研究方向:
医疗大数据智能处理分析:可信人工智能算法与多模态融合学习算法研究
智能生物材料设计:材料逆向设计与属性预测方法研究
论文著作:
1)Xusheng Qian, Jisu Hu, Yi Zheng, He Huang, Zhiyong Zhou, Yakang Dai*. Safe dynamic sparse training of modified RBF networks for joint feature selection and classification. Neurocomputing, 2024, 600: 128150.
2)Xusheng Qian#, Zhiyong Zhou#,Jianbing Zhu, He Huang*, Yakang Dai*. A comparative study of kernel-based vector machines with probabilistic outputs for medical diagnosis. Biocybernetics and Biomedical Engineering, 2021, 41(4): 1486-1504.
3)Zhiyong Zhou*#, Zhechen Zhou#, Xusheng Qian#, Jisu Hu, Bo Peng, Chen Geng, Bin Dai, He Huang, Wenbin Zhang*, Yakang Dai*. BSA-Seg: A Bi-level sparse attention network combining narrow band loss for multi-target medical image segmentation. Neural Networks, 2025, 188: 107431.
4)Zhiyong Zhou#, Xusheng Qian#, Jisu Hu, Gangqiang Chen, Ciyuan Zhang*, Jianbing Zhu*, Yakang Dai*. An artificial intelligence-assisted diagnosis modeling software (AIMS)platform based on medical images and machine learning: a development and validation study. Quantitative Imaging in Medicine and Surgery, 2023, 13(11): 7504-7522.
5)Ziyang Han#, Xusheng Qian#, He Huang*, Tingwen Huang. Efficient design of multicolumn RBF networks. Neurocomputing, 2021, 450: 253-263.
科研项目:
1)基于对比表征学习和双重置信度校准的胸部CT高可信肺炎病原学分类方法研究,苏州市基础研究项目,2024.07-2027.06,项目负责人,25万.
2)基于人工智能开发用于神经化的多种组织再生材料关键技术研究,国家重点研发计划,2024.07-2027.06,项目骨干,子任务负责人,52.5万
3)磁共振与电生理融合的高时空分辨脑深部刺激手术计划导航关键技术研发,江苏省重点研发计划,2022.07-2026.06,子任务负责人,30万.