刘江
2019-07-17
刘江 教授
电子邮箱:liuj_AT_sustech.edu.cn
办公室:南方科技大学工学院南楼409
研究方向: 眼科人工智能、眼脑联动、医疗影像、精准医疗、手术机器人
教育背景
◆ 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
工作经历
◆ 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
荣誉与奖项
◆计算机科学与工程系终身教授 2019-
◆南方科技大学医院特聘教授 2023-
◆深圳市优秀教师 2023
◆新加坡眼科研究中心首席科学家2014-2023
◆中科院宁波慈溪生物医学工程研究所所长 2018
◆新加坡IEEE生物医学工程协会主席 2014
代表文章
- Heng Li#, Haofeng Liu#, Yan Hu*, Huazhu Fu, Yitian Zhao, Jiang Liu*, An Annotation-free Restoration Network for Cataractous Fundus Images, IEEE Transactions on Medical Imaging, 2022, 41(7): 1699-1710.
- Jinkui Hao#, Fei Li#, Huaying Hao, Huazhu Fu, Yanwu Xu, Risa Higashita, Xiulan Zhang*, Jiang Liu*, Yitian Zhao*, Hybrid Variation-aware Network for Angle-closure Assessment in AS-OCT, IEEE Transactions on Medical Imaging, 2022, 41(2):254-265.
- Ma Yuhui#, Jiang Liu#, Yonghuai Liu, Huazhu Fu, Yan Hu, Jun Cheng, Hong Qi, Yufei Wu, Joing Zhang, Yitian Zhao*, Structure and Illumination Constrained GAN for Medical Image Enhancement, IEEE Transactions on Medical Imaging, 2021, 40(12):3955-3967.
- Xiaoqing Zhang, Zunjie Xiao, Huazhu Fu, Yan Hu, Jin Yuan, Yanwu Xu , Risa Higashita*, Jiang Liu*, Attention to region: Region-based integration-and-recalibration networks for nuclear cataract classification using AS-OCT images, Medical Image Analysis, 2022, 80:102499. (DOI: 10.1016/j.media.2022.102499)
- Jiansheng Fang*, Huazhu Fu, Jiang Liu*, Deep Triplet Hashing Network for Case-based Medical Image Retrieval, Medical Image Analysis, 2021, 69:101981.
- Huaying Hao, Yitian Zhao*, Qifeng Yan, Risa Higashita, Jiong Zhang, Yifan Zhao, Yanwu Xu, Fei Li, Xiulan Zhang, Jiang Liu*, Angle-closure assessment in anterior segment OCT images via deep learning, Medical Image Analysis, 2021, 69: 101956.
- Mou Lei; Zhao Yitian*; Fu Huazhu; Liu Yonghuai; Cheng Jun; Zheng Yalin; Su Pan; Yang Jianlong; Chen Li; Frangi Alejandro F.; Akiba Masahiro; Liu Jiang*; CS2-Net: Deep learning segmentation of curvilinear,structures in medical imaging, Medical Image Analysis, 2021, 67:
- Hongyang Jiang, Mengdi Gao, Heng Li, Richu Jin, Hanpei Miao, Jiang Liu*, Multi-Learner Based Deep Meta-Learning for Few-Shot Medical Image Classification, IEEE Journal of Biomedical and Health Informatic, 2022
- Xiaoqing Zhang, Zunjie Xiao, Lingxi Hu, Gelei Xu, Risa Higashita*, Wan Chen, Jin Yuan, Jiang Liu*, CCA-Net: Clinical-awareness attention network for nuclear cataract classification in AS-OCT, Knowledge-Based Systems, 2022, 250:109109. (DOI: 10.1016/j.knosys.2022.109109)
- Luoying Hao, Yan Hu, Yanwu Xu, Huazhu Fu, Hanpei Miao, Ce Zheng; Jiang Liu*, Dynamic analysis of iris changes and a deep learning system for automated angle-closure classification based on AS-OCT videos, Eye and Vision, 2022.
- Xiaoqing Zhang, Zunjie Xiao, Xiao Wu, Yu Chen, Risa Higashita, Wan Chen, Jin Yuan, Jiang Liu, Nuclear cataract classification in anterior segment OCT based on clinical global-local features, Complex & Intelligent Systems, 2022.
- Peng Liu, Risa Higashita, Philip Yawen Guo, Keiichiro Okamoto, Fei Li, Anwell Nguyen, Rei Sakata; Lixin Duan, Makoto Aihara, Shan Lin, Xiulan Zhang, Christopher Kai-shun Leung, Jiang Liu. Reproducibility of deep learning based scleral spur localisation and anterior chamber angle measurements from anterior segment optical coherence tomography images, British Journal of Ophthalmology, 2022.
- Jiansheng Fang, Ming Zeng, Xiaoqing Zhang, Hongbo Liu, Yitian Zhao, Peng Zhang, Hong Yang, Junling Liu, Hanpei Miao, Yan Hu, Jiang Liu*, Deep metric learning with mirror attention and fine triplet loss for fundus image retrieval in ophthalmology, Biomedical Signal Processing and Control, 2022.
