https://github.com/soumik12345/zero-dce

Pytorch implementation of Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
https://github.com/soumik12345/zero-dce

deep-learning hdr low-light-enhance low-light-image-enhancement pytorch zero-shot-learning

Last synced: about 1 year ago
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Pytorch implementation of Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement

• Host: GitHub
• URL: https://github.com/soumik12345/zero-dce
• Owner: soumik12345
• License: mit
• Created: 2020-11-13T13:20:06.000Z (over 5 years ago)
• Default Branch: pytorch
• Last Pushed: 2021-09-21T17:48:39.000Z (over 4 years ago)
• Last Synced: 2025-05-06T21:05:45.741Z (about 1 year ago)
• Topics: deep-learning, hdr, low-light-enhance, low-light-image-enhancement, pytorch, zero-shot-learning
• Language: Jupyter Notebook
• Homepage: https://arxiv.org/abs/2001.06826
• Size: 7.63 MB
• Stars: 61
• Watchers: 2
• Forks: 5
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Zero DCE

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/zero-reference-deep-curve-estimation-for-low/low-light-image-enhancement-on-dicm)](https://paperswithcode.com/sota/low-light-image-enhancement-on-dicm?p=zero-reference-deep-curve-estimation-for-low)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/zero-reference-deep-curve-estimation-for-low/low-light-image-enhancement-on-lime)](https://paperswithcode.com/sota/low-light-image-enhancement-on-lime?p=zero-reference-deep-curve-estimation-for-low)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/zero-reference-deep-curve-estimation-for-low/low-light-image-enhancement-on-mef)](https://paperswithcode.com/sota/low-light-image-enhancement-on-mef?p=zero-reference-deep-curve-estimation-for-low)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/zero-reference-deep-curve-estimation-for-low/low-light-image-enhancement-on-npe)](https://paperswithcode.com/sota/low-light-image-enhancement-on-npe?p=zero-reference-deep-curve-estimation-for-low)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/zero-reference-deep-curve-estimation-for-low/low-light-image-enhancement-on-vv)](https://paperswithcode.com/sota/low-light-image-enhancement-on-vv?p=zero-reference-deep-curve-estimation-for-low)

Pytorch implementation of Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement ([https://arxiv.org/abs/2001.06826](https://arxiv.org/abs/2001.06826)).

![](https://li-chongyi.github.io/Zero-DCE_files/framework.png)

**Access Notebooks using Binder:** [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/soumik12345/Zero-DCE/HEAD)

**Find Training Logs on Wandb:** [https://wandb.ai/19soumik-rakshit96/zero-dce](https://wandb.ai/19soumik-rakshit96/zero-dce)

## Results

![](./assets/inference_1.png)

![](./assets/inference_2.png)

![](./assets/inference_3.png)

![](./assets/inference_4.png)

![](./assets/inference_7.jpeg)

![](./assets/inference_8.jpeg)

![](./assets/inference_9.png)

![](./assets/inference_10.png)

![](./assets/inference_11.png)

![](./assets/inference_12.png)

## Examples of Noisy Results

![](./assets/inference_5.png)

![](./assets/inference_6.jpeg)

![](./assets/inference_13.png)

## Citation

```

@article{2001.06826,

    Author = {Chunle Guo and Chongyi Li and Jichang Guo and Chen Change Loy and Junhui Hou and Sam Kwong and Runmin Cong},

    Title = {Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement},

    Year = {2020},

    Eprint = {arXiv:2001.06826},

    Howpublished = {CVPR 2020},

}

```