.233,53.287,46.713,9.19,224,0.875,bicubic,-55.793,-45.223,-5
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tv_densenet121,36.753,63.247,54.003,45.997,7.98,224,0.875,bicubic,-54.637,-44.247,+22
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mobilenetv2_120d,36.710,63.290,53.953,46.047,5.83,224,0.875,bicubic,-55.900,-44.567,-13
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tf_efficientnet_lite1,36.667,63.333,53.687,46.313,5.42,240,0.882,bicubic,-55.653,-44.803,0
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efficientnet_b0,36.613,63.387,53.493,46.507,5.29,224,0.875,bicubic,-55.857,-45.187,-5
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skresnet18,36.343,63.657,54.257,45.743,11.96,224,0.875,bicubic,-53.817,-43.523,+37
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legacy_seresnet34,36.150,63.850,52.543,47.457,21.96,224,0.875,bilinear,-55.320,-45.657,+14
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tv_resnet50,36.143,63.857,52.873,47.127,25.56,224,0.875,bilinear,-55.987,-45.547,+2
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tv_resnet34,36.060,63.940,53.527,46.473,21.80,224,0.875,bilinear,-54.250,-44.443,+33
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tf_efficientnet_lite0,36.020,63.980,53.530,46.470,4.65,224,0.875,bicubic,-55.260,-44.560,+16
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mobilenetv2_140,35.980,64.020,53.927,46.073,6.11,224,0.875,bicubic,-56.060,-44.323,0
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selecsls42b,35.830,64.170,52.550,47.450,32.46,224,0.875,bicubic,-56.650,-45.890,-13
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gluon_resnet34_v1b,35.747,64.253,52.290,47.710,21.80,224,0.875,bicubic,-55.343,-45.890,+22
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mixnet_m,35.680,64.320,52.443,47.557,5.01,224,0.875,bicubic,-56.580,-45.927,-8
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dla34,35.647,64.353,52.813,47.187,15.74,224,0.875,bilinear,-55.613,-45.367,+12
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efficientnet_lite0,35.643,64.357,53.697,46.303,4.65,224,0.875,bicubic,-55.617,-44.553,+12
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ssl_resnet18,35.637,64.363,53.817,46.183,11.69,224,0.875,bilinear,-55.063,-44.213,+22
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mobilenetv3_rw,35.617,64.383,53.740,46.260,5.48,224,0.875,bicubic,-55.943,-44.530,+1
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tf_efficientnet_es,35.593,64.407,52.930,47.070,5.44,224,0.875,bicubic,-56.947,-45.580,-21
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mobilenetv2_110d,35.287,64.713,52.820,47.180,4.52,224,0.875,bicubic,-56.043,-45.370,+5
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hrnet_w18_small_v2,35.217,64.783,52.527,47.473,15.60,224,0.875,bilinear,-55.953,-45.833,+12
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tf_mixnet_m,35.210,64.790,50.977,49.023,5.01,224,0.875,bicubic,-56.960,-47.443,-13
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resnet18d,35.120,64.880,52.880,47.120,11.71,224,0.875,bicubic,-54.880,-44.960,+21
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regnety_008,34.883,65.117,51.857,48.143,6.26,224,0.875,bicubic,-57.007,-46.563,-10
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ese_vovnet19b_dw,34.837,65.163,51.990,48.010,6.54,224,0.875,bicubic,-57.183,-46.530,-13
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mobilenetv3_large_100,34.577,65.423,52.913,47.087,5.48,224,0.875,bicubic,-56.903,-45.417,-6
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seresnext26tn_32x4d,34.567,65.433,51.470,48.530,16.81,224,0.875,bicubic,-58.203,-47.080,-43
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seresnext26d_32x4d,34.513,65.487,51.563,48.437,16.81,224,0.875,bicubic,-57.927,-46.977,-27
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resnet26d,34.330,65.670,51.843,48.157,16.01,224,0.875,bicubic,-57.900,-46.627,-21
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fbnetc_100,34.323,65.677,51.240,48.760,5.57,224,0.875,bilinear,-56.937,-46.580,-1
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regnety_006,34.233,65.767,51.300,48.700,6.06,224,0.875,bicubic,-57.357,-47.130,-13
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seresnext26t_32x4d,34.197,65.803,51.420,48.580,16.82,224,0.875,bicubic,-58.783,-47.060,-61
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tf_mobilenetv3_large_100,33.990,66.010,51.530,48.470,5.48,224,0.875,bilinear,-57.420,-46.720,-10
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mnasnet_100,33.850,66.150,51.247,48.753,4.38,224,0.875,bicubic,-57.350,-46.793,-3
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regnetx_008,33.720,66.280,50.587,49.413,7.26,224,0.875,bicubic,-57.490,-47.783,-5
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resnet26,33.583,66.417,51.017,48.983,16.00,224,0.875,bicubic,-57.867,-47.263,-14
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mixnet_s,33.577,66.423,51.033,48.967,4.13,224,0.875,bicubic,-58.203,-47.267,-22
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semnasnet_100,33.553,66.447,50.843,49.157,3.89,224,0.875,bicubic,-58.107,-47.417,-21
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spnasnet_100,33.507,66.493,51.310,48.690,4.42,224,0.875,bilinear,-57.113,-46.640,+1
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regnetx_006,33.213,66.787,50.297,49.703,6.20,224,0.875,bicubic,-57.537,-47.803,-2
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resnet18,33.043,66.957,51.133,48.867,11.69,224,0.875,bilinear,-55.127,-45.987,+11
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legacy_seresnext26_32x4d,32.747,67.253,49.207,50.793,16.79,224,0.875,bicubic,-59.833,-49.223,-49
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hrnet_w18_small,32.723,67.277,50.677,49.323,13.19,224,0.875,bilinear,-57.177,-47.223,+2
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legacy_seresnet18,32.633,67.367,50.360,49.640,11.78,224,0.875,bicubic,-56.627,-47.330,+4
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mobilenetv2_100,32.580,67.420,50.860,49.140,3.50,224,0.875,bicubic,-57.260,-46.980,+1
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regnetx_004,32.567,67.433,49.407,50.593,5.16,224,0.875,bicubic,-56.883,-48.373,+1
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regnety_004,32.403,67.597,49.503,50.497,4.34,224,0.875,bicubic,-58.357,-48.577,-10
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gluon_resnet18_v1b,32.397,67.603,49.707,50.293,11.69,224,0.875,bicubic,-56.273,-47.403,+2
