研究方向:
(1)智能医学影像处理:研究医学图像增强、医学图像自动分割、多模态医学图像配准融合等算法,并研发精准化、智能化、网络化的医学影像辅助临床诊疗解决方案。
(2)智慧远程移动医疗:研究医疗健康数据智能采集、医疗健康信息云管理、医疗健康大数据挖掘等算法,并研发可远程移动化、物联网化的医疗健康信息化解决方案。
(3)神经影像处理分析:研究脑MR、脑电、脑磁等多模异构神经影像的处理分析算法,研发面向脑疾病的辅助诊断解决方案。
论文著作:
1. Yan Liu,Yakang Dai*,Yuanfeng Zhou,Xun Lang,Jihong Tang. An efficient and robust muscle artifact removal method for few-channel EEG. IEEE Access, 2019, 99:1. (SCI)
2. Qing Zhou, Zhiyong Zhou, Chunmiao Chen, Guohua Fan, Guangqiang Chen, Haiyan Heng, Jiansong Ji, Yakang Dai*. Grading of hepatocellular carcinoma using 3D SE-DenseNet in dynamic enhanced MR images. Computers in Biology and Medicine, 2019,107:47-57. (SCI)
3. Qing Zhang, Pingping Wang, Yan Liu, Bo Peng, Yufu Zhou, Zhiyong Zhou, Baotong Tong, Bensheng Qiu, Yishan Zheng, Yakang Dai*. A real-time wireless wearable electroencephalography system based on Support Vector Machine for encephalopathy daily monitoring. International Journal of Distributed Sensor Networks. 2018,14(5):1-9. (SCI)
4. Zhiyong Zhou, Jianfei Tu, Chen Geng, Jisu Hu, Baotong Tong, Jiansong Ji, Yakang Dai*. Accurate and Robust Non-rigid Point Set Registration using Student’s-t Mixture Model with Prior Probability Modeling. Scientific Reports, 2018,8(1):8742. (SCI)
5. Zhiyong Zhou, Baotong Tong, Jian Zheng, Chen Geng, Jisu Hu, Lingxiao Zhao, Yakang Dai*. Point-based Registration for Precise Surface Matching using Student's-t Mixture Model and Dirichlet Distribution. Biomedical Signal Processing and Control. 2017,33:10-18. (SCI)
6. Bo Peng, Suhong Wang, Zhiyong Zhou, Yan Liu, Baotong Tong, Tao Zhang, Yakang Dai*. A multilevel-ROI-features-based machine learning method for detection of morphometric biomarkers in Parkinson's disease. Neuroscience Letters. 2017,651:88. (SCI)
7. Yakang Dai, Yaping Wang, Li Wang, Guorong Wu, Feng Shi, Dinggang Shen. aBEAT: A Toolbox for Consistent Analysis of Longitudinal Adult Brain MRI. PLoS ONE, 2013,8(4): e60344. (SCI)
8. Yakang Dai, Feng Shi, Li Wang, Dinggang Shen. iBEAT: A Toolbox for Infant Brain Magnetic Resonance Image Processing. Neuroinformatics. 2013,11(2):211-225. (SCI)
9. Yakang Dai, Wenbo Zhang, Deanna L. Dickens, Bin He. Source Connectivity Analysis from MEG and its Application to Epilepsy Source Localization. Brain Topography. 2012,25(2):157-166. (SCI)
10. Yakang Dai, Jie Tian, Di Dong, Guorui Yan, Hairong Zheng. Real-time Visualized Freehand 3D Ultrasound Reconstruction Based on GPU. IEEE Transactions on Information Technology in Biomedicine. 2010,14(6):1338-1345.(SCI)
发明专利:
1. 戴亚康, 周志勇, 郑健, 董月芳, 刘兆邦. 一种低成本多材料3D打印头部脑部模型的方法. 发明专利. 申请号201410219481.5
2. 周志勇, 戴亚康, 郁朋, 耿辰. 基于3D打印的头部医学模型快速成型方法. 发明专利. 申请号201410218464.X
3. 周志勇, 戴亚康, 耿辰,胡冀苏,钱旭升.皮肤创面区域的皮肤建模方法. 发明专利. 201711434756.7
4. 刘婷, 戴亚康, 周志勇.脑磁源强度定位方法. 发明专利. 申请号201510435334.6
5. 刘婷, 戴亚康, 周志勇, 耿辰. 动态脑磁源定位方法. 发明专利. 申请号201510519262.3
6. 胡冀苏, 赵凌霄, 佟宝同, 周志勇, 耿辰, 刘燕, 戴亚康. 实时穿刺导航系统及其导航方法. 发明专利. 申请号201610347648.5
7. 彭博、戴亚康、史文博、周志勇、佟宝同. 基于脑核磁共振图像的多维特征分类算法. 发明专利. 申请号201610886193.4
8. 周志勇、戴亚康、耿辰、刘兆邦. 一种可穿戴的无创动脉健康检测装置. 发明专利. 申请号201520236149.X
9. 周志勇、戴亚康、郑健、李铭、杨晓冬. CT系统金属伪影校正方法. 发明专利. 申请号201410007036.2
10. 周志勇、耿辰、胡冀苏、戴亚康. EEG或MEG电极在脑MR图像中的定位装置和方法. 发明专利. 申请号201510946184.5