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Weakly-supervised hand part segmentation from depth images

This repository contains the code for the method introduced in:

Weakly-supervised hand part segmentation from depth images

Qualitative Results

Architecture sketch for the introduced system

Usage

  1. Download the PyTorch implementation of the Mano hand model from here
  2. Replace the original manolayer.py with manolayer.py under the folder src (some changes made by us)
  3. Run train.py

Requirements

To run the code you can, e.g., install the following requirements:

Bibtex

If you use this paper for your research or projects, please cite Weakly-supervised hand part segmentation from depth images.

@inproceedings{rezaei2021weakly,
  title={Weakly-supervised hand part segmentation from depth images},
  author={Rezaei, Mohammad and Farahanipad, Farnaz and Dillhoff, Alex and Elmasri, Ramez and Athitsos, Vassilis},
  booktitle={The 14th PErvasive Technologies Related to Assistive Environments Conference},
  pages={218--225},
  year={2021}
}

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