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tf_mixnet_s,32.230,67.770,48.607,51.393,4.13,224,0.875,bicubic,-59.460,-49.633,-33
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tf_mobilenetv3_large_075,31.947,68.053,49.137,50.863,3.99,224,0.875,bilinear,-58.363,-48.743,-9
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tf_mobilenetv3_large_minimal_100,31.613,68.387,49.407,50.593,3.92,224,0.875,bilinear,-57.547,-47.913,-2
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regnety_002,29.690,70.310,46.883,53.117,3.16,224,0.875,bicubic,-58.530,-50.547,-1
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regnetx_002,28.883,71.117,45.583,54.417,2.68,224,0.875,bicubic,-58.487,-51.407,0
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dla60x_c,28.527,71.473,46.257,53.743,1.32,224,0.875,bilinear,-58.553,-50.883,0
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tf_mobilenetv3_small_100,27.347,72.653,44.490,55.510,2.54,224,0.875,bilinear,-58.633,-51.910,0
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dla46x_c,26.277,73.723,43.903,56.097,1.07,224,0.875,bilinear,-59.193,-52.547,0
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tf_mobilenetv3_small_075,26.273,73.727,43.713,56.287,2.04,224,0.875,bilinear,-58.257,-52.167,+1
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dla46_c,25.490,74.510,43.953,56.047,1.30,224,0.875,bilinear,-59.220,-52.257,-1
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tf_mobilenetv3_small_minimal_100,25.110,74.890,42.987,57.013,2.04,224,0.875,bilinear,-57.560,-52.013,0
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pnasnet5large,6.983,93.017,19.613,80.387,86.06,331,0.911,bicubic,-10.887,-22.507,0
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ens_adv_inception_resnet_v2,6.550,93.450,18.623,81.377,55.85,299,0.897,bicubic,-9.690,-21.767,+2
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inception_resnet_v2,6.313,93.687,18.147,81.853,55.85,299,0.897,bicubic,-10.477,-20.703,-1
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inception_v4,5.923,94.077,16.657,83.343,42.68,299,0.875,bicubic,-10.617,-20.723,-1
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ig_resnext101_32x48d,79.737,20.263,89.450,10.550,828.41,224,0.875,bilinear,-17.243,-10.210,+4
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ig_resnext101_32x32d,79.447,20.553,89.283,10.717,468.53,224,0.875,bilinear,-17.403,-10.237,+7
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ig_resnext101_32x16d,78.963,21.037,88.437,11.563,194.03,224,0.875,bilinear,-17.417,-11.123,+19
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tf_efficientnet_l2_ns_475,76.537,23.463,88.630,11.370,480.31,475,0.936,bicubic,-21.223,-11.190,-2
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swsl_resnext101_32x16d,76.253,23.747,87.780,12.220,194.03,224,0.875,bilinear,-20.037,-11.760,+24
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ig_resnext101_32x8d,75.897,24.103,86.193,13.807,88.79,224,0.875,bilinear,-19.983,-13.157,+35
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swsl_resnext101_32x8d,75.463,24.537,86.840,13.160,88.79,224,0.875,bilinear,-20.807,-12.750,+24
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tf_efficientnet_l2_ns,74.603,25.397,87.543,12.457,480.31,800,0.960,bicubic,-23.157,-12.337,-7
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swsl_resnext101_32x4d,72.683,27.317,85.157,14.843,44.18,224,0.875,bilinear,-23.347,-14.383,+30
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swsl_resnext50_32x4d,69.027,30.973,82.837,17.163,25.03,224,0.875,bilinear,-26.603,-16.613,+36
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swsl_resnet50,68.220,31.780,83.330,16.670,25.56,224,0.875,bilinear,-27.070,-15.980,+47
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tf_efficientnet_b7_ns,67.513,32.487,81.347,18.653,66.35,600,0.949,bicubic,-29.687,-18.353,-9
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tf_efficientnet_b6_ns,65.577,34.423,79.537,20.463,43.04,528,0.942,bicubic,-31.433,-20.173,-9
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tf_efficientnet_b5_ns,63.050,36.950,77.837,22.163,30.39,456,0.934,bicubic,-33.830,-21.803,-7
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tf_efficientnet_b4_ns,61.277,38.723,76.220,23.780,19.34,380,0.922,bicubic,-35.403,-23.460,-2
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tf_efficientnet_b8_ap,57.840,42.160,72.950,27.050,87.41,672,0.954,bicubic,-38.720,-26.590,0
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tf_efficientnet_b3_ns,57.417,42.583,72.407,27.593,12.23,300,0.904,bicubic,-38.623,-27.053,+21
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vit_large_patch16_384,54.773,45.227,70.040,29.960,304.72,384,1.000,bicubic,-41.607,-29.600,+5
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vit_base_resnet50_384,54.390,45.610,69.590,30.410,98.95,384,1.000,bicubic,-42.070,-29.970,0
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resnetv2_152x4_bitm,54.227,45.773,70.150,29.850,936.53,480,1.000,bilinear,-42.633,-29.510,-12
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dm_nfnet_f6,54.077,45.923,69.017,30.983,438.36,576,0.956,bicubic,-42.893,-30.723,-15
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tf_efficientnet_b5_ap,53.897,46.103,69.160,30.840,30.39,456,0.934,bicubic,-42.183,-30.380,+15
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dm_nfnet_f5,53.723,46.277,68.493,31.507,377.21,544,0.954,bicubic,-42.997,-31.187,-12
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tf_efficientnet_b6_ap,53.577,46.423,68.533,31.467,43.04,528,0.942,bicubic,-42.793,-31.017,0
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tf_efficientnet_b2_ns,53.573,46.427,70.277,29.723,9.11,260,0.890,bicubic,-41.887,-29.113,+29
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tf_efficientnet_b8,53.413,46.587,69.087,30.913,87.41,672,0.954,bicubic,-43.287,-30.433,-14
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tf_efficientnet_b7_ap,53.267,46.733,68.873,31.127,66.35,600,0.949,bicubic,-43.083,-30.717,-1
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dm_nfnet_f3,53.240,46.760,68.100,31.900,254.92,416,0.940,bicubic,-43.420,-31.540,-14
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tf_efficientnet_b4_ap,53.060,46.940,68.157,31.843,19.34,380,0.922,bicubic,-42.460,-31.183,+22
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tf_efficientnet_b7,52.417,47.583,68.210,31.790,66.35,600,0.949,bicubic,-44.163,-31.310,-15
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swsl_resnet18,52.407,47.593,70.577,29.423,11.69,224,0.875,bilinear,-38.723,-27.653,+246
