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## Benchmarks
-| Algorithm | Config | Top-1 (%) | Top-5 (%) | gpu memory (MB) | inference time (ms/img) | Download |
-|-----------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| --------- | --------- |-----------------| --------- | ------------------------------------------------------------ |
-| resnet50(raw) | [resnet50(raw)](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet50_jpg.py) | 76.454 | 93.084 | 2412 | 8.59 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet50/epoch_100.pth) |
-| resnet50(tfrecord) | [resnet50(tfrecord)](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_rn50_tfrecord.py) | 76.266 | 92.972 | 2412 | 8.59 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet50/epoch_100.pth) |
-| resnet101 | [resnet101](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet101_jpg.py) | 78.152 | 93.922 | 2484 | 16.77 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet101/epoch_100.pth) |
-| resnet152 | [resnet152](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet152_jpg.py) | 78.544 | 94.206 | 2544 | 24.69 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet152/epoch_100.pth) |
-| resnext50-32x4d | [resnext50-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext50-32x4d_jpg.py) | 77.604 | 93.856 | 4718 | 12.88 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnet50/epoch_100.pth) |
-| resnext101-32x4d | [resnext101-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext101-32x4d_jpg.py) | 78.568 | 94.344 | 4792 | 26.84 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext50-32x4d/epoch_100.pth) |
-| resnext101-32x8d | [resnext101-32x8d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext101-32x8d_jpg.py) | 79.468 | 94.434 | 9582 | 27.52 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext101-32x8d/epoch_100.pth) |
-| resnext152-32x4d | [resnext152-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext152-32x4d_jpg.py) | 78.994 | 94.462 | 4852 | 41.08 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext152-32x4d/epoch_100.pth) |
-| hrnetw18 | [hrnetw18](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw18_jpg.py) | 76.258 | 92.976 | 4701 | 54.55 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw18/epoch_100.pth) |
-| hrnetw30 | [hrnetw30](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw30_jpg.py) | 77.66 | 93.862 | 4766 | 54. 30 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw30/epoch_100.pth) |
-| hrnetw32 | [hrnetw32](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw32_jpg.py) | 77.994 | 93.976 | 4780 | 53.48 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw32/epoch_100.pth) |
-| hrnetw40 | [hrnetw40](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw40_jpg.py) | 78.142 | 93.956 | 4843 | 54.31 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw40/epoch_100.pth) |
-| hrnetw44 | [hrnetw44](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw44_jpg.py) | 79.266 | 94.476 | 4884 | 54.83 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw44/epoch_100.pth) |
-| hrnetw48 | [hrnetw48](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw48_jpg.py) | 79.636 | 94.802 | 4916 | 54.14 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw48/epoch_100.pth) |
-| hrnetw64 | [hrnetw64](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw64_jpg.py) | 79.884 | 95.04 | 5120 | 54.74 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/hrnetw64/epoch_100.pth) |
-| vit-base-patch16 | [vit-base-patch16](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/vit/imagenet_vit_base_patch16_224_jpg.py) | 76.082 | 92.026 | 346 | 8.03 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/vit/vit-base-patch16/epoch_300.pth) |
-| swin-tiny-patch4-window7 | [swin-tiny-patch4-window7](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/swint/imagenet_swin_tiny_patch4_window7_224_jpg.py) | 80.528 | 94.822 | 132 | 12.94 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/swint/swin-tiny-patch4-window7/epoch_300.pth) |
-| deitiii-small-patch16-224 | [deitiii-small-patch16-224](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deitiii/imagenet_deitiii_small_patch16_224_jpg.py) | 81.408 | 95.388 | 89 | 4.53 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/deitiii/imagenet_deitiii_small_patch16_224/deitiii_small.pth) |
-| deitiii-base-patch16-192 | [deitiii-base-patch16-192](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deitiii/imagenet_deitiii_base_patch16_192_jpg.py) | 82.982 | 95.95 | 337 | 4.63 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/deitiii/imagenet_deitiii_base_patch16_192/deitiii_base.pth) |
-| deitiii-large-patch16-192 | [deitiii-large-patch16-192](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deitiii/imagenet_deitiii_large_patch16_192_jpg.py) | 83.902 | 96.296 | 1170 | 10.17 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/deitiii/imagenet_deitiii_large_patch16_192/deitiii_large.pth) |
-| deit_base_patch16_224 (Hydra Attention [8 layers]) | [deit_base_patch16_224 (Hydra Attention [8 layers])](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deit/imagenet_deit_base_hydra_layer8_patch16_224_jpg.py) | 79.444 | 94.468 | 340 | 5.94 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hydra_attention/deit_base_patch16_224%20(Hydra%20Attention%20%5B8%20layers%5D).pth) |
-| deit_base_patch16_224 (Hydra Attention [12 layers]) | [deit_base_patch16_224 (Hydra Attention [12 layers])](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deit/imagenet_deit_base_hydra_layer12_patch16_224_jpg.py) | 76.67 | 92.872 | 338 | 5.73 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hydra_attention/deit_base_patch16_224%20(Hydra%20Attention%20%5B12%20layers%5D).pth) |
+| Algorithm | Config | Top-1 (%) | Top-5 (%) | gpu memory (MB) | inference time (ms/img) | Download |
