Using the Segmentation technology of Solomon SolVision AI image platform, the image features of micro-scratches and dirt on the wafer are located and annotated, and then used to train the AI model. Even under the image background with grinding marks, AI vision can still easily detect deep and shallow micro-scratches and other dirt defects, and accurately detect the location and area of the defects.