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dm_nfnet_f4,52.290,47.710,67.093,32.907,316.07,512,0.951,bicubic,-44.510,-32.547,-22
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vit_deit_base_distilled_patch16_384,52.277,47.723,67.727,32.273,87.63,384,1.000,bicubic,-44.213,-31.863,-15
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ecaresnet269d,51.687,48.313,66.043,33.957,102.09,352,1.000,bicubic,-44.733,-33.597,-13
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resnetv2_152x2_bitm,51.063,48.937,68.557,31.443,236.34,480,1.000,bilinear,-45.447,-31.063,-18
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vit_large_patch16_224,50.967,49.033,66.170,33.830,304.33,224,0.900,bicubic,-44.313,-33.140,+25
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tf_efficientnet_b1_ns,50.917,49.083,67.963,32.037,7.79,240,0.882,bicubic,-43.933,-31.277,+39
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vit_base_patch16_384,50.907,49.093,65.270,34.730,86.86,384,1.000,bicubic,-45.283,-34.280,-6
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ssl_resnext101_32x16d,50.327,49.673,65.977,34.023,194.03,224,0.875,bilinear,-45.143,-33.433,+14
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resnest269e,50.323,49.677,64.713,35.287,110.93,416,0.928,bicubic,-45.817,-34.827,-7
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tf_efficientnet_b3_ap,50.050,49.950,65.210,34.790,12.23,300,0.904,bicubic,-44.840,-33.920,+33
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vit_deit_base_distilled_patch16_224,50.047,49.953,66.233,33.767,87.34,224,0.900,bicubic,-45.683,-33.057,+2
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resnetv2_101x3_bitm,49.827,50.173,66.987,33.013,387.93,480,1.000,bilinear,-46.523,-32.613,-18
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resnest200e,49.777,50.223,64.693,35.307,70.20,320,0.909,bicubic,-46.303,-34.757,-8
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tf_efficientnet_b5,49.493,50.507,65.667,34.333,30.39,456,0.934,bicubic,-46.477,-33.793,-5
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resnet200d,49.487,50.513,64.347,35.653,64.69,320,1.000,bicubic,-46.643,-35.093,-12
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resnest101e,49.290,50.710,65.487,34.513,48.28,256,0.875,bilinear,-46.270,-33.793,+2
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ssl_resnext101_32x8d,49.223,50.777,65.437,34.563,88.79,224,0.875,bilinear,-46.067,-33.793,+12
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seresnet152d,49.213,50.787,64.167,35.833,66.84,320,1.000,bicubic,-47.067,-35.343,-19
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resnet152d,49.193,50.807,64.413,35.587,60.21,320,1.000,bicubic,-46.677,-35.007,-8
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repvgg_b3,48.993,51.007,64.860,35.140,123.09,224,0.875,bilinear,-45.637,-34.130,+35
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dm_nfnet_f2,48.650,51.350,63.580,36.420,193.78,352,0.920,bicubic,-47.810,-36.090,-32
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efficientnet_b3a,48.520,51.480,64.237,35.763,12.23,320,1.000,bicubic,-46.650,-34.983,+12
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ecaresnet101d,48.507,51.493,64.200,35.800,44.57,224,0.875,bicubic,-46.703,-35.040,+10
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repvgg_b3g4,48.277,51.723,64.747,35.253,83.83,224,0.875,bilinear,-46.293,-34.253,+33
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vit_large_patch32_384,48.183,51.817,61.797,38.203,306.63,384,1.000,bicubic,-47.057,-37.513,+7
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efficientnet_b3,48.147,51.853,64.093,35.907,12.23,300,0.904,bicubic,-46.743,-35.097,+16
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repvgg_b2g4,47.783,52.217,64.430,35.570,61.76,224,0.875,bilinear,-46.107,-34.540,+90
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resnest50d_4s2x40d,47.470,52.530,63.897,36.103,30.42,224,0.875,bicubic,-47.250,-35.233,+21
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efficientnet_b3_pruned,47.423,52.577,62.810,37.190,9.86,300,0.904,bicubic,-47.127,-36.250,+30
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tf_efficientnet_b6,47.220,52.780,63.103,36.897,43.04,528,0.942,bicubic,-49.100,-36.427,-33
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vit_base_patch16_224,47.220,52.780,61.647,38.353,86.57,224,0.900,bicubic,-48.070,-37.703,-3
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ssl_resnext101_32x4d,47.197,52.803,63.290,36.710,44.18,224,0.875,bilinear,-47.953,-36.030,+3
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tf_efficientnet_b4,47.043,52.957,62.823,37.177,19.34,380,0.922,bicubic,-48.537,-36.467,-16
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resnet101d,46.960,53.040,62.340,37.660,44.57,320,1.000,bicubic,-48.780,-37.080,-22
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resnetv2_50x3_bitm,46.763,53.237,64.883,35.117,217.32,480,1.000,bilinear,-49.367,-34.737,-31
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regnety_032,46.663,53.337,62.357,37.643,19.44,224,0.875,bicubic,-48.467,-36.863,0
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dm_nfnet_f1,46.660,53.340,61.560,38.440,132.63,320,0.910,bicubic,-49.680,-37.900,-41
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gluon_seresnext101_64x4d,46.617,53.383,61.373,38.627,88.23,224,0.875,bicubic,-47.883,-37.597,+22
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tresnet_xl,46.280,53.720,62.017,37.983,78.44,224,0.875,bilinear,-48.710,-37.203,-1
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vit_deit_small_distilled_patch16_224,46.153,53.847,62.463,37.537,22.44,224,0.900,bicubic,-48.417,-36.637,+18
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resnest50d_1s4x24d,46.127,53.873,62.353,37.647,25.68,224,0.875,bicubic,-48.213,-36.707,+34
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gernet_m,46.023,53.977,62.747,37.253,21.14,224,0.875,bilinear,-48.457,-36.163,+22
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tf_efficientnet_b0_ns,45.993,54.007,63.237,36.763,5.29,224,0.875,bicubic,-47.587,-35.593,+103
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resnest50d,45.817,54.183,62.650,37.350,27.48,224,0.875,bilinear,-48.673,-36.350,+19
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gluon_seresnext101_32x4d,45.533,54.467,61.103,38.897,48.96,224,0.875,bicubic,-48.867,-38.007,+25
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ssl_resnext50_32x4d,45.493,54.507,62.010,37.990,25.03,224,0.875,bilinear,-49.227,-37.180,+4
