生物医学工程

   

081104-模式识别与智能系统
081002-信号与信息处理
083100-生物医学工程

磁共振成像，人工智能，模式识别与智能系统

2002-09--2006-03   上海交通大学   博士
1999-09--2002-06   合肥工业大学   硕士
1994-09--1998-07   合肥工业大学   学士

研究生

博士

   

2015-01~现在, 中国科学院深圳先进技术研究院, 研究员
2011-04~2015-01,中国科学院深圳先进技术研究院, 副研究员
2007-11~2011-04,美国威斯康星大学密尔沃基分校, 博士后、research scientist
2006-07~2007-08,香港大学, 博士后
1998-07~1999-09,合肥工业大学, 研究生辅导员

2020-01-01-2023-12-31,Annual Meeting Program Committee, ISMRM大会程序委员会委员
2019-11-19-今,亚洲医学磁共振学会, 理事
2018-01-01-今,Magnetic Resonance in Medicine Editoral Board Member,
2017-07-01-今,中华医学会放射学分会磁共振专委会物理与工程学组, 委员
2016-09-30-今,IEEE Computational Imaging Special Interest Group Member, Member
2014-10-01-今,IEEE Transactions on Medical Imaging (IEEE-TMI) Associate Editor,
2014-08-09-今,Quantitative Imaging in Medicine and Surgery Editorial Board Member,
2014-07-15-今,中国生物医学工程学会青年工作委员会 副主任委员,
2012-06-11-今,深圳市科技评审专家,
2012-03-16-今,国家自然科学基金评审专家,
2012-03-16-今,广东省自然科学基金评审专家,

磁共振成像原理与应用基础

   

（1） 超高场人体全身磁共振成像关键技术与应用, 一等奖, 省级, 2022
（2） 高场磁共振医学影像设备资助研制与产业化, 一等奖, 国家级, 2021
（3） 中国生物医学工程“黄家驷”科技进步奖, 一等奖, 部委级, 2019
（4） 中国专利优秀奖, , 国家级, 2018
（5） 广东省技术发明奖, 一等奖, 省级, 2018
（6） 王天眷波谱学奖, 其他, 2018
（7） 深圳市技术发明奖, 一等奖, 省级, 2018
（8） 中国科学院科技促进发展奖, 二等奖, 部委级, 2015

   