- Mengjie Guo, Hengrong Lan, Changchun Yang, Jiang Liu*, Fei Gao, AS-Net: Fast Photoacoustic Reconstruction With Multi-Feature Fusion From Sparse Data, IEEE Transactions on Computational Imaging, 2022, 8: 215-223. (DOI: 10.1109/TCI.2022.3155379)
- Jiansheng Fang, Dan Zeng, XiaoYan, Yubing Zhang, Hongbo Liu, BoTang, Ming Yang, JiangLiu*, Combating Spatial Redundancy with Spectral Norm Attention in Convolutional Learners, Neurocomputing, 2022, 511:105-116.
- Zhongxi Qiu, Yan Hu*, Jiayi Zhang, Xiaoshan Chen, Jiang Liu*, FGAM: a pluggable light-weight attention module for medical image segmentation, Computers in Biology and Medicine, 2022, 146:105628. (DOI: 10.1016/j.compbiomed.2022.105628)
- Wenqiang Luo, Zhiwei Chen, Qi Zhang, Baiying Lei, Zhong Chen, Yuan Fu, Peidong Guo, Chang chuanLi, Teng Ma*, Jiang Liu*, Yue Ding*, Osteoporosis Diagnostic Model Using a Multichannel Convolutional Neural Network Based on Quantitative Ultrasound Radiofrequency Signal, Ultrasound in Medicine & Biology, 2022, 48(8). (DOI: 10.1016/j.ultrasmedbio.2022.04.005)
- Xiaoqing Zhang, Zunjie Xiao, Risa Higashita, Yan Hu, Wan Chen, Jin Yuan, Jiang Liu, Adaptive feature squeeze network for nuclear cataract classification in AS-OCT image, Journal of Biomedical Informatics, 2022, 128:104037. (DOI: 10.1016/j.jbi.2022.104037)
- Xiaoqing Zhang, Zunjie Xiao, Xiaoling, Li, Xiao Wu, Hanxi Sun, Jin Yuan, Risa Higashita, Jiang Liu*, Mixed pyramid attention network for nuclear cataract classification based on anterior segment OCT images, Health Information Science and Systems, 2022, 10(1):3. (DOI: 10.1007/s13755-022-00170-2)
- Yitian Zhao#, Jinyu Zhao#, Yuanyuan Gu#, Bang Chen, Jiaqi Guo, Jianyang Xie, Qifeng Yan, Yuhui Ma, Yufei Wu, Jiong Zhang*, Qinkang Lu*, Jiang Liu*, Outer Retinal Layer Thickness Changes in White Matter Hyperintensities and Parkinson's Disease, Frontiers in Neuroscience, 2021, (15):741651.
- Yan Hu*; Jianfeng Ren; Jianglong Yang; Ruibing Bai; Jiang Liu*; Noise Reduction by Adaptive-SIN Filtering for Retinal OCT Images, Scientific Reports, 2021,11(1):19498.
- Jiansheng Fang; Yanwu Xu; Yitian Zhao; Yuguang Yan; Junling Liu; Jiang Liu*, Weighing features of lung and heart regions for thoracic disease classification, BMC MedicalImaging, 2021, 21:99.
- Yan Qifeng; Chen Bang; Hu Yan; Cheng Jun; Gong Yan; Yang Jianlong; Liu Jiang*; Zhao Yitian*; Speckle reduction of OCT via super resolution reconstruction and its application on retinal layer segmentation, Artificial Intelligence in Medicine, 2020, 106:101871.
- Su Pan; Chen Tianhua; Xie Jianyang; Zheng Yalin; Qi Hong; Borroni Davide; Zhao Yitian*; Liu Jiang*, Corneal nerve tortuosity grading via ordered weighted averaging-based feature extraction, Medical Physics, 2020, 47(10): 4983-4996.
- Xiaoqing Zhang, Yan Hu, Zunjie Xiao, Jiansheng Fang, Risa Higashita, Jiang Liu*, Machine Learning for Cataract Classification/Grading on Ophthalmic Imaging Modalities: A Survey, Machine Intelligence Research, 2022, 19(3):184-208. (DOI: 10.1007/s11633-022-1329-0)
- Jiansheng Fang; Huazhu Fu; Dan Zeng; Xiao Yan; Yuguang Yan; Jiang Liu*; Combating Ambiguity for Hash-Code Learning in Medical Instance Retrieval, IEEE Journal of Biomedical and Health Informatics, 2021,25(10):3943-3954.
- Fei Li, Hao Li, Jianlong Yang, Jiang Liu, Aung Tin, Xiulan Zhang. Upside-down position leads to choroidal expansion and anterior chamber shallowing: OCT study[J]. British Journal of Ophthalmology, 2019: bjophthalmol-2019-314418.
- Yifan Zhao ; Yitian Zhao ; Pholpat Durongbhan ; Liangyu Chen ; Jiang Liu ; S. A. Billings ; Panagiotis Zis;Zoe C. Unwin;Matteo De Marco;Annalena Venneri. Imaging of nonlinear and dynamic functional brain connectivity based on EEG recordings with the application on the diagnosis of Alzheimer’s disease[J]. IEEE Transactions on Medical Imaging, 2019.