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dm_nfnet_f0,45.447,54.553,61.010,38.990,71.49,256,0.900,bicubic,-50.203,-38.290,-33
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gluon_resnet152_v1d,45.337,54.663,60.080,39.920,60.21,224,0.875,bicubic,-49.133,-38.910,+17
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nasnetalarge,45.247,54.753,57.967,42.033,88.75,331,0.911,bicubic,-50.073,-41.173,-23
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tresnet_xl_448,45.223,54.777,61.403,38.597,78.44,448,0.875,bilinear,-50.297,-38.017,-31
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tf_efficientnet_b3,45.113,54.887,60.613,39.387,12.23,300,0.904,bicubic,-49.787,-38.527,-10
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rexnet_200,45.093,54.907,62.343,37.657,16.37,224,0.875,bicubic,-49.507,-36.717,+4
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ecaresnetlight,44.920,55.080,60.753,39.247,30.16,224,0.875,bicubic,-49.200,-38.187,+36
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vit_deit_base_patch16_224,44.917,55.083,59.200,40.800,86.57,224,0.900,bicubic,-50.053,-39.800,-15
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vit_deit_base_patch16_384,44.763,55.237,59.567,40.433,86.86,384,1.000,bicubic,-50.857,-39.673,-39
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gernet_l,44.723,55.277,59.047,40.953,31.08,256,0.875,bilinear,-50.217,-40.133,-16
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vit_base_patch32_384,44.690,55.310,58.527,41.473,88.30,384,1.000,bicubic,-50.580,-40.663,-26
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tf_efficientnet_b2_ap,44.683,55.317,60.673,39.327,9.11,260,0.890,bicubic,-49.677,-38.297,+14
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ens_adv_inception_resnet_v2,44.360,55.640,58.077,41.923,55.84,299,0.897,bicubic,-49.710,-40.713,+37
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tresnet_l,44.353,55.647,59.907,40.093,55.99,224,0.875,bilinear,-50.477,-39.153,-14
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wide_resnet50_2,44.287,55.713,59.620,40.380,68.88,224,0.875,bicubic,-50.403,-39.470,-10
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gluon_resnext101_32x4d,44.180,55.820,59.077,40.923,44.18,224,0.875,bicubic,-50.010,-39.843,+23
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cspresnext50,44.147,55.853,60.513,39.487,20.57,224,0.875,bilinear,-49.673,-38.327,+60
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seresnext50_32x4d,44.133,55.867,59.403,40.597,27.56,224,0.875,bicubic,-50.637,-39.717,-17
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gluon_resnet152_v1s,44.103,55.897,58.697,41.303,60.32,224,0.875,bicubic,-50.547,-40.373,-12
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pnasnet5large,44.043,55.957,56.733,43.267,86.06,331,0.911,bicubic,-51.327,-42.387,-41
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ssl_resnet50,44.020,55.980,61.947,38.053,25.56,224,0.875,bilinear,-50.230,-37.133,+14
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inception_resnet_v2,43.910,56.090,57.870,42.130,55.84,299,0.897,bicubic,-50.350,-40.960,+11
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ecaresnet50d,43.830,56.170,60.340,39.660,25.58,224,0.875,bicubic,-50.310,-38.600,+19
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ecaresnet101d_pruned,43.810,56.190,59.653,40.347,24.88,224,0.875,bicubic,-50.650,-39.477,-4
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gluon_resnext101_64x4d,43.790,56.210,58.703,41.297,83.46,224,0.875,bicubic,-50.560,-40.127,+2
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rexnet_150,43.453,56.547,60.953,39.047,9.73,224,0.875,bicubic,-50.827,-38.067,+5
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ecaresnet50t,43.440,56.560,59.350,40.650,25.57,320,0.950,bicubic,-51.640,-39.920,-36
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gluon_resnet101_v1d,43.440,56.560,58.540,41.460,44.57,224,0.875,bicubic,-50.680,-40.380,+16
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cspdarknet53,43.343,56.657,59.413,40.587,27.64,256,0.887,bilinear,-50.747,-39.557,+20
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gluon_resnet101_v1s,43.260,56.740,58.507,41.493,44.67,224,0.875,bicubic,-51.030,-40.533,0
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dpn68b,43.190,56.810,58.633,41.367,12.61,224,0.875,bicubic,-50.420,-40.137,+64
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resnetv2_101x1_bitm,43.103,56.897,60.920,39.080,44.54,480,1.000,bilinear,-52.407,-38.600,-57
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resnest26d,43.097,56.903,60.630,39.370,17.07,224,0.875,bilinear,-50.053,-38.270,+93
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dpn131,43.033,56.967,57.493,42.507,79.25,224,0.875,bicubic,-50.737,-41.307,+47
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cspresnet50,43.023,56.977,59.107,40.893,21.62,256,0.887,bilinear,-50.817,-39.793,+39
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gluon_resnet152_v1c,42.937,57.063,57.803,42.197,60.21,224,0.875,bicubic,-50.963,-41.047,+31
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tf_efficientnet_lite4,42.900,57.100,57.630,42.370,13.01,380,0.920,bilinear,-51.980,-41.480,-39
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gluon_resnet152_v1b,42.890,57.110,57.580,42.420,60.19,224,0.875,bicubic,-51.110,-41.190,+18
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dpn107,42.877,57.123,57.410,42.590,86.92,224,0.875,bicubic,-51.113,-41.460,+18
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gluon_xception65,42.837,57.163,58.820,41.180,39.92,299,0.903,bicubic,-51.173,-40.190,+14
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tf_efficientnet_b1_ap,42.803,57.197,58.840,41.160,7.79,240,0.882,bicubic,-50.877,-39.970,+48
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tresnet_l_448,42.780,57.220,58.940,41.060,55.99,448,0.875,bilinear,-52.640,-40.360,-64
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resnet50d,42.717,57.283,58.683,41.317,25.58,224,0.875,bicubic,-51.393,-40.277,+4
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gluon_seresnext50_32x4d,42.680,57.320,58.620,41.380,27.56,224,0.875,bicubic,-51.360,-40.450,+7
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tresnet_m,42.663,57.337,58.023,41.977,31.39,224,0.875,bilinear,-51.357,-40.797,+8
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resnext101_32x8d,42.597,57.403,58.153,41.847,88.79,224,0.875,bilinear,-51.223,-40.797,+32
