Deep integrated fusion of local and global features for cervical cell classification

Ming Fang, Minghan Fu, Bo Liao, Xiujuan Lei, Fang-Xiang Wu

Abstract: Highlights•Interactively integrate local and global features from CNN and transformer branches.•Achieve effective complementarity of local and global features.•Evaluation on multiple tasks using three cervical cell and a blood cell datasets.•Show the effectiveness of the designed feature fusion method with great performance.