model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation resnet18,69.758,30.242,89.078,10.922,11.69,224,0.875,bilinear gluon_resnet18_v1b,70.83,29.17,89.756,10.244,11.69,224,0.875,bicubic seresnet18,71.758,28.242,90.334,9.666,11.78,224,0.875,bicubic tv_resnet34,73.314,26.686,91.42,8.58,21.8,224,0.875,bilinear spnasnet_100,74.08,25.92,91.832,8.168,4.42,224,0.875,bilinear gluon_resnet34_v1b,74.58,25.42,91.988,8.012,21.8,224,0.875,bicubic mnasnet_100,74.656,25.344,92.126,7.874,4.38,224,0.875,bicubic densenet121,74.752,25.248,92.152,7.848,7.98,224,0.875,bicubic seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear resnet34,75.112,24.888,92.288,7.712,21.8,224,0.875,bilinear fbnetc_100,75.12,24.88,92.386,7.614,5.57,224,0.875,bilinear resnet26,75.292,24.708,92.57,7.43,16,224,0.875,bicubic semnasnet_100,75.456,24.544,92.592,7.408,3.89,224,0.875,bicubic mobilenetv3_100,75.628,24.372,92.708,7.292,5.48,224,0.875,bicubic tf_mixnet_s,75.648,24.352,92.636,7.364,4.13,224,0.875,bicubic densenet169,75.912,24.088,93.024,6.976,14.15,224,0.875,bicubic mixnet_s,75.988,24.012,92.794,7.206,4.13,224,0.875,bicubic tv_resnet50,76.13,23.87,92.862,7.138,25.56,224,0.875,bilinear dpn68,76.306,23.694,92.97,7.03,12.61,224,0.875,bicubic resnet26d,76.68,23.32,93.166,6.834,16.01,224,0.875,bicubic tf_efficientnet_b0,76.84,23.16,93.226,6.774,5.29,224,0.875,bicubic efficientnet_b0,76.914,23.086,93.206,6.794,5.29,224,0.875,bicubic tf_mixnet_m,76.95,23.05,93.156,6.844,5.01,224,0.875,bicubic seresnext26_32x4d,77.1,22.9,93.31,6.69,16.79,224,0.875,bicubic mixnet_m,77.256,22.744,93.418,6.582,5.01,224,0.875,bicubic tf_efficientnet_es,77.264,22.736,93.6,6.4,5.44,224,0.875,bicubic densenet201,77.29,22.71,93.478,6.522,20.01,224,0.875,bicubic densenet161,77.348,22.652,93.648,6.352,28.68,224,0.875,bicubic resnet101,77.374,22.626,93.546,6.454,44.55,224,0.875,bilinear inception_v3,77.434,22.566,93.478,6.522,27.16,299,0.875,bicubic dpn68b,77.514,22.486,93.822,6.178,12.61,224,0.875,bicubic adv_inception_v3,77.576,22.424,93.724,6.276,23.83,299,0.875,bicubic gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic tv_resnext50_32x4d,77.618,22.382,93.698,6.302,25.03,224,0.875,bilinear seresnet50,77.636,22.364,93.752,6.248,28.09,224,0.875,bilinear tf_inception_v3,77.856,22.144,93.644,6.356,23.83,299,0.875,bicubic gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic resnet152,78.312,21.688,94.046,5.954,60.19,224,0.875,bilinear seresnet101,78.396,21.604,94.258,5.742,49.33,224,0.875,bilinear wide_resnet50_2,78.468,21.532,94.086,5.914,68.88,224,0.875,bilinear resnet50,78.47,21.53,94.266,5.734,25.56,224,0.875,bicubic resnext50_32x4d,78.51,21.49,94.054,5.946,25.03,224,0.875,bicubic seresnet152,78.658,21.342,94.374,5.626,66.82,224,0.875,bilinear efficientnet_b1,78.692,21.308,94.086,5.914,7.79,240,0.882,bicubic tf_efficientnet_em,78.698,21.302,94.32,5.68,6.9,240,0.882,bicubic gluon_resnet50_v1s,78.712,21.288,94.242,5.758,25.68,224,0.875,bicubic tf_mixnet_l,78.77,21.23,94.004,5.996,7.33,224,0.875,bicubic gluon_inception_v3,78.804,21.196,94.38,5.62,23.83,299,0.875,bicubic tf_efficientnet_b1,78.832,21.168,94.196,5.804,7.79,240,0.882,bicubic