As an emerging interdisciplinary field integrating machine vision and portable devices, handheld visual inspection technology is widely valued for its flexibility, low cost, and strong usability. It overcomes the limitations of traditional fixed systems in volume, cost, and adaptability, with broad prospects in industry, healthcare, cultural relic protection, and agriculture. ...