The RAMON Online Surface Defect Inspection System for Continuous Casting applies machine vision, machine learning, and deep learning technologies to capture surface images of continuous casting slabs online. The system performs real-time analysis and recognition of surface defects, determines defect types, accurately locates defect positions, generates defect inspection reports, and evaluates product quality based on predefined classification rules.