{"id":15700313,"url":"https://github.com/soumik12345/zero-dce","last_synced_at":"2025-05-06T21:06:06.757Z","repository":{"id":106257343,"uuid":"312581360","full_name":"soumik12345/Zero-DCE","owner":"soumik12345","description":"Pytorch implementation of Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement","archived":false,"fork":false,"pushed_at":"2021-09-21T17:48:39.000Z","size":8002,"stargazers_count":61,"open_issues_count":2,"forks_count":5,"subscribers_count":2,"default_branch":"pytorch","last_synced_at":"2025-05-06T21:05:45.741Z","etag":null,"topics":["deep-learning","hdr","low-light-enhance","low-light-image-enhancement","pytorch","zero-shot-learning"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/2001.06826","language":"Jupyter 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Zero DCE\n\n[![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)\n[![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)\n[![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)\n[![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)\n[![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)\n\nPytorch implementation of Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement ([https://arxiv.org/abs/2001.06826](https://arxiv.org/abs/2001.06826)).\n\n![](https://li-chongyi.github.io/Zero-DCE_files/framework.png)\n\n**Access Notebooks using Binder:** [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/soumik12345/Zero-DCE/HEAD)\n\n**Find Training Logs on Wandb:** [https://wandb.ai/19soumik-rakshit96/zero-dce](https://wandb.ai/19soumik-rakshit96/zero-dce)\n\n## Results\n\n![](./assets/inference_1.png)\n\n![](./assets/inference_2.png)\n\n![](./assets/inference_3.png)\n\n![](./assets/inference_4.png)\n\n![](./assets/inference_7.jpeg)\n\n![](./assets/inference_8.jpeg)\n\n![](./assets/inference_9.png)\n\n![](./assets/inference_10.png)\n\n![](./assets/inference_11.png)\n\n![](./assets/inference_12.png)\n\n## Examples of Noisy Results\n\n![](./assets/inference_5.png)\n\n![](./assets/inference_6.jpeg)\n\n![](./assets/inference_13.png)\n\n## Citation\n\n```\n@article{2001.06826,\n    Author = {Chunle Guo and Chongyi Li and Jichang Guo and Chen Change Loy and Junhui Hou and Sam Kwong and Runmin Cong},\n    Title = {Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement},\n    Year = {2020},\n    Eprint = {arXiv:2001.06826},\n    Howpublished = {CVPR 2020},\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsoumik12345%2Fzero-dce","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsoumik12345%2Fzero-dce","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsoumik12345%2Fzero-dce/lists"}