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seresnet50,42.477,57.523,58.730,41.270,28.09,224,0.875,bicubic,-51.623,-40.250,+1
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nf_resnet50,42.387,57.613,59.490,40.510,25.56,288,0.940,bicubic,-52.033,-39.610,-26
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dpn98,42.313,57.687,56.830,43.170,61.57,224,0.875,bicubic,-51.587,-42.100,+17
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tf_efficientnet_cc_b1_8e,42.220,57.780,58.433,41.567,39.72,240,0.882,bicubic,-51.340,-40.247,+54
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vit_deit_small_patch16_224,42.200,57.800,57.930,42.070,22.05,224,0.900,bicubic,-51.690,-40.990,+19
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legacy_senet154,42.163,57.837,56.650,43.350,115.09,224,0.875,bilinear,-52.597,-42.450,-50
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resnet50,42.117,57.883,55.910,44.090,25.56,224,0.875,bicubic,-51.383,-42.670,+57
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gluon_resnext50_32x4d,42.113,57.887,57.653,42.347,25.03,224,0.875,bicubic,-51.587,-41.047,+34
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tf_efficientnet_b2,42.090,57.910,58.133,41.867,9.11,260,0.890,bicubic,-52.100,-40.897,-15
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efficientnet_b2a,41.963,58.037,58.293,41.707,9.11,288,1.000,bicubic,-52.437,-40.757,-33
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ecaresnet50d_pruned,41.937,58.063,58.330,41.670,19.94,224,0.875,bicubic,-51.903,-40.650,+18
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gluon_senet154,41.683,58.317,56.383,43.617,115.09,224,0.875,bicubic,-52.967,-42.607,-50
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dla102x2,41.607,58.393,57.960,42.040,41.28,224,0.875,bilinear,-52.433,-40.940,-7
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efficientnet_b2,41.590,58.410,58.087,41.913,9.11,260,0.875,bicubic,-52.750,-41.033,-32
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inception_v4,41.560,58.440,55.400,44.600,42.68,299,0.875,bicubic,-52.830,-43.430,-36
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hrnet_w64,41.547,58.453,57.107,42.893,128.06,224,0.875,bilinear,-52.403,-41.853,-2
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tf_efficientnet_cc_b0_8e,41.493,58.507,57.223,42.777,24.01,224,0.875,bicubic,-51.357,-41.257,+81
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efficientnet_em,41.477,58.523,58.883,41.117,6.90,240,0.882,bicubic,-52.253,-40.057,+20
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resnext50_32x4d,41.403,58.597,57.007,42.993,25.03,224,0.875,bicubic,-52.447,-41.783,+8
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xception71,41.303,58.697,55.930,44.070,42.34,299,0.903,bicubic,-52.587,-42.860,+3
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adv_inception_v3,41.263,58.737,56.327,43.673,23.83,299,0.875,bicubic,-51.697,-42.173,+72
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tv_resnet152,41.263,58.737,57.510,42.490,60.19,224,0.875,bilinear,-51.957,-41.280,+52
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gernet_s,41.210,58.790,58.700,41.300,8.17,224,0.875,bilinear,-51.270,-39.760,+93
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dpn92,41.207,58.793,56.397,43.603,37.67,224,0.875,bicubic,-53.033,-42.553,-34
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resnetblur50,41.073,58.927,56.980,43.020,25.56,224,0.875,bicubic,-52.657,-41.830,+14
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nf_regnet_b1,40.993,59.007,58.110,41.890,10.22,288,0.900,bicubic,-52.897,-40.840,0
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gluon_inception_v3,40.957,59.043,55.663,44.337,23.83,299,0.875,bicubic,-52.623,-43.347,+28
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gluon_resnet50_v1d,40.930,59.070,57.180,42.820,25.58,224,0.875,bicubic,-52.600,-41.650,+33
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resnet34d,40.910,59.090,56.503,43.497,21.82,224,0.875,bicubic,-51.700,-41.927,+82
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ese_vovnet39b,40.863,59.137,56.943,43.057,24.57,224,0.875,bicubic,-53.077,-41.987,-15
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regnety_320,40.773,59.227,56.200,43.800,145.05,224,0.875,bicubic,-53.727,-42.950,-62
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skresnext50_32x4d,40.707,59.293,56.023,43.977,27.48,224,0.875,bicubic,-53.193,-42.777,-10
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xception,40.687,59.313,56.333,43.667,22.86,299,0.897,bicubic,-52.993,-42.487,+11
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gluon_resnet101_v1b,40.647,59.353,56.217,43.783,44.55,224,0.875,bicubic,-53.103,-42.583,+3
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repvgg_b1,40.637,59.363,57.880,42.120,57.42,224,0.875,bilinear,-52.803,-40.860,+32
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hrnet_w40,40.620,59.380,56.637,43.363,57.56,224,0.875,bilinear,-52.900,-42.173,+26
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tf_efficientnet_lite3,40.607,59.393,56.537,43.463,8.20,300,0.904,bilinear,-53.533,-42.493,-42
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tresnet_m_448,40.517,59.483,56.667,43.333,31.39,448,0.875,bilinear,-54.153,-42.473,-78
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repvgg_b2,40.470,59.530,57.810,42.190,89.02,224,0.875,bilinear,-53.120,-41.280,+12
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dla169,40.447,59.553,57.207,42.793,53.39,224,0.875,bilinear,-53.223,-41.683,+5
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regnetx_320,40.440,59.560,55.640,44.360,107.81,224,0.875,bicubic,-53.790,-43.420,-49
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legacy_seresnext101_32x4d,40.413,59.587,54.847,45.153,48.96,224,0.875,bilinear,-53.697,-44.103,-43
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tf_efficientnet_b0_ap,40.333,59.667,56.850,43.150,5.29,224,0.875,bicubic,-52.237,-41.560,+70
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skresnet34,40.297,59.703,56.840,43.160,22.28,224,0.875,bicubic,-52.043,-41.680,+75
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efficientnet_b2_pruned,40.297,59.703,56.500,43.500,8.31,260,0.890,bicubic,-53.623,-42.410,-26
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wide_resnet101_2,40.257,59.743,55.690,44.310,126.89,224,0.875,bilinear,-53.583,-43.110,-16
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regnetx_160,40.247,59.753,56.033,43.967,54.28,224,0.875,bicubic,-53.763,-43.087,-38
