Based on computer vision, the scheme can accurately capture and identify various screen types and defects. Our design team provided important design support for the scheme, including the background model labeling system and the whole process design of the production line machine vision sorting system. In the annotation system, we designed the navigation mode of the zoom structure tree, so that users can easily switch between focus annotation and structure panoramic view, clearly guide users to annotate, and efficiently optimize the AI model.