AutoDP: Automation of Image Data Preprocessing

This project focuses on the automation of image data preprocessing. It contains a reduced version of the study in the paper Automated Image Data Preprocessing with Deep Reinforcement Learning.

Dependencies

• Python 3.6
• Tensorflow 1
• OpenCV
• Scikit-Optimize

How to Run

1. Run tests/test_hp.py
2. Run tests/test_nn.py
3. Run tests/test_cl.py

Citation

@article{autodp,
    title = {Automated Image Data Preprocessing with Deep Reinforcement Learning},
    author = {Tran Ngoc Minh, Mathieu Sinn, Hoang Thanh Lam, Martin Wistuba},
    journal = {CoRR},
    volume = {1806.05886},
    year = {2021},
    url = {https://arxiv.org/abs/1806.05886v2}
}