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xception65,40.243,59.757,55.243,44.757,39.92,299,0.903,bicubic,-53.567,-43.607,-15
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hrnet_w48,40.207,59.793,56.510,43.490,77.47,224,0.875,bilinear,-53.723,-42.510,-33
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densenet201,40.200,59.800,56.693,43.307,20.01,224,0.875,bicubic,-52.460,-41.987,+58
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vit_small_patch16_224,40.150,59.850,56.563,43.437,48.75,224,0.900,bicubic,-52.470,-41.837,+59
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hrnet_w30,40.147,59.853,57.083,42.917,37.71,224,0.875,bilinear,-53.223,-41.797,+17
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resnext50d_32x4d,40.120,59.880,55.503,44.497,25.05,224,0.875,bicubic,-53.870,-43.287,-41
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gluon_resnet101_v1c,40.043,59.957,55.203,44.797,44.57,224,0.875,bicubic,-53.707,-43.517,-18
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tf_efficientnet_b1,39.973,60.027,56.087,43.913,7.79,240,0.882,bicubic,-53.737,-42.713,-14
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regnetx_080,39.963,60.037,55.920,44.080,39.57,224,0.875,bicubic,-53.947,-42.990,-37
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legacy_seresnet152,39.940,60.060,55.787,44.213,66.82,224,0.875,bilinear,-53.390,-42.973,+14
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res2net101_26w_4s,39.757,60.243,54.563,45.437,45.21,224,0.875,bilinear,-53.833,-44.137,-5
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hrnet_w44,39.723,60.277,55.357,44.643,67.06,224,0.875,bilinear,-53.937,-43.573,-13
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densenet161,39.697,60.303,56.183,43.817,28.68,224,0.875,bicubic,-53.293,-42.597,+28
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mixnet_xl,39.650,60.350,55.873,44.127,11.90,224,0.875,bicubic,-54.600,-42.967,-73
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res2net50_26w_8s,39.610,60.390,54.533,45.467,48.40,224,0.875,bilinear,-53.980,-44.177,-10
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xception41,39.583,60.417,54.993,45.007,26.97,299,0.903,bicubic,-53.927,-43.757,0
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regnetx_120,39.580,60.420,55.680,44.320,46.11,224,0.875,bicubic,-54.660,-43.510,-73
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dla102x,39.513,60.487,56.313,43.687,26.31,224,0.875,bilinear,-54.017,-42.547,-5
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hrnet_w32,39.503,60.497,56.057,43.943,41.23,224,0.875,bilinear,-53.497,-42.803,+21
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rexnet_130,39.397,60.603,56.647,43.353,7.56,224,0.875,bicubic,-54.223,-42.073,-19
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regnety_120,39.357,60.643,55.270,44.730,51.82,224,0.875,bicubic,-54.603,-43.790,-55
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regnety_064,39.317,60.683,55.823,44.177,30.58,224,0.875,bicubic,-54.793,-43.197,-69
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tv_resnet101,39.297,60.703,55.773,44.227,44.55,224,0.875,bilinear,-53.643,-42.867,+25
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densenetblur121d,39.290,60.710,56.577,43.423,8.00,224,0.875,bicubic,-53.020,-41.813,+51
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tf_efficientnet_el,39.287,60.713,55.347,44.653,10.59,300,0.904,bicubic,-55.163,-43.753,-97
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gluon_resnet50_v1s,39.283,60.717,55.003,44.997,25.68,224,0.875,bicubic,-54.277,-43.817,-17
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regnety_160,39.270,60.730,55.450,44.550,83.59,224,0.875,bicubic,-55.010,-43.620,-88
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tf_inception_v3,39.247,60.753,54.237,45.763,23.83,299,0.875,bicubic,-53.953,-44.273,+1
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densenet169,39.120,60.880,55.850,44.150,14.15,224,0.875,bicubic,-53.080,-42.720,+50
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efficientnet_b1_pruned,39.027,60.973,55.623,44.377,6.33,240,0.882,bicubic,-53.973,-42.897,+9
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legacy_seresnet101,39.017,60.983,55.027,44.973,49.33,224,0.875,bilinear,-54.233,-43.733,-5
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repvgg_b1g4,38.997,61.003,56.370,43.630,39.97,224,0.875,bilinear,-53.943,-42.430,+15
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dpn68,38.983,61.017,54.897,45.103,12.61,224,0.875,bicubic,-53.307,-43.683,+43
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inception_v3,38.973,61.027,53.840,46.160,23.83,299,0.875,bicubic,-53.997,-44.490,+11
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regnety_080,38.947,61.053,55.203,44.797,39.18,224,0.875,bicubic,-54.853,-43.797,-49
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legacy_seresnext50_32x4d,38.947,61.053,54.637,45.363,27.56,224,0.875,bilinear,-54.613,-44.113,-25
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regnety_040,38.857,61.143,55.627,44.373,20.65,224,0.875,bicubic,-54.743,-43.363,-34
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regnetx_032,38.777,61.223,55.257,44.743,15.30,224,0.875,bicubic,-54.573,-43.403,-15
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regnetx_040,38.743,61.257,55.340,44.660,22.12,224,0.875,bicubic,-54.967,-43.540,-46
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densenet121,38.730,61.270,56.310,43.690,7.98,224,0.875,bicubic,-53.220,-41.870,+45
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res2net50_14w_8s,38.713,61.287,54.023,45.977,25.06,224,0.875,bilinear,-54.267,-44.597,+2
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res2net50_26w_6s,38.697,61.303,53.787,46.213,37.05,224,0.875,bilinear,-54.853,-45.013,-30
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dla102,38.677,61.323,55.250,44.750,33.27,224,0.875,bilinear,-54.593,-43.550,-18
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dla60x,38.663,61.337,55.463,44.537,17.35,224,0.875,bilinear,-54.417,-43.247,-9
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tf_efficientnet_b0,38.653,61.347,55.967,44.033,5.29,224,0.875,bicubic,-53.707,-42.503,+27
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dla60_res2net,38.623,61.377,54.710,45.290,20.85,224,0.875,bilinear,-54.817,-44.160,-27
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selecsls60b,38.617,61.383,55.373,44.627,32.77,224,0.875,bicubic,-54.833,-43.477,-29
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selecsls60,38.607,61.393,55.567,44.433,30.67,224,0.875,bicubic,-54.373,-43.183,-4
