|
|
|
@ -1,97 +1,155 @@
|
|
|
|
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
|
|
|
|
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
|
|
|
|
ig_resnext101_32x48d,85.442,14.558,97.572,2.428,828.41,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b8_ap,85.368,14.632,97.294,2.706,87.41,672,0.954,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b7_ap,85.118,14.882,97.252,2.748,66.35,600,0.949,bicubic
|
|
|
|
|
|
|
|
ig_resnext101_32x32d,85.092,14.908,97.436,2.564,468.53,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b7,84.932,15.068,97.208,2.792,66.35,600,0.949,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic
|
|
|
|
|
|
|
|
swsl_resnext101_32x8d,84.294,15.706,97.174,2.826,88.79,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b5_ap,84.254,15.746,96.976,3.024,30.39,456,0.934,bicubic
|
|
|
|
|
|
|
|
ig_resnext101_32x16d,84.176,15.824,97.196,2.804,194.03,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b6,84.112,15.888,96.884,3.116,43.04,528,0.942,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b5,83.816,16.184,96.75,3.25,30.39,456,0.934,bicubic
|
|
|
|
|
|
|
|
swsl_resnext101_32x16d,83.338,16.662,96.852,3.148,194.03,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b4_ap,83.248,16.752,96.388,3.612,19.34,380,0.922,bicubic
|
|
|
|
|
|
|
|
swsl_resnext101_32x4d,83.234,16.766,96.756,3.244,44.18,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b4,83.016,16.984,96.298,3.702,19.34,380,0.922,bicubic
|
|
|
|
|
|
|
|
pnasnet5large,82.74,17.26,96.04,3.96,86.06,331,0.875,bicubic
|
|
|
|
|
|
|
|
ig_resnext101_32x8d,82.688,17.312,96.632,3.368,88.79,224,0.875,bilinear
|
|
|
|
|
|
|
|
nasnetalarge,82.558,17.442,96.036,3.964,88.75,331,0.875,bicubic
|
|
|
|
|
|
|
|
swsl_resnext50_32x4d,82.18,17.82,96.228,3.772,25.03,224,0.875,bilinear
|
|
|
|
|
|
|
|
ssl_resnext101_32x16d,81.836,18.164,96.094,3.906,194.03,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b3_ap,81.828,18.172,95.624,4.376,12.23,300,0.904,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b3,81.64,18.36,95.722,4.278,12.23,300,0.904,bicubic
|
|
|
|
|
|
|
|
ssl_resnext101_32x8d,81.626,18.374,96.038,3.962,88.79,224,0.875,bilinear
|
|
|
|
|
|
|
|
senet154,81.304,18.696,95.498,4.502,115.09,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_senet154,81.224,18.776,95.356,4.644,115.09,224,0.875,bicubic
|
|
|
|
|
|
|
|
swsl_resnet50,81.18,18.82,95.986,4.014,25.56,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_resnet152_v1s,81.012,18.988,95.416,4.584,60.32,224,0.875,bicubic
|
|
|
|
|
|
|
|
ssl_resnext101_32x4d,80.928,19.072,95.728,4.272,44.18,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_seresnext101_32x4d,80.902,19.098,95.294,4.706,48.96,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_seresnext101_64x4d,80.89,19.11,95.304,4.696,88.23,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnext101_64x4d,80.602,19.398,94.994,5.006,83.46,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnet152_v1d,80.47,19.53,95.206,4.794,60.21,224,0.875,bicubic
|
|
|
|
|
|
|
|
inception_resnet_v2,80.46,19.54,95.31,4.69,55.84,299,0.8975,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_el,80.448,19.552,95.16,4.84,10.59,300,0.904,bicubic
|
|
|
|
|
|
|
|
gluon_resnet101_v1d,80.424,19.576,95.02,4.98,44.57,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
