/EA-Adam

[TIP2024] Perception-Distortion Balanced Super-Resolution: A Multi-Objective Optimization Perspective

Perception-Distortion Balanced Super-Resolution: A Multi-Objective Optimization Perspective

Paper, codes and pretained models will be released soon.

Lingchen Sun1,2 | Jie Liang2 | Shuaizheng Liu1,2 | Hongwei Yong1 | Lei Zhang1,2

1The Hong Kong Polytechnic University, 2OPPO Research Institute

Update

  • 2023.12.23: Repo is released.

⭐ If EA-Adam is helpful to your images or projects, please help star this repo. Thanks! 🤗

Overview framework

ea-adam

Visual Results

SRResNet Backbone

ea-adam

RRDB Backbone

ea-adam

SwinIR Backbone

ea-adam

For more comparisons, please refer to our paper for details.

License

This project is released under the Apache 2.0 license.

Acknowledgement

Citations

If our code helps your research or work, please consider citing our paper. The following are BibTeX references:

@article{sun2023eaadam,
  title={Perception-Distortion Balanced Super-Resolution: A Multi-Objective Optimization Perspective},
  author={Sun, Lingchen and Liang, Jie and Liu, Shuaizheng and Yong, Hongwei and Zhang, Lei},
  journal={arXiv preprint arXiv:***},
  year={2023}
}

Contact

If you have any questions, please feel free to contact: ling-chen.sun@connect.polyu.hk

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