[1] IEEE Transactions on Medical Imaging. 2024, 第 14 作者  通讯作者  
[2] Qiting Wu, Yulong Qi, Pengcheng Gong, Bingsheng Huang, Guanxun Cheng, Dong Liang, Hairong Zheng, Phillip Zhe Sun, Yin Wu. Fast and robust pulsed chemical exchange saturation transfer (CEST) MRI using a quasi-steady-state (QUASS) algorithm at 3T. MAGNETIC RESONANCE IMAGING[J]. 2024, 第 6 作者105(null): 29-36, http://dx.doi.org/10.1016/j.mri.2023.10.009.
[3] Qingyong Zhu, Zhuo-Xu Cui, Jing Cheng, Zhang, Bo, Dong Liang. Deep unfolding as iterative regularization for imaging inverse problems. INVERSE PROBLEMS[J]. 2024, 第 5 作者  通讯作者  40(2): 025011 (31pp), https://doi.org/10.1088/1361-6420/ad1a3c.
[4] Zhuo-Xu Cui, Dong Liang, Sen Jia, Jing Cheng, Qingyong Zhu, Yuanyuan Liu, Kankan Zhao, Ziwen Ke, Wenqi Huang, Yanjie Zhu, Leslie Ying. Equilibrated Zeroth-Order Unrolled Deep Network for Parallel MR Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2023, 第 2 作者  通讯作者  
[5] 周谊航, 王海峰, 刘聪聪, 李烨, 朱燕杰, 胡湛棋, 廖建湘, 梁栋. Recent advances in highly accelerated 3D MRI. PHYSICS IN MEDICINE AND BIOLOGY[J]. 2023, 第 8 作者  通讯作者  68(14TR01): 
[6] Zhuo-Xu Cui, Dong Liang, Sen Jia, Jing Cheng, Qingyong Zhu, Yuanyuan Liu, Kankan Zhao, Ziwen Ke, Wenqi Huang, Yanjie Zhu, Leslie Ying. Equilibrated Zeroth-Order Unrolled Deep Network for Parallel MR Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2023, 第 11 作者
[7] Liang, Dong, Peng, Xiaoting, Hu, Yuyao, Zhao, Fu, Zheng, Shanshan, Situ, Guohai, Liu, Jun. Light-sheet light-field fluorescence microscopy. OPTICS AND LASERS IN ENGINEERING[J]. 2022, 第 1 作者153: http://dx.doi.org/10.1016/j.optlaseng.2022.107015.
[8] Liwen Wan, Haoxiang Li, Lei Zhang, Shi Su, Cheng Wang, Baochang Zhang, Dong Liang, Hairong Zheng, Xin Liu, Na Zhang. Automated Morphologic Analysis of Intracranial and Extracranial Arteries Using Convolutional Neural Networks. Br J Radiol[J]. 2022, 第 7 作者20210031: 
[9] Zhou, Yihang, Wang, Haifeng, Liu, Yuanyuan, Liang, Dong, Ying, Leslie. Accelerating MR Parameter Mapping Using Nonlinear Compressive Manifold Learning and Regularized Pre-Imaging. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING[J]. 2022, 第 11 作者69(10): 2996-3007, 
[10] Cui, ZhuoXu, Jia, Sen, Zhu, Qingyong, Liu, Congcong, Qiu, Zhilang, Liu, Yuanyuan, Cheng, Jing, Wang, Haifeng, Zhu, Yanjie, Liang, Dong. K-UNN: k-Space Interpolation With Untrained Neural Network. 2022, 第 10 作者http://arxiv.org/abs/2208.05827.
[11] Zhenxing Huang, Zhou Liu, Pin He, Ya Ren, Shuluan Li, Yuanyuan Lei, Dehong Luo, Dong Liang, Dan Shao, Zhanli Hu, Na Zhang. Segmentation-guided Denoising Network for Low-dose CT Imaging. Computer Methods and Programs in Biomedicine[J]. 2022, 第 8 作者227: 107199, 
[12] Sun, Tao, Wu, Yaping, Wei, Wei, Fu, Fangfang, Meng, Nan, Chen, Hongzhao, Li, Xiaochen, Bai, Yan, Wang, Zhenguo, Ding, Jie, Hu, Debin, Chen, Chaojie, Hu, Zhanli, Liang, Dong, Liu, Xin, Zheng, Hairong, Yang, Yongfeng, Zhou, Yun, Wang, Meiyun. Motion correction and its impact on quantification in dynamic total-body 18F-fluorodeoxyglucose PET. EJNMMI PHYSICS[J]. 2022, 第 14 作者9(1): http://dx.doi.org/10.1186/s40658-022-00493-9.
[13] Liang, Dong, Peng, Xiaoting, Hu, Yuyao, Zhao, Fu, Zheng, Shanshan, Situ, Guohai, Liu, Jun. Light-sheet light-field fluorescence microscopy. OPTICS AND LASERS IN ENGINEERING[J]. 2022, 第 1 作者153: http://dx.doi.org/10.1016/j.optlaseng.2022.107015.
[14] Liwen Wan, Haoxiang Li, Lei Zhang, Shi Su, Cheng Wang, Baochang Zhang, Dong Liang, Hairong Zheng, Xin Liu, Na Zhang. Automated Morphologic Analysis of Intracranial and Extracranial Arteries Using Convolutional Neural Networks. Br J Radiol[J]. 2022, 第 7 作者20210031: 
[15] Su, Ting, Sun, Xindong, Yang, Jiecheng, Mi, Donghua, Zhang, Yikun, Wu, Haodi, Fang, Shibo, Chen, Yang, Zheng, Hairong, Liang, Dong, Ge, Yongshuai. DIRECT-Net: A unified mutual-domain material decomposition network for quantitative dual-energy CT imaging. MEDICAL PHYSICS[J]. 2022, 第 10 作者49(2): 917-934, http://dx.doi.org/10.1002/mp.15413.
