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acnedetection's Introduction

Introduction

The code is implemented based on https://github.com/open-mmlab/mmdetection.

Change

The main change is located in mmdet/models/dense_heads/rpn_head_nwd.py.

Train

./train.sh

Dataset

The dataset AcneSCU could be accessed on:

https://pan.baidu.com/s/1dgu2KOEcfwjTYoWalxdIHA

(Verification code: afia)

Please note that AcneSCU can only be used for non-commercial use. Commercial use is prohibited without the authors' permission.

Citation

If you use any part of this code or dataset in your research, please cite our paper:

@article{zhang2023sa,
  title={SA-RPN: A Spacial Aware Region Proposal Network for Acne Detection},
  author={Zhang, Jianwei and Zhang, Lei and Wang, Junyou and Wei, Xin and Li, Jiaqi and Jiang, Xian and Du, Dan},
  journal={IEEE Journal of Biomedical and Health Informatics},
  year={2023},
  publisher={IEEE}
}

acnedetection's People

Contributors

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Stargazers

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Watchers

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Forkers

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acnedetection's Issues

Skin config

Hello, the author. I have a problem that I can't find the skin_config.py. Could you please share that file?

About the training results.

Thanks for sharing the code. These days I tried to train the SARPN model on AcneSCU but I got a very bad result, mAP is only about 0.03.
The commond I used is "python tools/train.py configs/skin/skin_config.py --work_dir ./work_dirs/trainnwd", I want to know if there is something I haven't considered?

Dataset

I will be amazing if you could share the dataset. I mau need to check yours and ACNE04

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