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add cite for pose estimation
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yysijie committed Oct 7, 2019
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Expand Up @@ -4,9 +4,35 @@ We provide a demo for video-based pose estimation:
```shell
mmskl pose_demo [--video $VIDEO_PATH] [--gpus $GPUS] [--$MORE_OPTIONS]
```
This demo predict pose sequences via sequentially feeding frames into the image-based human detector and the pose estimator. By default, they are **cascade-rcnn** and **hrnet** respectively. To check the full usage, please run `mmskl pose_demo -h`. You can also refer to [pose_demo.yaml](../configs/pose_estimation/hrnet/pose_demo.yaml) for detailed configurations.
This demo predict pose sequences via sequentially feeding frames into the image-based human detector and the pose estimator. By default, they are **cascade-rcnn** [1] and **hrnet** [2] respectively.
We test our demo on 8 gpus of TITAN X and get a realtime speed (27.1fps). To check the full usage, please run `mmskl pose_demo -h`. You can also refer to [pose_demo.yaml](../configs/pose_estimation/hrnet/pose_demo.yaml) for detailed configurations.

We also provide another demo `pose_demo_HD` with a slower but more powerful detector. Similarly, run:
We also provide another demo `pose_demo_HD` with a slower but more powerful detector **htc** [3]. Similarly, run:
```shell
mmskl pose_demo_HD [--video $VIDEO_PATH] [--gpus $GPUS] [--$MORE_OPTIONS]
```

```
@inproceedings{cai2018cascade,
title={Cascade r-cnn: Delving into high quality object detection},
author={Cai, Zhaowei and Vasconcelos, Nuno},
booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
pages={6154--6162},
year={2018}
}
@article{sun2019deep,
title={Deep high-resolution representation learning for human pose estimation},
author={Sun, Ke and Xiao, Bin and Liu, Dong and Wang, Jingdong},
journal={arXiv preprint arXiv:1902.09212},
year={2019}
}
@inproceedings{chen2019hybrid,
title={Hybrid task cascade for instance segmentation},
author={Chen, Kai and Pang, Jiangmiao and Wang, Jiaqi and Xiong, Yu and Li, Xiaoxiao and Sun, Shuyang and Feng, Wansen and Liu, Ziwei and Shi, Jianping and Ouyang, Wanli and others},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={4974--4983},
year={2019}
}
```

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