https://github.com/amitojbrar/real-time-yoga
Code repo for Real-time Yoga recognition using deep learning, NCAA, Springer, 2019
Science Score: 49.0%
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○CITATION.cff file
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Found 1 DOI reference(s) in README -
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○Scientific vocabulary similarity
Low similarity (8.7%) to scientific vocabulary
Repository
Code repo for Real-time Yoga recognition using deep learning, NCAA, Springer, 2019
Basic Info
- Host: GitHub
- Owner: amitojbrar
- Language: Jupyter Notebook
- Default Branch: master
- Size: 154 KB
Statistics
- Stars: 1
- Watchers: 0
- Forks: 1
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Yoga Recognition
Code repo for Real-time Yoga recognition using deep learning, NCAA, Springer, 2019
Paper:
https://link.springer.com/article/10.1007/s00521-019-04232-7
Weights and converted training files:
https://drive.google.com/drive/folders/1rxPzNUl585lmWYeKMpEhIbz6Gx8liHx5?usp=sharing
Video files used to train the model:
https://archive.org/details/YogaVidCollected
Sample videos of real time operation
https://drive.google.com/drive/folders/1Xc0h5e6ntYcYL13JCwfHP1PuwtrBKbpM
To run it on your system-
- Install and setup openpose https://github.com/CMU-Perceptual-Computing-Lab/openpose
- Run the open pose on webcam mode and direct the results to \output
- Run prediction and write output to file python predictSeq.py > export.txt or Run prediction and show output on terminal python predictSeq.py
Feel free to adjust predictSeq.py input folder and the weights. Contact me for any issues not resolved by adjusting file paths.
You can also use the video files in your project.
Please cite as:
Yadav, S. K., Singh, A., Gupta, A., & Raheja, J. L. (2019). Real-time Yoga recognition using deep learning. Neural Computing and Applications, 31(12), 9349-9361.
Bibtex
@article{yadav2019real, title={Real-time Yoga recognition using deep learning}, author={Yadav, Santosh Kumar and Singh, Amitojdeep and Gupta, Abhishek and Raheja, Jagdish Lal}, journal={Neural Computing and Applications}, volume={31}, number={12}, pages={9349--9361}, year={2019}, publisher={Springer} }
Owner
- Name: Amitoj Brar
- Login: amitojbrar
- Kind: user
- Location: Waterdown, Canada
- Company: @Shopify
- Repositories: 1
- Profile: https://github.com/amitojbrar
Applied MLE @ Shopify