刘辉,助理研究员。于2017年获武汉大学摄影测量与遥感专业的博士学位。近几年主要从事心电智能诊断、医学人工智能等方面的研究工作,发表论文10余篇,授权发明专利5项。
研究方向:医学人工智能、生物医学信号处理与分析。
承担科研项目情况
1.济南市“新高校20条”项目,2021GXRC001,基于人工智能的心血管疾病辅助诊断关键技术研究,2021/01-2023/12, 105万元,6/15、参与
2.山东省重点研发计划, 2020CXGC010111,面向智慧城市的人工智能关键技术研究,2020/12-2023/12, 257万元,15/20、参与
部分代表性论文
[1] H. Liu, T. Gao, Z. Liu, and M. Shu, “FGSQA-Net: A Weakly Supervised Approach to Fine-Grained Electrocardiogram Signal Quality Assessment,” IEEE Journal of Biomedical and Health Informatics, vol. 27, no. 8, pp. 3844–3855, Aug. 2023.
[2] H. Liu et al., “A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements,” Sci Data, vol. 9, no. 1, Art. no. 1, Jun. 2022.
[3] H. Xie, H. Liu, S. Zhou, T. Gao, and M. Shu, “A lightweight 2-D CNN model with dual attention mechanism for heartbeat classification,” Appl Intell, Dec. 2022.
[4] X. Xie, H. Liu, D. Chen, M. Shu, and Y. Wang, “Multi-label 12-lead ECG classification based on lead-wise grouping multi-branch network,” IEEE Trans. Instrum. Meas., vol. 71, pp. 1–11, Apr. 2022.
[5] Xie, X.; Liu, H.; Shu, M.; Zhu, Q.; Huang, A.; Kong, X.; Wang, Y., “A multi-stage denoising framework for ambulatory ECG signal based on domain knowledge and motion artifact detection,” Future Generation Computer Systems, vol. 116, pp. 103–116, Mar. 2021.
代表性授权发明专利
1. 刘辉;谢小云;王英龙;舒明雷,一种基于窗口方差变换的穿戴式心电信号R波检测方法,中国专利,专利号:ZL202010891751.2
2. 舒明雷;牛黎莎;王英龙;刘辉;高天雷;张友梅;谢小云;周书旺,一种基于对抗域自适应学习的心电信号分类方法,中国专利,专利号:ZL202010221886.8