+|-----------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| --------- | --------- |-----------------|--------------------------| ------------------------------------------------------------ |
+| resnet50(raw) | [resnet50(raw)](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet50_jpg.py) | 76.454 | 93.084 | 2412 | 8.59 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet50/epoch_100.pth) |
+| resnet50(tfrecord) | [resnet50(tfrecord)](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_rn50_tfrecord.py) | 76.266 | 92.972 | 2412 | 8.59 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet50/epoch_100.pth) |
+| resnet101 | [resnet101](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet101_jpg.py) | 78.152 | 93.922 | 2484 | 16.77 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet101/epoch_100.pth) |
+| resnet152 | [resnet152](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet152_jpg.py) | 78.544 | 94.206 | 2544 | 24.69 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet152/epoch_100.pth) |
+| resnext50-32x4d | [resnext50-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext50-32x4d_jpg.py) | 77.604 | 93.856 | 4718 | 12.88 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnet50/epoch_100.pth) |
+| resnext101-32x4d | [resnext101-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext101-32x4d_jpg.py) | 78.568 | 94.344 | 4792 | 26.84 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext50-32x4d/epoch_100.pth) |
+| resnext101-32x8d | [resnext101-32x8d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext101-32x8d_jpg.py) | 79.468 | 94.434 | 9582 | 27.52 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext101-32x8d/epoch_100.pth) |
+| resnext152-32x4d | [resnext152-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext152-32x4d_jpg.py) | 78.994 | 94.462 | 4852 | 41.08 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext152-32x4d/epoch_100.pth) |
+| hrnetw18 | [hrnetw18](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw18_jpg.py) | 76.258 | 92.976 | 4701 | 54.55 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw18/epoch_100.pth) |
+| hrnetw30 | [hrnetw30](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw30_jpg.py) | 77.66 | 93.862 | 4766 | 54. 30 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw30/epoch_100.pth) |
+| hrnetw32 | [hrnetw32](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw32_jpg.py) | 77.994 | 93.976 | 4780 | 53.48 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw32/epoch_100.pth) |
+| hrnetw40 | [hrnetw40](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw40_jpg.py) | 78.142 | 93.956 | 4843 | 54.31 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw40/epoch_100.pth) |
+| hrnetw44 | [hrnetw44](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw44_jpg.py) | 79.266 | 94.476 | 4884 | 54.83 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw44/epoch_100.pth) |
+| hrnetw48 | [hrnetw48](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw48_jpg.py) | 79.636 | 94.802 | 4916 | 54.14 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw48/epoch_100.pth) |
+| hrnetw64 | [hrnetw64](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw64_jpg.py) | 79.884 | 95.04 | 5120 | 54.74 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/hrnetw64/epoch_100.pth) |
+| vit-base-patch16 | [vit-base-patch16](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/vit/imagenet_vit_base_patch16_224_jpg.py) | 76.082 | 92.026 | 346 | 8.03 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/vit/vit-base-patch16/epoch_300.pth) |
+| swin-tiny-patch4-window7 | [swin-tiny-patch4-window7](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/swint/imagenet_swin_tiny_patch4_window7_224_jpg.py) | 80.528 | 94.822 | 132 | 12.94 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/swint/swin-tiny-patch4-window7/epoch_300.pth) |
+| deitiii-small-patch16-224 | [deitiii-small-patch16-224](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deitiii/imagenet_deitiii_small_patch16_224_jpg.py) | 81.408 | 95.388 | 90 | 7.41
4.90(A100_80G) | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/deitiii/imagenet_deitiii_small_patch16_224/deitiii_small.pth) |
+| deitiii-base-patch16-192 | [deitiii-base-patch16-192](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deitiii/imagenet_deitiii_base_patch16_192_jpg.py) | 82.982 | 95.95 | 337 | 7.49
5.04(A100_80G) | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/deitiii/imagenet_deitiii_base_patch16_192/deitiii_base.pth) |
+| deitiii-large-patch16-192 | [deitiii-large-patch16-192](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deitiii/imagenet_deitiii_large_patch16_192_jpg.py) | 83.902 | 96.296 | 1170 | 14.35
9.91(A100_80G) | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/deitiii/imagenet_deitiii_large_patch16_192/deitiii_large.pth) |
+| deit_base_patch16_224 (Hydra Attention [8 layers]) | [deit_base_patch16_224 (Hydra Attention [8 layers])](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deit/imagenet_deit_base_hydra_layer8_patch16_224_jpg.py) | 79.444 | 94.468 | 340 | 6.78
4.47(A100_80G) | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hydra_attention/deit_base_patch16_224%20(Hydra%20Attention%20%5B8%20layers%5D).pth) |
+| deit_base_patch16_224 (Hydra Attention [12 layers]) | [deit_base_patch16_224 (Hydra Attention [12 layers])](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/deit/imagenet_deit_base_hydra_layer12_patch16_224_jpg.py) | 76.67 | 92.872 | 338 | 6.65
4.34(A100_80G) | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hydra_attention/deit_base_patch16_224%20(Hydra%20Attention%20%5B12%20layers%5D).pth) |
(ps: 通过EasyCV训练得到模型结果，推理的输入尺寸默认为224，机器默认为V100 16G，其中gpu memory记录的是gpu peak memory)