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repvgg_a2,38.567,61.433,55.827,44.173,28.21,224,0.875,bilinear,-54.133,-42.773,+10
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regnetx_064,38.563,61.437,54.940,45.060,26.21,224,0.875,bicubic,-55.077,-44.100,-50
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tf_efficientnet_cc_b0_4e,38.487,61.513,55.157,44.843,13.31,224,0.875,bicubic,-54.253,-43.393,+4
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dla60_res2next,38.453,61.547,54.860,45.140,17.03,224,0.875,bilinear,-54.917,-43.960,-31
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gluon_resnet50_v1b,38.410,61.590,54.833,45.167,25.56,224,0.875,bicubic,-54.320,-43.727,+4
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resnetv2_50x1_bitm,38.330,61.670,56.980,43.020,25.55,480,1.000,bilinear,-56.170,-42.280,-131
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hrnet_w18,38.267,61.733,55.633,44.367,21.30,224,0.875,bilinear,-54.593,-43.057,-5
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mixnet_l,38.123,61.877,54.793,45.207,7.33,224,0.875,bicubic,-55.027,-43.887,-24
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efficientnet_es,37.850,62.150,54.893,45.107,5.44,224,0.875,bicubic,-55.160,-43.847,-20
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efficientnet_b1,37.800,62.200,53.637,46.363,7.79,240,0.875,bicubic,-55.300,-44.953,-24
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res2net50_26w_4s,37.780,62.220,53.120,46.880,25.70,224,0.875,bilinear,-55.430,-45.510,-31
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resnest14d,37.763,62.237,56.503,43.497,10.61,224,0.875,bilinear,-53.407,-41.797,+45
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gluon_resnet50_v1c,37.717,62.283,54.100,45.900,25.58,224,0.875,bicubic,-55.273,-44.540,-19
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ecaresnet26t,37.663,62.337,54.447,45.553,16.01,320,0.950,bicubic,-56.257,-44.493,-92
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tv_resnext50_32x4d,37.623,62.377,54.100,45.900,25.03,224,0.875,bilinear,-55.317,-44.620,-14
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res2next50,37.523,62.477,52.810,47.190,24.67,224,0.875,bilinear,-55.657,-45.860,-34
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resnet34,37.410,62.590,54.327,45.673,21.80,224,0.875,bilinear,-53.920,-43.833,+34
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res2net50_48w_2s,37.247,62.753,53.293,46.707,25.29,224,0.875,bilinear,-55.423,-45.167,-6
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regnety_016,37.157,62.843,54.107,45.893,11.20,224,0.875,bicubic,-55.913,-44.633,-31
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rexnet_100,37.063,62.937,54.073,45.927,4.80,224,0.875,bicubic,-55.697,-44.557,-14
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tf_mixnet_l,37.040,62.960,52.543,47.457,7.33,224,0.875,bicubic,-55.970,-45.997,-31
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dla60,37.027,62.973,54.283,45.717,22.04,224,0.875,bilinear,-55.683,-44.367,-12
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mobilenetv2_120d,36.790,63.210,53.987,46.013,5.83,224,0.875,bicubic,-55.980,-44.493,-18
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legacy_seresnet50,36.787,63.213,53.363,46.637,28.09,224,0.875,bilinear,-56.033,-45.287,-20
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tv_densenet121,36.763,63.237,54.057,45.943,7.98,224,0.875,bicubic,-54.667,-44.223,+22
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tf_efficientnet_lite1,36.750,63.250,53.487,46.513,5.42,240,0.882,bicubic,-55.580,-45.023,0
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regnetx_016,36.707,63.293,53.350,46.650,9.19,224,0.875,bicubic,-55.913,-45.180,-13
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tf_efficientnet_lite2,36.700,63.300,53.277,46.723,6.09,260,0.890,bicubic,-55.890,-45.293,-11
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efficientnet_b0,36.487,63.513,53.487,46.513,5.29,224,0.875,bicubic,-56.063,-45.153,-10
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tf_efficientnet_em,36.343,63.657,52.767,47.233,6.90,240,0.882,bicubic,-56.817,-45.903,-47
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skresnet18,36.210,63.790,54.160,45.840,11.96,224,0.875,bicubic,-53.970,-43.700,+40
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repvgg_b0,36.197,63.803,53.873,46.127,15.82,224,0.875,bilinear,-55.403,-44.577,+10
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legacy_seresnet34,36.193,63.807,52.517,47.483,21.96,224,0.875,bilinear,-55.337,-45.803,+12
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tv_resnet50,36.110,63.890,52.737,47.263,25.56,224,0.875,bilinear,-56.070,-45.683,-2
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vit_deit_tiny_distilled_patch16_224,36.027,63.973,54.237,45.763,5.91,224,0.900,bicubic,-55.093,-44.073,+26
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tv_resnet34,36.023,63.977,53.493,46.507,21.80,224,0.875,bilinear,-54.367,-44.437,+33
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mobilenetv2_140,35.997,64.003,53.997,46.003,6.11,224,0.875,bicubic,-56.113,-44.253,-4
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tf_efficientnet_lite0,35.993,64.007,53.410,46.590,4.65,224,0.875,bicubic,-55.287,-44.650,+15
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selecsls42b,35.790,64.210,52.427,47.573,32.46,224,0.875,bicubic,-56.680,-46.083,-17
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gluon_resnet34_v1b,35.730,64.270,52.170,47.830,21.80,224,0.875,bicubic,-55.290,-45.970,+23
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efficientnet_lite0,35.643,64.357,53.657,46.343,4.65,224,0.875,bicubic,-55.577,-44.533,+14
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ssl_resnet18,35.637,64.363,53.873,46.127,11.69,224,0.875,bilinear,-55.203,-44.147,+23
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mobilenetv3_rw,35.580,64.420,53.667,46.333,5.48,224,0.875,bicubic,-55.970,-44.673,+1
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mixnet_m,35.570,64.430,52.423,47.577,5.01,224,0.875,bicubic,-56.640,-45.937,-14
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dla34,35.567,64.433,52.770,47.230,15.74,224,0.875,bilinear,-55.663,-45.370,+9
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mobilenetv2_110d,35.337,64.663,52.850,47.150,4.52,224,0.875,bicubic,-55.763,-45.290,+16
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tf_mixnet_m,35.163,64.837,51.053,48.947,5.01,224,0.875,bicubic,-57.107,-47.437,-19
