 Our approach combines frequency and spatial domains to enhance image contrast and adaptively refine colors and underwater images, resulting in improved performance on standard benchmark data sets and four commonly used metrics. This article was authored by Weihong Zhang, Shaoboli, Shuping Su, and others.