[16] Zhou, Yihang, Wang, Haifeng, Liu, Yuanyuan, Liang, Dong, Ying, Leslie. Accelerating MR Parameter Mapping Using Nonlinear Compressive Manifold Learning and Regularized Pre-Imaging. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING[J]. 2022, 第 4 作者  通讯作者  69(10): 2996-3007, http://dx.doi.org/10.1109/TBME.2022.3158904.
[17] Cui, ZhuoXu, Jia, Sen, Zhu, Qingyong, Liu, Congcong, Qiu, Zhilang, Liu, Yuanyuan, Cheng, Jing, Wang, Haifeng, Zhu, Yanjie, Liang, Dong. K-UNN: k-Space Interpolation With Untrained Neural Network. 2022, 第 10 作者http://arxiv.org/abs/2208.05827.
[18] Zhenxing Huang, Zhou Liu, Pin He, Ya Ren, Shuluan Li, Yuanyuan Lei, Dehong Luo, Dong Liang, Dan Shao, Zhanli Hu, Na Zhang. Segmentation-guided Denoising Network for Low-dose CT Imaging. Computer Methods and Programs in Biomedicine[J]. 2022, 第 8 作者227: 107199, 
[19] Sun, Tao, Wu, Yaping, Wei, Wei, Fu, Fangfang, Meng, Nan, Chen, Hongzhao, Li, Xiaochen, Bai, Yan, Wang, Zhenguo, Ding, Jie, Hu, Debin, Chen, Chaojie, Hu, Zhanli, Liang, Dong, Liu, Xin, Zheng, Hairong, Yang, Yongfeng, Zhou, Yun, Wang, Meiyun. Motion correction and its impact on quantification in dynamic total-body 18F-fluorodeoxyglucose PET. EJNMMI PHYSICS[J]. 2022, 第 14 作者9(1): http://dx.doi.org/10.1186/s40658-022-00493-9.
[20] Zhu, Tingting, Ren, Lijie, Zhang, Lei, Shao, Yinghui, Wan, Liwen, Li, Ye, Liang, Dong, Zheng, Hairong, Liu, Xin, Zhang, Na. Comparison of plaque characteristics of small and large subcortical infarctions in the middle cerebral artery territory using high-resolution magnetic resonance vessel wall imaging. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY[J]. 2021, 第 7 作者11(1): 57-66, http://dx.doi.org/10.21037/qims-20-310.
[21] Su, Shi, Qiu, Zhilang, Luo, Chao, Shi, Caiyun, Wan, Liwen, Zhu, Yanjie, Li, Ye, Liu, Xin, Zheng, Hairong, Liang, Dong, Wang, Haifeng. Accelerated 3D bSSFP Using a Modified Wave-CAIPI Technique With Truncated Wave Gradients. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2021, 第 11 作者40(1): 48-58, http://dx.doi.org/10.1109/TMI.2020.3021737.
[22] Cheng, Jing, Cui, ZhuoXu, Huang, Wenqi, Ke, Ziwen, Ying, Leslie, Wang, Haifeng, Zhu, Yanjie, Liang, Dong, 王海峰. Learning Data Consistency and its Application to Dynamic MR Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2021, 第 11 作者40(11): 3140-3153, 
[23] Liang, Dong, Guo, Huadong, Zhang, Lu, Cheng, Yun, Zhu, Qi, Liu, Xuting. Time-series snowmelt detection over the Antarctic using Sentinel-1 SAR images on Google Earth Engine. REMOTE SENSING OF ENVIRONMENT[J]. 2021, 第 1 作者256: http://dx.doi.org/10.1016/j.rse.2021.112318.
[24] Su, Ting, Deng, Xiaolei, Yang, Jiecheng, Wang, Zhenwei, Fang, Shibo, Zheng, Hairong, Liang, Dong, Ge, Yongshuai. DIR-DBTnet: Deep iterative reconstruction network for three-dimensional digital breast tomosynthesis imaging. MEDICAL PHYSICS[J]. 2021, 第 11 作者48(5): 2289-2300, http://dx.doi.org/10.1002/mp.14779.
[25] Huang, Zhenxing, Liu, Xinfeng, Wang, Rongpin, Zhang, Mudan, Zeng, Xianchun, Liu, Jun, Yang, Yongfeng, Liu, Xin, Zheng, Hairong, Liang, Dong, Hu, Zhanli. FaNet: fast assessment network for the novel coronavirus (COVID-19) pneumonia based on 3D CT imaging and clinical symptoms. APPLIED INTELLIGENCE[J]. 2021, 第 11 作者51(5): 2838-2849, http://dx.doi.org/10.1007/s10489-020-01965-0.
[26] Ge, Yongshuai, Chen, Jianwei, Yang, Jiecheng, Zhu, Peiping, Zhang, Huitao, Zheng, Hairong, Liang, Dong. Angular sensitivity of an x-ray differential phase contrast imaging system with real and virtual source images. OPTICS LETTERS[J]. 2021, 第 7 作者46(11): 2791-2794, http://dx.doi.org/10.1364/OL.416621.
[27] Chen, Chen, Yan, Jining, Wang, Lizhe, Liang, Dong, Zhang, Wanfeng. Classification of Urban Functional Areas From Remote Sensing Images and Time-Series User Behavior Data. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2021, 第 4 作者14: 1207-1221, https://doaj.org/article/d5d81fc4d4914897ab37274a5a93f0a3.