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hrnet_w18_small_v2,35.163,64.837,52.423,47.577,15.60,224,0.875,bilinear,-56.127,-45.977,+5
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resnet18d,34.993,65.007,52.877,47.123,11.71,224,0.875,bicubic,-54.867,-45.023,+24
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ese_vovnet19b_dw,34.870,65.130,52.063,47.937,6.54,224,0.875,bicubic,-57.220,-46.447,-15
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regnety_008,34.700,65.300,51.767,48.233,6.26,224,0.875,bicubic,-57.110,-46.643,-13
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seresnext26d_32x4d,34.590,65.410,51.547,48.453,16.81,224,0.875,bicubic,-57.850,-47.003,-29
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mobilenetv3_large_100,34.573,65.427,52.797,47.203,5.48,224,0.875,bicubic,-56.917,-45.513,-7
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seresnext26t_32x4d,34.493,65.507,51.317,48.683,16.81,224,0.875,bicubic,-58.247,-47.203,-46
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resnet26d,34.313,65.687,51.677,48.323,16.01,224,0.875,bicubic,-57.787,-46.783,-21
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tf_efficientnet_es,34.247,65.753,51.357,48.643,5.44,224,0.875,bicubic,-57.833,-47.103,-20
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regnety_006,34.243,65.757,51.323,48.677,6.06,224,0.875,bicubic,-57.327,-47.067,-14
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fbnetc_100,34.220,65.780,51.183,48.817,5.57,224,0.875,bilinear,-56.920,-46.687,0
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tf_mobilenetv3_large_100,33.993,66.007,51.397,48.603,5.48,224,0.875,bilinear,-57.417,-46.893,-11
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regnetx_008,33.750,66.250,50.490,49.510,7.26,224,0.875,bicubic,-57.590,-47.860,-10
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mnasnet_100,33.677,66.323,51.113,48.887,4.38,224,0.875,bicubic,-57.533,-46.917,-5
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semnasnet_100,33.567,66.433,50.670,49.330,3.89,224,0.875,bicubic,-58.053,-47.640,-21
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spnasnet_100,33.517,66.483,51.297,48.703,4.42,224,0.875,bilinear,-57.123,-46.623,+4
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mixnet_s,33.503,66.497,51.047,48.953,4.13,224,0.875,bicubic,-58.297,-47.283,-25
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resnet26,33.477,66.523,50.923,49.077,16.00,224,0.875,bicubic,-57.913,-47.437,-16
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vgg19_bn,33.187,66.813,50.840,49.160,143.68,224,0.875,bilinear,-57.933,-47.320,-6
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regnetx_006,33.173,66.827,50.267,49.733,6.20,224,0.875,bicubic,-57.747,-47.803,-3
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resnet18,33.103,66.897,51.120,48.880,11.69,224,0.875,bilinear,-54.947,-45.990,+17
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legacy_seresnext26_32x4d,32.823,67.177,49.200,50.800,16.79,224,0.875,bicubic,-59.707,-49.250,-49
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vit_deit_tiny_patch16_224,32.757,67.243,50.273,49.727,5.72,224,0.900,bicubic,-56.873,-47.657,+6
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hrnet_w18_small,32.677,67.323,50.637,49.363,13.19,224,0.875,bilinear,-56.963,-47.203,+4
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legacy_seresnet18,32.660,67.340,50.277,49.723,11.78,224,0.875,bicubic,-56.630,-47.513,+7
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gluon_resnet18_v1b,32.477,67.523,49.817,50.183,11.69,224,0.875,bicubic,-56.293,-47.263,+9
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mobilenetv2_100,32.473,67.527,50.823,49.177,3.50,224,0.875,bicubic,-57.417,-47.027,-2
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regnetx_004,32.457,67.543,49.383,50.617,5.16,224,0.875,bicubic,-57.153,-48.397,+2
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regnety_004,32.370,67.630,49.390,50.610,4.34,224,0.875,bicubic,-58.380,-48.680,-10
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tf_mixnet_s,32.143,67.857,48.447,51.553,4.13,224,0.875,bicubic,-59.517,-49.713,-37
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tf_mobilenetv3_large_075,31.803,68.197,49.040,50.960,3.99,224,0.875,bilinear,-58.557,-48.800,-8
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tf_mobilenetv3_large_minimal_100,31.653,68.347,49.397,50.603,3.92,224,0.875,bilinear,-57.637,-47.983,+1
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vgg16_bn,30.383,69.617,47.363,52.637,138.37,224,0.875,bilinear,-60.237,-50.687,-12
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regnety_002,29.733,70.267,46.833,53.167,3.16,224,0.875,bicubic,-58.447,-50.597,+3
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vgg13_bn,28.860,71.140,46.617,53.383,133.05,224,0.875,bilinear,-60.340,-51.023,-1
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regnetx_002,28.843,71.157,45.480,54.520,2.68,224,0.875,bicubic,-58.367,-51.420,+5
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vgg19,28.490,71.510,45.117,54.883,143.67,224,0.875,bilinear,-61.200,-52.463,-10
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vgg11_bn,28.443,71.557,46.400,53.600,132.87,224,0.875,bilinear,-59.867,-50.890,-2
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dla60x_c,28.297,71.703,46.123,53.877,1.32,224,0.875,bilinear,-58.893,-50.967,+3
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vgg16,27.870,72.130,44.650,55.350,138.36,224,0.875,bilinear,-61.620,-52.880,-9
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tf_mobilenetv3_small_100,27.293,72.707,44.540,55.460,2.54,224,0.875,bilinear,-58.577,-51.770,+2
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vgg11,26.487,73.513,43.400,56.600,132.86,224,0.875,bilinear,-60.883,-53.610,-2
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vgg13,26.307,73.693,43.460,56.540,133.05,224,0.875,bilinear,-61.253,-53.700,-4
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tf_mobilenetv3_small_075,26.217,73.783,43.683,56.317,2.04,224,0.875,bilinear,-58.553,-52.197,+1
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dla46x_c,26.193,73.807,43.830,56.170,1.07,224,0.875,bilinear,-59.497,-52.630,-1
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dla46_c,25.437,74.563,43.840,56.160,1.30,224,0.875,bilinear,-59.253,-52.380,0
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tf_mobilenetv3_small_minimal_100,25.123,74.877,42.900,57.100,2.04,224,0.875,bilinear,-57.647,-52.180,0
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Ross Wightman
3 years ago