pytorch-image-models/results/results-imagenet.csv

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear
tf_efficientnet_b8,85.37,14.63,97.39,2.61,87.41,672,0.954,bicubic
tf_efficientnet_b8_ap,85.37,14.63,97.294,2.706,87.41,672,0.954,bicubic
tf_efficientnet_b7_ap,85.12,14.88,97.252,2.748,66.35,600,0.949,bicubic
ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear
tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic
tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic
swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear
tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic
ig_resnext101_32x16d,84.17,15.83,97.196,2.804,194.03,224,0.875,bilinear
tf_efficientnet_b6,84.11,15.89,96.886,3.114,43.04,528,0.942,bicubic
tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic
swsl_resnext101_32x16d,83.346,16.654,96.846,3.154,194.03,224,0.875,bilinear
tf_efficientnet_b4_ap,83.248,16.752,96.392,3.608,19.34,380,0.922,bicubic
swsl_resnext101_32x4d,83.23,16.77,96.76,3.24,44.18,224,0.875,bilinear
tf_efficientnet_b4,83.022,16.978,96.3,3.7,19.34,380,0.922,bicubic
pnasnet5large,82.736,17.264,96.046,3.954,86.06,331,0.875,bicubic
ig_resnext101_32x8d,82.688,17.312,96.636,3.364,88.79,224,0.875,bilinear
nasnetalarge,82.554,17.446,96.038,3.962,88.75,331,0.875,bicubic
swsl_resnext50_32x4d,82.182,17.818,96.23,3.77,25.03,224,0.875,bilinear
efficientnet_b3a,81.866,18.134,95.836,4.164,12.23,320,1,bicubic
ssl_resnext101_32x16d,81.844,18.156,96.096,3.904,194.03,224,0.875,bilinear
tf_efficientnet_b3_ap,81.822,18.178,95.624,4.376,12.23,300,0.904,bicubic
tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic
ssl_resnext101_32x8d,81.616,18.384,96.038,3.962,88.79,224,0.875,bilinear
efficientnet_b3,81.494,18.506,95.716,4.284,12.23,300,0.904,bicubic
senet154,81.31,18.69,95.496,4.504,115.09,224,0.875,bilinear
gluon_senet154,81.234,18.766,95.348,4.652,115.09,224,0.875,bicubic
swsl_resnet50,81.166,18.834,95.972,4.028,25.56,224,0.875,bilinear
gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic
ssl_resnext101_32x4d,80.924,19.076,95.728,4.272,44.18,224,0.875,bilinear
gluon_seresnext101_32x4d,80.904,19.096,95.294,4.706,48.96,224,0.875,bicubic
gluon_seresnext101_64x4d,80.894,19.106,95.308,4.692,88.23,224,0.875,bicubic
efficientnet_b2a,80.612,19.388,95.318,4.682,9.11,288,1,bicubic
gluon_resnext101_64x4d,80.604,19.396,94.988,5.012,83.46,224,0.875,bicubic
mixnet_xl,80.476,19.524,94.936,5.064,11.9,224,0.875,bicubic
gluon_resnet152_v1d,80.474,19.526,95.206,4.794,60.21,224,0.875,bicubic
inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.8975,bicubic
tf_efficientnet_el,80.44,19.56,95.164,4.836,10.59,300,0.904,bicubic
gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic
efficientnet_b2,80.392,19.608,95.076,4.924,9.11,260,0.875,bicubic
gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
ssl_resnext50_32x4d,80.318,19.682,95.406,4.594,25.03,224,0.875,bilinear
gluon_resnet101_v1s,80.302,19.698,95.16,4.84,44.67,224,0.875,bicubic
tf_efficientnet_b2_ap,80.3,19.7,95.028,4.972,9.11,260,0.89,bicubic
seresnext101_32x4d,80.228,19.772,95.018,4.982,48.96,224,0.875,bilinear
inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic
dpn107,80.156,19.844,94.91,5.09,86.92,224,0.875,bicubic
tf_efficientnet_b2,80.086,19.914,94.908,5.092,9.11,260,0.89,bicubic
dpn92,80.008,19.992,94.836,5.164,37.67,224,0.875,bicubic
ens_adv_inception_resnet_v2,79.982,20.018,94.938,5.062,55.84,299,0.8975,bicubic
gluon_seresnext50_32x4d,79.918,20.082,94.822,5.178,27.56,224,0.875,bicubic
gluon_resnet152_v1c,79.91,20.09,94.84,5.16,60.21,224,0.875,bicubic
