DRL-ISP: Multi-Objective Camera ISP with Deep Reinforcement Learning
Ukcheol Shin,Kyunghyun Lee,In So Kweon,Ukcheol Shin,Kyunghyun Lee,In So Kweon
In this paper, we propose a multi-objective camera ISP framework that utilizes Deep Reinforcement Learning (DRL) and camera ISP toolbox that consist of network-based and conventional ISP tools. The proposed DRL-based camera ISP framework iteratively selects a proper tool from the toolbox and applies it to the image to maximize a given vision task-specific reward function. For this purpose, we impl...
