An advanced, camera-based image analysis system designed for broader applications in material surface evaluation. This high-resolution solution effectively detects and measures dirt on pulp sheets, uneven coating surfaces, and other critical surface characteristics in real time. Offering enhanced flexibility, it adapts to various inspection needs, making it ideal for dynamic and on-site quality assessments.