wide_resnet101_2,78.846,21.154,94.284,5.716,126.89,224,0.875,bilinear mixnet_l,78.976,21.024,94.184,5.816,7.33,224,0.875,bicubic xception,79.048,20.952,94.392,5.608,22.86,299,0.8975,bicubic gluon_resnet50_v1d,79.074,20.926,94.476,5.524,25.58,224,0.875,bicubic seresnext50_32x4d,79.076,20.924,94.434,5.566,27.56,224,0.875,bilinear gluon_resnet101_v1b,79.304,20.696,94.524,5.476,44.55,224,0.875,bicubic resnext101_32x8d,79.312,20.688,94.526,5.474,88.79,224,0.875,bilinear gluon_resnext50_32x4d,79.356,20.644,94.424,5.576,25.03,224,0.875,bicubic gluon_resnet101_v1c,79.544,20.456,94.586,5.414,44.57,224,0.875,bicubic gluon_xception65,79.604,20.396,94.748,5.252,39.92,299,0.875,bicubic dpn98,79.636,20.364,94.594,5.406,61.57,224,0.875,bicubic resnext50d_32x4d,79.674,20.326,94.868,5.132,25.05,224,0.875,bicubic gluon_resnet152_v1b,79.692,20.308,94.738,5.262,60.19,224,0.875,bicubic efficientnet_b2,79.752,20.248,94.71,5.29,9.11,260,0.89,bicubic dpn131,79.828,20.172,94.704,5.296,79.25,224,0.875,bicubic gluon_seresnext50_32x4d,79.912,20.088,94.818,5.182,27.56,224,0.875,bicubic gluon_resnet152_v1c,79.916,20.084,94.842,5.158,60.21,224,0.875,bicubic ens_adv_inception_resnet_v2,79.976,20.024,94.946,5.054,55.84,299,0.8975,bicubic dpn92,80.016,19.984,94.838,5.162,37.67,224,0.875,bicubic tf_efficientnet_b2,80.09,19.91,94.906,5.094,9.11,260,0.89,bicubic mixnet_xl,80.12,19.88,95.022,4.978,11.9,224,0.875,bicubic inception_v4,80.156,19.844,94.974,5.026,42.68,299,0.875,bicubic dpn107,80.164,19.836,94.912,5.088,86.92,224,0.875,bicubic seresnext101_32x4d,80.236,19.764,95.028,4.972,48.96,224,0.875,bilinear gluon_resnet101_v1s,80.3,19.7,95.15,4.85,44.67,224,0.875,bicubic gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic gluon_resnet101_v1d,80.424,19.576,95.02,4.98,44.57,224,0.875,bicubic tf_efficientnet_el,80.448,19.552,95.16,4.84,10.59,300,0.904,bicubic inception_resnet_v2,80.46,19.54,95.31,4.69,55.84,299,0.8975,bicubic gluon_resnet152_v1d,80.47,19.53,95.206,4.794,60.21,224,0.875,bicubic gluon_resnext101_64x4d,80.602,19.398,94.994,5.006,83.46,224,0.875,bicubic gluon_seresnext101_64x4d,80.89,19.11,95.304,4.696,88.23,224,0.875,bicubic gluon_seresnext101_32x4d,80.902,19.098,95.294,4.706,48.96,224,0.875,bicubic gluon_resnet152_v1s,81.012,18.988,95.416,4.584,60.32,224,0.875,bicubic gluon_senet154,81.224,18.776,95.356,4.644,115.09,224,0.875,bicubic senet154,81.304,18.696,95.498,4.502,115.09,224,0.875,bilinear tf_efficientnet_b3,81.64,18.36,95.722,4.278,12.23,300,0.904,bicubic nasnetalarge,82.558,17.442,96.036,3.964,88.75,331,0.875,bicubic ig_resnext101_32x8d,82.688,17.312,96.632,3.368,88.79,224,0.875,bilinear pnasnet5large,82.74,17.26,96.04,3.96,86.06,331,0.875,bicubic tf_efficientnet_b4,83.016,16.984,96.298,3.702,19.34,380,0.922,bicubic tf_efficientnet_b5,83.686,16.314,96.712,3.288,30.39,456,0.934,bicubic tf_efficientnet_b6,84.112,15.888,96.884,3.116,43.04,528,0.942,bicubic ig_resnext101_32x16d,84.176,15.824,97.196,2.804,194.03,224,0.875,bilinear tf_efficientnet_b7,84.42,15.58,96.908,3.092,66.35,600,0.949,bicubic ig_resnext101_32x32d,85.092,14.908,97.436,2.564,468.53,224,0.875,bilinear ig_resnext101_32x48d,85.442,14.558,97.572,2.428,828.41,224,0.875,bilinear