- Lei Mou, Li Chen, Jun Cheng, Zaiwang Gu, Yitian Zhao and Jiang Liu. Dense Dilated Network with Probability Regularized Walk for Vessel Detection[J]. IEEE Transactions on Medical Imaging, 2019.
- Zaiwang Gu, Jun Cheng , Huazhu Fu , Kang Zhou, Huaying Hao, Yitian Zhao , Tianyang Zhang, Shenghua Gao , and Jiang Li. CE-Net: Context Encoder Network for 2D Medical Image Segmentation[J]. IEEE Transactions on Medical Imaging, 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[J]. IEEE Transactions on Medical Imaging, 2019.
- Tianyang Zhang, Jun Cheng, Huazhu Fu, Zaiwang Gu, Yuting Xiao, Kang Zhou, Shenghua Gao, Rui Zheng and Jiang Liu. Noise Adaptation Generative Adversarial Network for Medical Image Analysis[J]. IEEE Transactions on Medical Imaging, 2019.
- Huazhu Fu, Yanwu Xu, Stephen Lin, Damon Wing Kee Wong, Mani Baskaran, Meenakshi Mahesh, Tin Aung and Jiang Liu. Angle-Closure Detection in Anterior Segment OCT based on Multi-Level Deep Network[J]. IEEE Transactions on Cybernetics,2019
- Jianyang Xie, Yitian Zhao, Yonghuai Liu, Pan Su, Yifan Zhao,Jun Cheng, Yalin Zheng, Jiang Liu. Topology Reconstruction of Tree-Like Structure in Images via Structural Similarity Measure and Dominant Set Clustering[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2019: 8505-8513.
- Tianyang Zhang, Huazhu Fu, Yitian Zhao, Jun Cheng, Mengjie Guo, Zaiwang Gu, Bing Yang, Yuting Xiao, Shenghua Gao, and Jiang Liu. SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis[C]//International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2019: 777-785.
- Pan Su, Yitian Zhao, Tianhua Chen, Jianyang Xie, Yifan Zhao, Hong Qi, Yalin Zheng, and Jiang Liu. Exploiting Reliability-Guided Aggregation for the Assessment of Curvilinear Structure Tortuosity[C]//International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2019: 12-20.
- Lei Mou, Yitian Zhao, Li Chen, Jun Cheng, Zaiwang Gu, Huaying Hao, Hong Qi , Yalin Zheng, Alejandro Frangi, and Jiang Liu. CS-Net: Channel and Spatial Attention Network for Curvilinear Structure Segmentation[C]//International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2019: 721-730.
- 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[C]//International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2019: 48-56.
- Yitian Zhao, Yalin Zheng, Yonghuai Liu, Yifan Zhao, Lingling Luo, Siyuan Yang, Tong Na, Yongtian Wang, Jiang Liu, Automatic 2D/3D Vessel Enhancement in Multiple Modality Images Using a Weighted Symmetry Filter, IEEE Transactions on Medical Imaging, 37(2): 438-450, 2018
- Fu, Jun Cheng, Y. Xu, D. W. K. Wong, J. Liu and X. Cao, Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation, IEEE Transactions on Medical Imaging, vol. 37, no 7, pp. 1597-1605, 2018.
- Fu, Jun Cheng, Y. Xu, C. Zhang, D. W. K.Wong, J. Liu, X. Cao, "Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image", IEEE Transactions on Medical Imaging, vol. 37, no. 11, pp. 2493-2501, 2018 .
- Jun Cheng, Z. Li, Z. Gu, H. Fu, D. W. K. Wong, J. Liu,"Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis", IEEE Transactions on Medical Imaging, vol. 37, no. 11, pp. 2536-2546, 2018.
- Yitian Zhao, Yalin Zheng, Zhili Chen, Peng Liu, Yifan Zhao, Jiang Liu, Uniqueness-Driven Saliency Analysis For Automated Abnormalities Detection with Application to Retinal Diseases, Proceedings of International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 109-118, Granada, Spain, September, 2018.
- Yitian Zhao, JianyangXie, Yalin Zheng, Yonghuai Liu, Pan Su, Yifan Zhao, Jun Cheng, Jiang Liu, Retinal Artery and Vein Classification via Dominant Sets Clustering-based Vascular Topology Estimation, Proceedings of International Conference on Medical Image Computing and Computer-Assisted Intervention pp. 56-64, Granada, Spain, September, 2018
- Huazhu Fu, Yanwu Xu, Stephen Lin, Damon Wing Kee Wong, Baskaran Mani, Meenakshi Mahesh, Tin Aung, Jiang Liu, "Multi-Context Deep Network for Angle-Closure Glaucoma Screening in Anterior Segment OCT", Proceedings of International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 356-363, 2018
- Yifan Zhao, Ramon Laguna, Yitian Zhao, John Yianni, PtolemaiosSarrigiannis, Jimmy Liu Jiang and Xiong-xiong He, A wavelet-based correlation analysis framework to study cerebro-muscular activity in essential tremor, Complexity, 7269494, 2018.