SBDF-Net: A versatile dual-branch fusion network for medical image segmentation

Junwen Wang, Shengwei Tian, Long Yu, Yongtao Wang, Fan Wang, Zhicheng Zhou

Abstract: Highlights•SBDF-Net extract detail information and global context information.•The dual-branch encoder calibrates lesion area at a more fine-grained level.•SGFM obtain rich multi-scale features by integrating cross-scale information.•TDB and TUB modules reduce feature loss.•Extensive evaluation of medical image segmentation on four datasets.