“Driven by intelligent unmanned system technology, the perception and decision-making capabilities of unmanned surface vessels at sea are constantly improving. The expert system has reviewed its development history and system architecture, with a focus on summarizing the application progress of deep learning models and multimodal sensor fusion in fields such as maritime target detection, providing solutions for the future development of intelligent technology for unmanned ships at sea.”