Intelligentization is driving the expansion of mobile robots into underwater scenarios. As a cutting-edge product, the performance of the perception system of pool cleaning robots is crucial in determining the product experience and market success. We transform the system engineering challenges faced by end products into solvable solutions at the chip level.