刘江 客座教授
计算机科学系 / 理工学院



联系方式 办公室
理工楼424

校园
University of Nottingham Ningbo China

地址
199 Taikang East Road, Ningbo, 315100, China

电话
**

邮箱
Jiang.Liu@nottingham.edu.cn



学历
1999/05-2004/04, 新加坡国立大学，计算机系，博士
1991/02-1992/11, 新加坡国立大学，计算机系，硕士
1983/08-1988/07，中国科技大学，少年班/计算机系，本科

个人简介
刘江1983年本科就读于中国科学技术大学计算机系，硕士和博士毕业于新加坡国立大学计算机系。2007年创建了新加坡科研局下属的的眼科医疗图像处理团队“iMED新加坡”，专注于眼科人工智能研究.。 归国前任IEEE生物医学工程学会新加坡地区主席。2016年3月， 刘江回到中国，创立了“iMED宁波“团队，组建了中科院宁波慈溪生物医学工程研究所，并任创所首任所长和高级研究员。2019年2月，刘江加入南方科技大学计算机科学与工程系，创立”iMED深圳“团队，在眼脑联动，人工智能、精准医疗、和手术机器人方向进一步展开科研工作。


教学
教授人工智能，高级人工智能，图像处理，医学图像处理，对媒体技术等课程


研究方向
眼脑联动，人工智能，医学图像处理，医疗手术机器人，眼科图像处理


荣誉职位
新加坡国家眼科研究所，首席科学家


奖项 / 专利
新加坡国家眼科研究中心首席科学家（兼）
新加坡卓越工程师奖，2013年&2015年
东南亚国家联盟图像系统设计奖，2011年
深圳市孔雀计划海外高层次人才A类


