Every Dataset Counts: Scaling up Monocular 3D Object Detection with Joint Datasets Training

no code implementations • 2 Oct 2023 • Fulong Ma, Xiaoyang Yan, Guoyang Zhao, Xiaojie Xu, Yuxuan Liu, Ming Liu

Monocular 3D object detection plays a crucial role in autonomous driving.

Autonomous Driving Monocular 3D Object Detection +1

Dual Degradation-Inspired Deep Unfolding Network for Low-Light Image Enhancement

no code implementations • 5 Aug 2023 • Huake Wang, Xingsong Hou, Xiaoyang Yan

Although low-light image enhancement has achieved great stride based on deep enhancement models, most of them mainly stress on enhancement performance via an elaborated black-box network and rarely explore the physical significance of enhancement models.

Low-Light Image Enhancement Specificity

Division Gets Better: Learning Brightness-Aware and Detail-Sensitive Representations for Low-Light Image Enhancement

no code implementations • 18 Jul 2023 • Huake Wang, Xiaoyang Yan, Xingsong Hou, Junhui Li, Yujie Dun, Kaibing Zhang

Low-light image enhancement strives to improve the contrast, adjust the visibility, and restore the distortion in color and texture.

Low-Light Image Enhancement