Fig. 21
From: A photovoltaic cell defect detection model capable of topological knowledge extraction

Feature map and result(The figure illustrates the changes in model detection results and feature maps before and after adding the ECV module. It is evident that the ECV module enhances the model’s ability to detect low-contrast defects such as cracks, with the extracted features becoming more precise and prominent.)