发表文章
部分最新论文
2020
Yitian Zhao, Jiong Zhang, Ella Pereira, Yalin Zheng, Pan Su, Jianyang Xie, Yifan Zhao, Yonggang Shi, Hong Qi, Jiang Liu, Yonghuai Liu, Automated Tortuosity Analysis of Nerve Fibers in Corneal Confocal Microscopy, IEEE Transactions on Medical Imaging, 2020, in press
Yitian Zhao, Jianyang Xie, Huaizhong Zhang, Yalin Zheng, Yifan Zhao, Hong Qi, Yangchun Zhao, Pan Su, Jiang Liu and Yonghuai Liu. Retinal Vascular Network Topology Reconstruction and Artery/Vein Classification via Dominant Set Clustering, IEEE Transactions on Medical Imaging, 2020, 39(2): 341-356
Jianlong Yang*, Yan Hu, Liyang Fang, Jun Cheng, Jiang Liu. Universal digital filtering for denoising volumetric retinal OCT and OCT angiography in 3D shearlet domain [J]. Optics Letters45(3), 694-697 (2020).
Lei Mou, Li Chen, Jun Cheng, Zaiwang Gu, Yitian Zhao, Jiang Liu, Dense Dilated Network with Probability Regularized Walk for Vessel Detection, IEEE Transcation on Medical Imaging, 39(5): 1392-1403, 2020.
Yitian Zhao, Yifan Zhao, Jiang Liu and others, Imaging of nonlinear and dynamic functional brain connectivity based on EEG recordings with the application on the diagnosis of Alzheimer's disease, IEEE Transactions on Medical Imaging, 39(5): 1571-1581, 2020.
Qifeng Yan, Bang Chen, Yan Hu, Jun Cheng, Yan Gong, Jianlong Yang, Jiang Liu, Yitian Zhao, Speckle Reduction of Optical Coherence Tomograms via Super Resolution Reconstruction and Its Application on Retinal Layer Segmentation, Artificial Intelligence In Medicine, 2020.
Lei Mou, Yitian Zhao, Huazhu Fu, Yonghuai Liu, Jun Cheng, Yalin Zheng, Pan Su, Jianlong Yang, Li Chen, Alejandro F Frangi, Masahiro Akiba, Jiang Liu, CS^2-Net: Deep Learning Segmentation of Curvilinear Structures in Medical Imaging, Medical Image Analysis (MedIA), 2020.
Hao Zhang, Likun Xia, Ran Song, Jianlong Yang, Huaying Hao, Jiang Liu, Yitian Zhao, Cerebrovascular Segmentation in MRA via Reverse Edge Attention Network, in: International Conference on Medical Image Computing and Computer-assisted Intervention MICCAI, 2020
H Hao, H Fu*, Y Xu, J Yang, F Li, X Zhang, J Liu, Y Zhao*, Open-Appositional- Synechial Anterior Chamber Angle Classification in AS-OCT Sequences ,MICCAI, 2020
F Li, H Li, J Yang, J Liu, T Aung, X Zhang, Upside-down position leads to choroidal expansion and anterior chamber shallowing: OCT study, British Journal of Ophthalmology 104 (6), 790-794, 2020
H Fu, F Li, Y Xu, J Liao, J Xiong, J Shen, J Liu, X Zhang, A retrospective comparison of deep learning to manual annotations for optic disc and optic cup segmentation in fundus photos ,TVST, 2020
2019
Jianyang Xie, Yitian Zhao, Yonghuai Liu, Pan Su, Yalin Zheng, Yifan Zhao, Jun Cheng, Jiang Liu, Topology Reconstruction of Tree-like Structure in Images via Structural Similarity Measure and Dominant Set Clustering, proceedings of CVPR, Long Beach, USA, June, 2019
Zaiwang Gu, Jun Cheng, Huazhu Fu, Yitian Zhao, Tianyang Zhang, Huaying Hao, Kang Zhou, Jiang Liu, CE-Net: Context Encoder Network for 2D Medical Image Segmentation, IEEE Transactions on Medical Imaging, 2019.
Pan Su, Tianhua Chen, Haoyu Mao, Jianyang Xie, Yitian Zhao, Jiang Liu. On the Application of Preaggregation Functions to Fuzzy Pattern Tree. to be appeared in proceedings of FUZZ-IEEE2019.
Huazhu Fu, Jiang Liu et al., A Deep Learning System for Automated Angle-Closure Detection in Anterior Segment Optical Coherence Tomography Images, American Journal of Ophthalmology, 2019.
Huazhu Fu, Boyang Wang, Jianbing Shen, Shanshan Cui, Yanwu Xu, Jiang Liu, Ling Shao, "Evaluation of Retinal Image Quality Assessment Networks in Different Color-spaces", in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Springer, Cham, 2019: 48-56.
Tianyang Zhang, Huazhu Fu, Yitian Zhao, Jun Cheng, Mengjie Guo, Zaiwang Gu, Bing Yang, Yuting Xiao, Shenghua Gao, Jiang Liu, "SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis", in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019, pp. 777-785.
Pan Su, Yitian Zhao, Tianhua Che, Jianyang Xie, Yifan Zhao, Hong Qi, Yalin Zheng, Jiang Liu, Exploiting Reliability-guided Aggregation for the Assessment of Curvilinear Structure Tortuosity, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019, pp. 12-20.
Lei Mou, Yitian Zhao, Li Chen, Jun Cheng,... Hong Qi, Yalin Zheng, Alejandro Frangi, Jiang Liu, CS-Net: Channel and Spatial Attention Network for Curvilinear Structure Segmentation, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019, pp. 721-730.
Hengrong Lan, Kang Zhou, Changchun Yang，Jun Cheng，Jiang Liu, Shenghua Gao, and Fei Gao, Ki-GAN: Knowledge Infusion Generative Adversarial Network for Photoacoustic Image Reconstruction in vivo, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019.
Yitian Zhao, Jianyang Xie, Huaizhong Zhang, Yalin Zheng, Yifan Zhao, Hong Qi, Yangchun Zhao, Pan Su, Jiang Liu and Yonghuai Liu. Retinal Vascular Network Topology Reconstruction and Artery/Vein Classification via Dominant Set Clustering, IEEE Transactions on Medical Imaging, 2019
Lei Mou, Li Chen, Jun Cheng, Zaiwang Gu, Yitian Zhao, Jiang Liu, Dense Dilated Network with Probability Regularized Walk for Vessel Detection, IEEE Transcation on Medical Imaging, 2019
Yitian Zhao, Yifan Zhao, Jiang Liu and others, Imaging of nonlinear and dynamic functional brain connectivity based on EEG recordings with the application on the diagnosis of Alzheimer's disease, IEEE Transactions on Medical Imaging, 2019
Zhang T, Cheng J, Fu H, Liu J et al. Noise Adaptation Generative Adversarial Network for Medical Image Analysis[J]. IEEE Transactions on Medical Imaging, 2019.
Jiang Y, Duan L, Cheng J, Z Gu, H Xia, H Fu, C Li, J Liu. JointRCNN: A Region-based Convolutional Neural Network for Optic Disc and Cup Segmentation[J]. IEEE Transactions on Biomedical Engineering, 2019.


专业服务
2019/02-今，南方科技大学计算机科学与工程系，教授
2016/03-2019/01，中国科学院宁波慈溪生物医学工程研究所，高级研究员/所长
2007/01-2016/03，新加坡科研局资讯通信研究院智能医疗影像研究所，创始所长/所长顾问/高级科学家
2004/07-2006/12，新加坡国立大学计算机系，研究员
1989/09-2004/6， 新加坡国有企业/跨国企业工业界，工程师/经理/技术总监
1988/09-1989/08，中国科学院自动化技术研究所，助理工程师