Multi-label Image Recognition with Partial Positive Labels

Implementation of paper:

• Category-Adaptive Label Discovery and Noise Rejection for Multi-label Image Recognition with Partial Positive Labels
  Technical Report.
  Tao Pu*, Qianru Lao*, Hefeng Wu, Tianshui Chen, Liang Lin (* equally contributed)

Preliminary and Usage

1. Donwload data.zip, and unzip it.
2. Modify the lines 16-19 in config.py.
3. Create several folders (i.e., "exp/log", "exp/code", "exp/checkpoint", "exp/summary") to record experiment details.

Usage

cd MLR-PPL
vim scripts/Noisy.sh
./scripts/Noisy.sh

Citation

@ARTICLE{Pu2024MLR-PPL,
  author={Pu, Tao and Lao, Qianru and Wu, Hefeng and Chen, Tianshui and Tian, Ling and Liu, Jie and Lin, Liang},
  journal={IEEE Transactions on Multimedia}, 
  title={Category-Adaptive Label Discovery and Noise Rejection for Multi-label Recognition with Partial Positive Labels}, 
  year={2024},
  volume={},
  number={},
  pages={1-12},
  doi={10.1109/TMM.2024.3395901}}

Contributors

For any questions, feel free to open an issue or contact us:

• putao537@gmail.com
• estherbear17@gmail.com