dpn131,79.822,20.178,94.71,5.29,79.25,224,0.875,bicubic
gluon_resnet152_v1b,79.686,20.314,94.736,5.264,60.19,224,0.875,bicubic
resnext50d_32x4d,79.676,20.324,94.866,5.134,25.05,224,0.875,bicubic
dpn98,79.642,20.358,94.598,5.402,61.57,224,0.875,bicubic
gluon_xception65,79.588,20.412,94.756,5.244,39.92,299,0.875,bicubic
gluon_resnet101_v1c,79.534,20.466,94.578,5.422,44.57,224,0.875,bicubic
hrnet_w64,79.474,20.526,94.652,5.348,128.06,224,0.875,bilinear
dla102x2,79.448,20.552,94.64,5.36,41.75,224,0.875,bilinear
gluon_resnext50_32x4d,79.354,20.646,94.426,5.574,25.03,224,0.875,bicubic
resnext101_32x8d,79.308,20.692,94.518,5.482,88.79,224,0.875,bilinear
tf_efficientnet_cc_b1_8e,79.308,20.692,94.37,5.63,39.72,240,0.882,bicubic
gluon_resnet101_v1b,79.306,20.694,94.524,5.476,44.55,224,0.875,bicubic
hrnet_w48,79.3,20.7,94.512,5.488,77.47,224,0.875,bilinear
tf_efficientnet_b1_ap,79.28,20.72,94.306,5.694,7.79,240,0.882,bicubic
ssl_resnet50,79.222,20.778,94.832,5.168,25.56,224,0.875,bilinear
res2net50_26w_8s,79.198,20.802,94.368,5.632,48.4,224,0.875,bilinear
res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear
seresnext50_32x4d,79.078,20.922,94.436,5.564,27.56,224,0.875,bilinear
gluon_resnet50_v1d,79.074,20.926,94.47,5.53,25.58,224,0.875,bicubic
xception,79.052,20.948,94.392,5.608,22.86,299,0.8975,bicubic
resnet50,79.038,20.962,94.39,5.61,25.56,224,0.875,bicubic
mixnet_l,78.976,21.024,94.182,5.818,7.33,224,0.875,bicubic
hrnet_w40,78.92,21.08,94.47,5.53,57.56,224,0.875,bilinear
hrnet_w44,78.896,21.104,94.368,5.632,67.06,224,0.875,bilinear
wide_resnet101_2,78.856,21.144,94.282,5.718,126.89,224,0.875,bilinear
tf_efficientnet_b1,78.826,21.174,94.198,5.802,7.79,240,0.882,bicubic
gluon_inception_v3,78.806,21.194,94.37,5.63,23.83,299,0.875,bicubic
tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic
gluon_resnet50_v1s,78.712,21.288,94.238,5.762,25.68,224,0.875,bicubic
tf_efficientnet_em,78.708,21.292,94.314,5.686,6.9,240,0.882,bicubic
efficientnet_b1,78.698,21.302,94.144,5.856,7.79,240,0.875,bicubic
dla169,78.688,21.312,94.336,5.664,53.99,224,0.875,bilinear
seresnet152,78.66,21.34,94.37,5.63,66.82,224,0.875,bilinear
res2net50_26w_6s,78.57,21.43,94.124,5.876,37.05,224,0.875,bilinear
resnext50_32x4d,78.512,21.488,94.042,5.958,25.03,224,0.875,bicubic
dla102x,78.51,21.49,94.228,5.772,26.77,224,0.875,bilinear
wide_resnet50_2,78.478,21.522,94.094,5.906,68.88,224,0.875,bilinear
dla60_res2net,78.464,21.536,94.206,5.794,21.15,224,0.875,bilinear
hrnet_w32,78.45,21.55,94.186,5.814,41.23,224,0.875,bilinear
dla60_res2next,78.44,21.56,94.152,5.848,17.33,224,0.875,bilinear
selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic
seresnet101,78.382,21.618,94.264,5.736,49.33,224,0.875,bilinear
resnet152,78.312,21.688,94.038,5.962,60.19,224,0.875,bilinear
dla60x,78.246,21.754,94.018,5.982,17.65,224,0.875,bilinear
res2next50,78.246,21.754,93.892,6.108,24.67,224,0.875,bilinear
hrnet_w30,78.206,21.794,94.222,5.778,37.71,224,0.875,bilinear
res2net50_14w_8s,78.15,21.85,93.848,6.152,25.06,224,0.875,bilinear
dla102,78.032,21.968,93.946,6.054,33.73,224,0.875,bilinear
gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic
seresnext26t_32x4d,77.998,22.002,93.708,6.292,16.82,224,0.875,bicubic
seresnext26tn_32x4d,77.986,22.014,93.746,6.254,16.81,224,0.875,bicubic
selecsls60,77.982,22.018,93.828,6.172,30.67,224,0.875,bicubic
res2net50_26w_4s,77.964,22.036,93.854,6.146,25.7,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,77.908,22.092,93.654,6.346,24.01,224,0.875,bicubic
tf_inception_v3,77.86,22.14,93.64,6.36,23.83,299,0.875,bicubic
efficientnet_b0,77.698,22.302,93.532,6.468,5.29,224,0.875,bicubic