|
|
|
|
|
|
|
|
ssl_resnext50_32x4d,80.328,19.672,95.404,4.596,25.03,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b2_ap,80.306,19.694,95.028,4.972,9.11,260,0.89,bicubic
|
|
|
|
|
|
|
|
gluon_resnet101_v1s,80.3,19.7,95.15,4.85,44.67,224,0.875,bicubic
|
|
|
|
|
|
|
|
seresnext101_32x4d,80.236,19.764,95.028,4.972,48.96,224,0.875,bilinear
|
|
|
|
|
|
|
|
dpn107,80.164,19.836,94.912,5.088,86.92,224,0.875,bicubic
|
|
|
|
|
|
|
|
inception_v4,80.156,19.844,94.974,5.026,42.68,299,0.875,bicubic
|
|
|
|
|
|
|
|
mixnet_xl,80.12,19.88,95.022,4.978,11.9,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b2,80.09,19.91,94.906,5.094,9.11,260,0.89,bicubic
|
|
|
|
|
|
|
|
dpn92,80.016,19.984,94.838,5.162,37.67,224,0.875,bicubic
|
|
|
|
|
|
|
|
ens_adv_inception_resnet_v2,79.976,20.024,94.946,5.054,55.84,299,0.8975,bicubic
|
|
|
|
|
|
|
|
gluon_resnet152_v1c,79.916,20.084,94.842,5.158,60.21,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_seresnext50_32x4d,79.912,20.088,94.818,5.182,27.56,224,0.875,bicubic
|
|
|
|
|
|
|
|
dpn131,79.828,20.172,94.704,5.296,79.25,224,0.875,bicubic
|
|
|
|
|
|
|
|
efficientnet_b2,79.752,20.248,94.71,5.29,9.11,260,0.89,bicubic
|
|
|
|
|
|
|
|
gluon_resnet152_v1b,79.692,20.308,94.738,5.262,60.19,224,0.875,bicubic
|
|
|
|
|
|
|
|
resnext50d_32x4d,79.674,20.326,94.868,5.132,25.05,224,0.875,bicubic
|
|
|
|
|
|
|
|
dpn98,79.636,20.364,94.594,5.406,61.57,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_xception65,79.604,20.396,94.748,5.252,39.92,299,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnet101_v1c,79.544,20.456,94.586,5.414,44.57,224,0.875,bicubic
|
|
|
|
|
|
|
|
hrnet_w64,79.472,20.528,94.65,5.35,128.06,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla102x2,79.452,20.548,94.644,5.356,41.75,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_resnext50_32x4d,79.356,20.644,94.424,5.576,25.03,224,0.875,bicubic
|
|
|
|
|
|
|
|
resnext101_32x8d,79.312,20.688,94.526,5.474,88.79,224,0.875,bilinear
|
|
|
|
|
|
|
|
hrnet_w48,79.31,20.69,94.52,5.48,77.47,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_resnet101_v1b,79.304,20.696,94.524,5.476,44.55,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_cc_b1_8e,79.298,20.702,94.364,5.636,39.72,240,0.882,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b1_ap,79.278,20.722,94.308,5.692,7.79,240,0.882,bicubic
|
|
|
|
|
|
|
|
ssl_resnet50,79.228,20.772,94.832,5.168,25.56,224,0.875,bilinear
|
|
|
|
|
|
|
|
res2net50_26w_8s,79.21,20.79,94.362,5.638,48.4,224,0.875,bilinear
|
|
|
|
|
|
|
|
res2net101_26w_4s,79.196,20.804,94.44,5.56,45.21,224,0.875,bilinear
|
|
|
|
|
|
|
|
seresnext50_32x4d,79.076,20.924,94.434,5.566,27.56,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_resnet50_v1d,79.074,20.926,94.476,5.524,25.58,224,0.875,bicubic
|
|
|
|
|
|
|
|
xception,79.048,20.952,94.392,5.608,22.86,299,0.8975,bicubic
|
|
|
|
|
|
|
|
mixnet_l,78.976,21.024,94.184,5.816,7.33,224,0.875,bicubic
|
|
|
|
|
|
|
|
hrnet_w40,78.934,21.066,94.466,5.534,57.56,224,0.875,bilinear
|
|
|
|
|
|
|
|
hrnet_w44,78.894,21.106,94.37,5.63,67.06,224,0.875,bilinear
|
|
|
|
|
|
|
|
wide_resnet101_2,78.846,21.154,94.284,5.716,126.89,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_b1,78.832,21.168,94.196,5.804,7.79,240,0.882,bicubic
|
|
|
|
|
|
|
|
