In underwater target detection tasks, side-scan sonar (SSS) is currently the most widely used imaging tool. However, due to the inherent imaging mechanism of sonar and the complexity of the underwater environment, SSS images often suffer from blurred target boundaries and strong noise interference, which significantly increases the difficulty of high-precision underwater target recognition. We propose a Lightweight Edge–Freque...