video2bvh2.0's Introduction

video2bvh2.0

https://github.com/Dene33/video_to_bvh but with python 3 and tensorflow2.0

Uses Openpose to crop frames around a single person and then uses hmr2.0 by Russoale to get 3D pose keypoints. Then, using Dene33's fork of hmr, the 3D pose keypoints are converted to bvh.

Input video is Man dancing on rooftop by cottonbro. The bvh on the left is lagging slightly behind the video on the right. Will upload better demo videos later.

To Do:

Apply filters to smoothen the wobblyness
Add support for multiple videos at once
If I get time, Dash inline application.

References:

Dene33's video to bvh
hmr by akanazawa
Russoale's hmr2.0
Openpose
Openpose Colab notebook by tugstugi
Dene33's fork of hmr

hmr citation:

@inProceedings{kanazawaHMR18,
  title={End-to-end Recovery of Human Shape and Pose},
  author = {Angjoo Kanazawa
  and Michael J. Black
  and David W. Jacobs
  and Jitendra Malik},
  booktitle={Computer Vision and Pattern Recognition (CVPR)},
  year={2018}
}

Openpose citations:

@article{8765346,
  author = {Z. {Cao} and G. {Hidalgo Martinez} and T. {Simon} and S. {Wei} and Y. A. {Sheikh}},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  title = {OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields},
  year = {2019}
}

@inproceedings{simon2017hand,
  author = {Tomas Simon and Hanbyul Joo and Iain Matthews and Yaser Sheikh},
  booktitle = {CVPR},
  title = {Hand Keypoint Detection in Single Images using Multiview Bootstrapping},
  year = {2017}
}

@inproceedings{cao2017realtime,
  author = {Zhe Cao and Tomas Simon and Shih-En Wei and Yaser Sheikh},
  booktitle = {CVPR},
  title = {Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields},
  year = {2017}
}

@inproceedings{wei2016cpm,
  author = {Shih-En Wei and Varun Ramakrishna and Takeo Kanade and Yaser Sheikh},
  booktitle = {CVPR},
  title = {Convolutional pose machines},
  year = {2016}
}

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