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Convolutional Pose Machine implemented with tensorflow

This model is still work in progress.

Trainable with MPI dataset.

Details are in my blog in Chinese.

CPM

Model: Convolutional Pose Machine

Please go to my site to choose the Convolutional Pose Machine model And put the model in model/ directory

Demo & Benchmark Results

50FPS@GTX960 RealTime DEMO PCKh Benchmark Result Demo

Train & model update (2018-Nov)

  • Mobile CPM is avaliable! 50FPS!! try it out!
  • Parameters in Numpy is avaliable!
  • Native Data Generator in Paralleled structures
  • More Layers and Faster R-CNN Code in side (Find your gadget in repo)
  • more functionality! like layers (Proposal Layers, Dispatch Layers, RoI Align Layer) and Regularization stuffs
  • Pretrained model avaliable in days here!

Live demo avaliable (2018-Jul)

  • Live Camera Demo
  • Offline Video Processing Demo

Live Demo

TODOs

  • Still working in benchmark (Not in this project's workflow)

Credit

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

Thanks to wbenbihi@github for his batch generator~

Author: Liu Fangrui aka mpsk
    Beijing University of Technology
        College of Computer Science & Technology