Automatic sewer pipe defect semantic segmentation based on improved U-Net

A novel semantic segmentation network called PipeUNet is proposed for sewer defect segmentation, and a new module named feature reuse and attention mechanism block is added between the original skip connections of U-Net in order to enhance the feature extraction capability.