gluon_inception_v3,78.804,21.196,94.38,5.62,23.83,299,0.875,bicubic
|
|
|
|
|
|
|
|
tf_mixnet_l,78.77,21.23,94.004,5.996,7.33,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnet50_v1s,78.712,21.288,94.242,5.758,25.68,224,0.875,bicubic
|
|
|
|
|
|
|
|
dla169,78.71,21.29,94.338,5.662,53.99,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_em,78.698,21.302,94.32,5.68,6.9,240,0.882,bicubic
|
|
|
|
|
|
|
|
efficientnet_b1,78.692,21.308,94.086,5.914,7.79,240,0.882,bicubic
|
|
|
|
|
|
|
|
seresnet152,78.658,21.342,94.374,5.626,66.82,224,0.875,bilinear
|
|
|
|
|
|
|
|
res2net50_26w_6s,78.574,21.426,94.126,5.874,37.05,224,0.875,bilinear
|
|
|
|
|
|
|
|
resnext50_32x4d,78.51,21.49,94.054,5.946,25.03,224,0.875,bicubic
|
|
|
|
|
|
|
|
dla102x,78.508,21.492,94.234,5.766,26.77,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla60_res2net,78.472,21.528,94.204,5.796,21.15,224,0.875,bilinear
|
|
|
|
|
|
|
|
resnet50,78.47,21.53,94.266,5.734,25.56,224,0.875,bicubic
|
|
|
|
|
|
|
|
wide_resnet50_2,78.468,21.532,94.086,5.914,68.88,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla60_res2next,78.448,21.552,94.144,5.856,17.33,224,0.875,bilinear
|
|
|
|
|
|
|
|
hrnet_w32,78.448,21.552,94.188,5.812,41.23,224,0.875,bilinear
|
|
|
|
|
|
|
|
seresnet101,78.396,21.604,94.258,5.742,49.33,224,0.875,bilinear
|
|
|
|
|
|
|
|
resnet152,78.312,21.688,94.046,5.954,60.19,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla60x,78.242,21.758,94.022,5.978,17.65,224,0.875,bilinear
|
|
|
|
|
|
|
|
res2next50,78.242,21.758,93.892,6.108,24.67,224,0.875,bilinear
|
|
|
|
|
|
|
|
hrnet_w30,78.196,21.804,94.22,5.78,37.71,224,0.875,bilinear
|
|
|
|
|
|
|
|
res2net50_14w_8s,78.152,21.848,93.842,6.158,25.06,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla102,78.026,21.974,93.95,6.05,33.73,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic
|
|
|
|
|
|
|
|
res2net50_26w_4s,77.946,22.054,93.852,6.148,25.7,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_efficientnet_cc_b0_8e,77.908,22.092,93.656,6.344,24.01,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_inception_v3,77.854,22.146,93.644,6.356,23.83,299,0.875,bicubic
|
|
|
|
|
|
|
|
seresnet50,77.636,22.364,93.752,6.248,28.09,224,0.875,bilinear
|
|
|
|
|
|
|
|
tv_resnext50_32x4d,77.618,22.382,93.698,6.302,25.03,224,0.875,bilinear
|
|
|
|
|
|
|
|
adv_inception_v3,77.58,22.42,93.724,6.276,23.83,299,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic
|
|
|
|
|
|
|
|
dpn68b,77.514,22.486,93.822,6.178,12.61,224,0.875,bicubic
|
|
|
|
|
|
|
|
res2net50_48w_2s,77.514,22.486,93.548,6.452,25.29,224,0.875,bilinear
|
|
|
|
|
|
|
|
inception_v3,77.436,22.564,93.476,6.524,27.16,299,0.875,bicubic
|
|
|
|
|
|
|
|
resnet101,77.374,22.626,93.546,6.454,44.55,224,0.875,bilinear
|
|
|
|
|
|
|
|
densenet161,77.348,22.652,93.648,6.352,28.68,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_cc_b0_4e,77.304,22.696,93.332,6.668,13.31,224,0.875,bicubic
|
|
|
|
|
|
|
|
densenet201,77.29,22.71,93.478,6.522,20.01,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_es,77.264,22.736,93.6,6.4,5.44,224,0.875,bicubic
|
|
|
|
|
|
|
|
mixnet_m,77.256,22.744,93.418,6.582,5.01,224,0.875,bicubic
|
|
|
|
|
|
|
|
seresnext26_32x4d,77.1,22.9,93.31,6.69,16.79,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b0_ap,77.084,22.916,93.254,6.746,5.29,224,0.875,bicubic
|
|
|
|
