Xu-Fen Xie

CIE-Det: a low-light object detector via cascaded illumination enhancement and dynamic semantic alignment

Object detection in low-light environments is severely degraded by photon starvation, leading to feature concealment, noise amplification during feature fusion, and motion blur caused by long exposure. To address the limitations of the conventional “enhancement-then-detection” pipeline, this paper proposes CIE-Det, an...