<b>Polyp Segmentation</b>

Accurate segmentation of polyps in colonoscopy images plays a pivotal role in the early detection and subsequent treatment of colorectal cancer. Nevertheless, existing segmentation techniques face challenges due to the significant variability in polyps' shapes, sizes, and the often indistinct contrast between polyp boundaries and the surrounding mucosal tissue. To address these limitations,we introduce a novel network architecture termed FDSS-Net, aimed at enhancing segmentation accuracy.

结肠镜图像中的息肉精准分割，对结直肠癌（colorectal cancer）的早期检出与后续治疗具有至关重要的作用。然而，现有分割技术面临诸多挑战：息肉的形态、尺寸存在显著异质性，且息肉边界与周围黏膜组织间的对比度往往模糊不清。为解决上述局限，本文提出一种名为FDSS-Net的新型网络架构，旨在提升分割精度。