Name: Li Zhixun

Academic Title: Associate Professor

Research Interests: Digital Image Processing, Medical Image Analysis, Computer-Aided Diagnosis, Machine Learning, etc.

Educational Background：

l 2011/09 - 2017/09: Doctor of Philosophy (Ph.D.), School of Computer Science and Technology, Harbin Institute of Technology

l 2005/01 - 2006/11: Master of Science (M.Sc.), Laboratory of System Architecture and Analysis, University of Toulouse III - Paul Sabatier (France)

l 1997/09 - 2001/07: Bachelor of Engineering (B.Eng.), School of Computer and Information Science, Nanchang University

Work Experience：

2001/09 - Present: Teaching Assistant → Lecturer → Associate Professor, Computing Center, School of Mathematics and Computer Science, Nanchang University

Key Achievements：

1. Research Projects

l National Natural Science Foundation of China (Regional Project), No. 8196070193: "Research on Weakly Supervised Medical Image Segmentation and Description Methods Based on Deep Learning and Correlative Semantic Labels", 2019, Principal Investigator

l Jiangxi Provincial Department of Education General Project, No. GJJ13167: "Development of a Brain Tumor Computer-Aided Diagnosis System Based on 3D Point Cloud Registration Technology", 2013, Principal Investigator

l Jiangxi Provincial Natural Science Foundation, No. 20151BAB207028: "Research on Multi-Dependent Variable Incremental Partial Least Squares Model", 2015, Co-Investigator

l Jiangxi Provincial Graduate Education Teaching Reform Research Project, No. JXYJG-2015-017: "Teaching Reform of Graduate Course 'Machine Learning' Based on Scientific Research Capacity Training", 2015, Co-Investigator

2. Published Papers

l Zhou, Yifeng, Huiling Gong, Ruiyun Qiu, Shaofeng Wei, Zhixun Li^*, and Wei Zhang. "MAFF-Net: SAM-powered Mixed Multi-scale Perception Adaptation and frequency-guided feature fusion for robust skin lesion segmentation." Biomedical Signal Processing and Control 113 (2026): 109222.

l Li, Zhixun, Jiancheng Fang, Ruiyun Qiu, and Huiling Gong. "Scribble-supervised medical image segmentation based on dynamically generated pseudo labels via multi-scale superpixels." Biomedical Signal Processing and Control 105 (2025): 107668.

l Li, Zhixun, Nan Zhang, Huiling Gong, Ruiyun Qiu, and Wei Zhang. "SG-MIAN: Self-guided multiple information aggregation network for image-level weakly supervised skin lesion segmentation." Computers in Biology and Medicine 170 (2024): 107988.

l Li, Zhixun, Nan Zhang, Huiling Gong, Ruiyun Qiu, and Wei Zhang. "MFA-net: multiple feature association network for medical image segmentation." Computers in Biology and Medicine 158 (2023): 106834.

l Li, Zhixun, Jiancheng Fang, Ruiyun Qiu, Huiling Gong, Wei Zhang, Linghao Li, and Jian Jiang. "CDA-Net: A contrastive deep adversarial model for prostate cancer segmentation in MRI images." Biomedical Signal Processing and Control 83 (2023): 104622.

3. Awards & Honors

l Second Prize of Jiangxi Provincial Science and Technology Progress Award (Provincial Level), Certificate No. J-08-2-24-R04: "Construction and Application of Clinical Medicine Question Bank", 2008, 4^th Author

l First Prize of Jiangxi Provincial University Excellent Multimedia Teaching Courseware Competition (Provincial Level): "Development and Research of Medical Question Bank Software", 2009, 2^nd Author

l First Prize of Jiangxi Provincial University Excellent Multimedia Courseware Competition (Provincial Level): "Development and Application of Medical Imaging Knowledge Competition Question Bank", 2007, 2^nd Author

Email：zhixun.li@163.com