ControlLight: Towards Controllable, Consistent, and Generalizable Low-Light Enhancement

Yufeng Yang1   Jianzhuang Liu1,†   Jisheng Chu1   Yuqi Peng1

Xianfang Zeng2   Jiancheng Huang1   Shifeng Chen1,‡

1 Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences · 2 Zhejiang University

Project Page HF Daily Papers arXiv Models Light100K Code

Linear Light Control

ControlLight hero example
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Data Pipeline

Light100K Data Construction

We construct Light100K, a continuous low-light enhancement dataset containing training groups, providing fine-grained supervision for controllable low-light enhancement.

ControlLight data pipeline figure
Examples

Galleries

Citation

BibTeX

@misc{yang2026controllightcontrollableconsistentgeneralizable,
  title={ControlLight: Towards Controllable, Consistent, and Generalizable Low-Light Enhancement},
  author={Yufeng Yang and Jianzhuang Liu and Jisheng Chu and Yuqi Peng and Xianfang Zeng and Jiancheng Huang and Shifeng Chen},
  year={2026},
  eprint={2605.25569},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2605.25569}
}