Refactoring ISP for High-Level Vision Tasks
Yongjie Shi,Songjiang Li,Xu Jia,Jianzhuang Liu,Yongjie Shi,Songjiang Li,Xu Jia,Jianzhuang Liu
The image signal processing (ISP) pipeline, which transforms raw sensor measurement to a color image, is composed of a sequence of processing modules. Traditionally, the ISP pipeline is manually tuned by experts for human perception. The resulting handcrafted ISP configuration does not necessarily benefit the downstream high-level vision tasks. To mitigate these problems, this paper presents a sim...