seresnet50,77.63,22.37,93.748,6.252,28.09,224,0.875,bilinear
tv_resnext50_32x4d,77.62,22.38,93.696,6.304,25.03,224,0.875,bilinear
seresnext26d_32x4d,77.602,22.398,93.608,6.392,16.81,224,0.875,bicubic
adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic
gluon_resnet50_v1b,77.58,22.42,93.716,6.284,25.56,224,0.875,bicubic
res2net50_48w_2s,77.522,22.478,93.554,6.446,25.29,224,0.875,bilinear
dpn68b,77.512,22.488,93.822,6.178,12.61,224,0.875,bicubic
inception_v3,77.438,22.562,93.474,6.526,27.16,299,0.875,bicubic
resnet101,77.374,22.626,93.54,6.46,44.55,224,0.875,bilinear
densenet161,77.358,22.642,93.638,6.362,28.68,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,77.306,22.694,93.334,6.666,13.31,224,0.875,bicubic
densenet201,77.286,22.714,93.478,6.522,20.01,224,0.875,bicubic
mixnet_m,77.26,22.74,93.424,6.576,5.01,224,0.875,bicubic
tf_efficientnet_es,77.258,22.742,93.594,6.406,5.44,224,0.875,bicubic
selecsls42b,77.174,22.826,93.39,6.61,32.46,224,0.875,bicubic
seresnext26_32x4d,77.104,22.896,93.316,6.684,16.79,224,0.875,bicubic
tf_efficientnet_b0_ap,77.086,22.914,93.256,6.744,5.29,224,0.875,bicubic
dla60,77.032,22.968,93.318,6.682,22.33,224,0.875,bilinear
tf_mixnet_m,76.942,23.058,93.152,6.848,5.01,224,0.875,bicubic
tf_efficientnet_b0,76.848,23.152,93.228,6.772,5.29,224,0.875,bicubic
hrnet_w18,76.758,23.242,93.444,6.556,21.3,224,0.875,bilinear
resnet26d,76.696,23.304,93.15,6.85,16.01,224,0.875,bicubic
dpn68,76.318,23.682,92.978,7.022,12.61,224,0.875,bicubic
tv_resnet50,76.138,23.862,92.864,7.136,25.56,224,0.875,bilinear
mixnet_s,75.992,24.008,92.796,7.204,4.13,224,0.875,bicubic
densenet169,75.906,24.094,93.026,6.974,14.15,224,0.875,bicubic
tf_mixnet_s,75.65,24.35,92.63,7.37,4.13,224,0.875,bicubic
mobilenetv3_rw,75.634,24.366,92.708,7.292,5.48,224,0.875,bicubic
tf_mobilenetv3_large_100,75.518,24.482,92.606,7.394,5.48,224,0.875,bilinear
semnasnet_100,75.448,24.552,92.604,7.396,3.89,224,0.875,bicubic
resnet26,75.292,24.708,92.57,7.43,16,224,0.875,bicubic
fbnetc_100,75.124,24.876,92.386,7.614,5.57,224,0.875,bilinear
hrnet_w18_small_v2,75.114,24.886,92.416,7.584,15.6,224,0.875,bilinear
resnet34,75.11,24.89,92.284,7.716,21.8,224,0.875,bilinear
seresnet34,74.808,25.192,92.124,7.876,21.96,224,0.875,bilinear
densenet121,74.738,25.262,92.15,7.85,7.98,224,0.875,bicubic
mnasnet_100,74.658,25.342,92.114,7.886,4.38,224,0.875,bicubic
dla34,74.63,25.37,92.078,7.922,15.78,224,0.875,bilinear
gluon_resnet34_v1b,74.588,25.412,91.99,8.01,21.8,224,0.875,bicubic
spnasnet_100,74.084,25.916,91.818,8.182,4.42,224,0.875,bilinear
tf_mobilenetv3_large_075,73.438,26.562,91.35,8.65,3.99,224,0.875,bilinear
tv_resnet34,73.312,26.688,91.426,8.574,21.8,224,0.875,bilinear
swsl_resnet18,73.276,26.724,91.734,8.266,11.69,224,0.875,bilinear
ssl_resnet18,72.61,27.39,91.416,8.584,11.69,224,0.875,bilinear
hrnet_w18_small,72.342,27.658,90.678,9.322,13.19,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,72.248,27.752,90.63,9.37,3.92,224,0.875,bilinear
seresnet18,71.742,28.258,90.334,9.666,11.78,224,0.875,bicubic
gluon_resnet18_v1b,70.836,29.164,89.76,10.24,11.69,224,0.875,bicubic
resnet18,69.748,30.252,89.078,10.922,11.69,224,0.875,bilinear
tf_mobilenetv3_small_100,67.922,32.078,87.664,12.336,2.54,224,0.875,bilinear
dla60x_c,67.892,32.108,88.426,11.574,1.34,224,0.875,bilinear
dla46x_c,65.97,34.03,86.98,13.02,1.08,224,0.875,bilinear
tf_mobilenetv3_small_075,65.716,34.284,86.13,13.87,2.04,224,0.875,bilinear
dla46_c,64.866,35.134,86.292,13.708,1.31,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,62.906,37.094,84.23,15.77,2.04,224,0.875,bilinear