# Illumination-Aware Two-stage Enhancement for Low-Light Object Detection Bohan Xiong, Kan Chang, Mingyang Ling, Shilin Huang, Shucheng Xia, Ran Wei [](https://github.com/pre-commit/pre-commit) [](https://pytorch.org/get-started/locally/)