Jiayi Hu

DLDA: Unified Dual-Level Domain Adaptation for Low-Light Object Detection

Low-light object detection faces significant challenges due to the substantial domain shift between normal-light and low-light conditions. Prior works often enhance low-light images before detection, but this preprocessing can introduce artifacts that degrade detection performance since it focuses o