Technique Report of CVPR 2024 PBDL Challenges

• DOI: 10.48550/arxiv.2406.10744
• Publication Date: 2024-06-15
• Authors: Ying Fu; Yu Li; Shaodi You; Boxin Shi; Jose M. Álvarez; Coert van Gemeren; Linwei Chen; Yunhao Zou; Zichun Wang; Yichen Li; Yuze Han; Yingkai Zhang; Jianan Wang; Qinglin Liu; Wei Yu; Xiaoqian Lv; Jianing Li; Shengping Zhang; Xiangyang Ji; Yuanpei Chen; Yuhan Zhang; Weihang Peng; Liwen Zhang; Zhe Xu; Dingyong Gou; Cong Li; Senyan Xu; Yunkang Zhang; Siyuan Jiang; Xiaoqiang Lu; Licheng Jiao; Fang Liu; Xu Liu; Lingling Li; Wenping Ma; Shuyuan Yang; Haiyang Xie; Jian Zhao; Shihuang Huang; Peng Cheng; Xi Shen; Zheng Wang; Shuai An; Caizhi Zhu; Xuelong Li; Tao Zhang; Liang Li; Yu Liu; Chenggang Yan; Gengchen Zhang; Linyan Jiang; Bingyi Song; Zhuo‐Yu An; Haibo Lei; Qing Luo; Jie Song; Yuan Liu; Qihang Li; Haoyuan Zhang; Lingfeng Wang; Wei Chen; Aling Luo; Cheng Li; Jun Cao; Shu Chen; Zifei Dou; Xinyu Liu; Jing Zhang; Kexin Zhang; Yuting Yang; Xuejian Gou; Qinliang Wang; Yang Liu; Shizhan Zhao; Yanzhao Zhang; Libo Yan; Yuwei Guo; Guoxin Li; Qiong Gao; Chenyue Che; Long Sun; Xiang Chen; Hao Li; Jinshan Pan; Chuanlong Xie; Hongming Chen; Mingrui Li; Tianchen Deng; Jingwei Huang; Yufeng Li; Fei Wan; Bingxin Xu; Jian Cheng; Hongzhe Liu; Cheng Xu; Yuxiang Zou; Weiguo Pan; Songyin Dai; Sen Jia; Junpei Zhang; Puhua Chen; Qihang Li
• Keywords: FOS: Computer and information sciences; Computer Vision and Pattern Recognition (cs.CV); Computer Science - Computer Vision and Pattern Recognition

The intersection of physics-based vision and deep learning presents an exciting frontier for advancing computer technologies. By leveraging the principles physics to inform enhance models, we can develop more robust accurate systems. Physics-based aims invert processes recover scene properties such as shape, reflectance, light distribution, medium from images. In recent years, has shown promising improvements various tasks, when combined with vision, these approaches robustness accuracy This technical report summarizes outcomes Physics-Based Vision Meets Deep Learning (PBDL) 2024 challenge, held in CVPR workshop. challenge consisted eight tracks, focusing on Low-Light Enhancement Detection well High Dynamic Range (HDR) Imaging. details objectives, methodologies, results each track, highlighting top-performing solutions their innovative approaches.