readme.md

Dataset Distillers Are Good Label Denoisers In the Wild

Lechao Cheng, Kaifeng Chen, Jiyang Li, Shengeng Tang, Shufei Zhang, Meng Wang

Getting Started

Environment

You can create environment as follows

conda env create -f environment.yaml
conda activate ddlnl

Dataset

For Tiny-ImageNet, it is best to download it in tiny-imagenet-200 and then process it through dataSolu/deal_Tiny.py.

Train

See ddlnl_scripts.md to reproduce the results

Acknowledgement

Our code is built upon DATM, DANCE and RCIG.

Citation

If you find our code useful for your research, please cite our paper.

@article{cheng2024dataset,
  title={Dataset Distillers Are Good Label Denoisers In the Wild},
  author={Cheng, Lechao and Chen, Kaifeng and Li, Jiyang and Tang, Shengeng and Zhang, Shufei and Wang, Meng},
  journal={arXiv preprint arXiv:2411.11924},
  year={2024}
}