This workshop explores cutting-edge technologies, focusing on AI and computer vision, to advance autonomous, efficient, and patient-centered healthcare. It addresses challenges like medical errors and the need for precise diagnostics amid rapid technological advancements. The event facilitates collaboration among AI researchers, clinicians, and industry professionals through invited talks and paper presentations. These cover theoretical and practical applications of visual perception technologies to enhance workflow efficiency, diagnostic accuracy, reduce errors, and improve patient care. By fostering partnerships, the workshop tackles issues like staff shortages and rising healthcare costs, promoting innovative solutions for a more effective healthcare system.