Abstract: The U-Net algorithm, with its unique network structure and excellent performance, has become a classic algorithm in the field of image semantic segmentation. However, there are still some ...

Background: Accurate localization and segmentation of polyp lesions in colonoscopic images are crucial for the early diagnosis of colorectal cancer and treatment planning. However, endoscopic imaging ...

Abstract: In recent years, image segmentation has been widely applied in fields such as medical image analysis, autonomous driving, and remote sensing. While traditional deep learning segmentation ...