|
|
|
|
dla60,77.022,22.978,93.308,6.692,22.33,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_mixnet_m,76.95,23.05,93.156,6.844,5.01,224,0.875,bicubic
|
|
|
|
|
|
|
|
efficientnet_b0,76.914,23.086,93.206,6.794,5.29,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_efficientnet_b0,76.84,23.16,93.226,6.774,5.29,224,0.875,bicubic
|
|
|
|
|
|
|
|
hrnet_w18,76.756,23.244,93.442,6.558,21.3,224,0.875,bilinear
|
|
|
|
|
|
|
|
resnet26d,76.68,23.32,93.166,6.834,16.01,224,0.875,bicubic
|
|
|
|
|
|
|
|
dpn68,76.306,23.694,92.97,7.03,12.61,224,0.875,bicubic
|
|
|
|
|
|
|
|
tv_resnet50,76.13,23.87,92.862,7.138,25.56,224,0.875,bilinear
|
|
|
|
|
|
|
|
mixnet_s,75.988,24.012,92.794,7.206,4.13,224,0.875,bicubic
|
|
|
|
|
|
|
|
densenet169,75.912,24.088,93.024,6.976,14.15,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_mixnet_s,75.648,24.352,92.636,7.364,4.13,224,0.875,bicubic
|
|
|
|
|
|
|
|
mobilenetv3_rw,75.628,24.372,92.708,7.292,5.48,224,0.875,bicubic
|
|
|
|
|
|
|
|
tf_mobilenetv3_large_100,75.516,24.484,92.6,7.4,5.48,224,0.875,bilinear
|
|
|
|
|
|
|
|
semnasnet_100,75.456,24.544,92.592,7.408,3.89,224,0.875,bicubic
|
|
|
|
|
|
|
|
resnet26,75.292,24.708,92.57,7.43,16,224,0.875,bicubic
|
|
|
|
|
|
|
|
hrnet_w18_small_v2,75.126,24.874,92.416,7.584,15.6,224,0.875,bilinear
|
|
|
|
|
|
|
|
fbnetc_100,75.12,24.88,92.386,7.614,5.57,224,0.875,bilinear
|
|
|
|
|
|
|
|
resnet34,75.112,24.888,92.288,7.712,21.8,224,0.875,bilinear
|
|
|
|
|
|
|
|
seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear
|
|
|
|
|
|
|
|
densenet121,74.752,25.248,92.152,7.848,7.98,224,0.875,bicubic
|
|
|
|
|
|
|
|
mnasnet_100,74.656,25.344,92.126,7.874,4.38,224,0.875,bicubic
|
|
|
|
|
|
|
|
dla34,74.636,25.364,92.064,7.936,15.78,224,0.875,bilinear
|
|
|
|
|
|
|
|
gluon_resnet34_v1b,74.58,25.42,91.988,8.012,21.8,224,0.875,bicubic
|
|
|
|
|
|
|
|
spnasnet_100,74.08,25.92,91.832,8.168,4.42,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_mobilenetv3_large_075,73.442,26.558,91.352,8.648,3.99,224,0.875,bilinear
|
|
|
|
|
|
|
|
tv_resnet34,73.314,26.686,91.42,8.58,21.8,224,0.875,bilinear
|
|
|
|
|
|
|
|
swsl_resnet18,73.286,26.714,91.732,8.268,11.69,224,0.875,bilinear
|
|
|
|
|
|
|
|
ssl_resnet18,72.6,27.4,91.416,8.584,11.69,224,0.875,bilinear
|
|
|
|
|
|
|
|
hrnet_w18_small,72.342,27.658,90.672,9.328,13.19,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_mobilenetv3_large_minimal_100,72.244,27.756,90.636,9.364,3.92,224,0.875,bilinear
|
|
|
|
|
|
|
|
seresnet18,71.758,28.242,90.334,9.666,11.78,224,0.875,bicubic
|
|
|
|
|
|
|
|
gluon_resnet18_v1b,70.83,29.17,89.756,10.244,11.69,224,0.875,bicubic
|
|
|
|
|
|
|
|
resnet18,69.758,30.242,89.078,10.922,11.69,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_mobilenetv3_small_100,67.918,32.082,87.662,12.338,2.54,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla60x_c,67.906,32.094,88.434,11.566,1.34,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla46x_c,65.98,34.02,86.98,13.02,1.08,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_mobilenetv3_small_075,65.718,34.282,86.136,13.864,2.04,224,0.875,bilinear
|
|
|
|
|
|
|
|
dla46_c,64.878,35.122,86.286,13.714,1.31,224,0.875,bilinear
|
|
|
|
|
|
|
|
tf_mobilenetv3_small_minimal_100,62.898,37.102,84.23,15.77,2.04,224,0.875,bilinear
|
|
|
|
|
Ross Wightman
5 years ago