[28] Zou, Lixian, Liang, Dong, Ye, Huihui, Su, Shi, Zhu, Yanjie, Liu, Xin, Zheng, Hairong, Wang, Haifeng, 王海峰. Quantitative MR relaxation using MR fingerprinting with fractional-order signal evolution. JOURNAL OF MAGNETIC RESONANCE[J]. 2021, 第 2 作者330: http://dx.doi.org/10.1016/j.jmr.2021.107042.
[29] Zhao, Huangxuan, Ke, Ziwen, Yang, Fan, Li, Ke, Chen, Ningbo, Song, Liang, Zheng, Chuansheng, Liang, Dong, Liu, Chengbo. Deep Learning Enables Superior Photoacoustic Imaging at Ultralow Laser Dosages. ADVANCED SCIENCE[J]. 2021, 第 11 作者8(3): https://doaj.org/article/ab0dc389a6b24fa1b2b385ca97382562.
[30] Wang, Siyuan, Lv, Junjie, He, Zhuonan, Liang, Dong, Chen, Yang, Zhang, Minghui, Liu, Qiegen. Denoising auto-encoding priors in undecimated wavelet domain for MR image reconstruction. NEUROCOMPUTING[J]. 2021, 第 11 作者437: 325-338, http://dx.doi.org/10.1016/j.neucom.2020.09.086.
[31] Xue, Hengzhi, Zhang, Qiyang, Zou, Sijuan, Zhang, Weiguang, Zhou, Chao, Tie, Changjun, Wan, Qian, Teng, Yueyang, Li, Yongchang, Liang, Dong, Liu, Xin, Yang, Yongfeng, Zheng, Hairong, Zhu, Xiaohua, Hu, Zhanli. LCPR-Net: low-count PET image reconstruction using the domain transform and cycle-consistent generative adversarial networks. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY[J]. 2021, 第 10 作者11(2): 749-762, http://dx.doi.org/10.21037/qims-20-66.
[32] Gaire, Sunil Kumar, Wang, Yanhua, Zhang, Hao F, Liang, Dong, Ying, Leslie. Accelerating 3D single-molecule localization microscopy using blind sparse inpainting. JOURNAL OF BIOMEDICAL OPTICS[J]. 2021, 第 4 作者26(2): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7910702/.
[33] Zhu, Yanjie, Liu, Yuanyuan, Ying, Leslie, Qiu, Zhilang, Liu, Qiegen, Jia, Sen, Wang, Haifeng, Peng, Xi, Liu, Xin, Zheng, Hairong, Liang, Dong. A 4-minute solution for submillimeter whole-brain T-1 rho quantification. Magenetic Resonance in Medicine[J]. 2021, 第 11 作者85(6): 3299-3307, https://www.webofscience.com/wos/woscc/full-record/WOS:000606003900001.
[34] 朱燕杰. Learned Low-rank Priors in Dynamic MR Imaging. IEEE Transactions on Medical Imaging[J]. 2021, 
[35] Zou, Lixian, Liang, Dong, Ye, Huihui, Su, Shi, Zhu, Yanjie, Liu, Xin, Zheng, Hairong, Wang, Haifeng. Quantitative MR relaxation using MR fingerprinting with fractional-order signal evolution (vol 330, 107042, 2021). JOURNAL OF MAGNETIC RESONANCE. 2021, 第 2 作者332: http://dx.doi.org/10.1016/j.jmr.2021.107066.
[36] Huang, Zhenxing, Liu, Xinfeng, Wang, Rongpin, Chen, Jincai, Lu, Ping, Zhang, Qiyang, Jiang, Changhui, Yang, Yongfeng, Liu, Xin, Zheng, Hairong, Liang, Dong, Hu, Zhanli. Considering anatomical prior information for low-dose CT image enhancement using attribute-augmented Wasserstein generative adversarial networks. NEUROCOMPUTING[J]. 2021, 第 0 作者428: 104-115, http://dx.doi.org/10.1016/j.neucom.2020.10.077.
[37] Huang, Zhenxing, Chen, Zixiang, Chen, Jincai, Lu, Ping, Quan, Guotao, Du, Yanfeng, Li, Chenwei, Gu, Zheng, Yang, Yongfeng, Liu, Xin, Zheng, Hairong, Liang, Dong, Hu, Zhanli. DaNet: dose-aware network embedded with dose-level estimation for low-dose CT imaging. PHYSICS IN MEDICINE AND BIOLOGY[J]. 2021, 第 12 作者66(1): https://www.webofscience.com/wos/woscc/full-record/WOS:000607314900001.
[38] He, Siru, Hong, Xuda, Zheng, Hairong, Liang, Dong. Highly enhanced field emission properties of a carbon nanotube cathode on a titanium alloy substrate modified by alkali. VACUUM[J]. 2021, 第 11 作者190: http://dx.doi.org/10.1016/j.vacuum.2021.110286.
[39] Zhao, Fu, Du, Shuman, Liang, Dong, Liu, Jun. Simultaneously improving multiple imaging parameters with scattering media. APPLIED OPTICS[J]. 2021, 第 3 作者60(21): 6091-6096, http://dx.doi.org/10.1364/AO.424601.
[40] Qiu, Zhilang, Jia, Sen, Su, Shi, Zhu, Yanjie, Liu, Xin, Zheng, Hairong, Liang, Dong, Wang, Haifeng. Highly accelerated parallel MRI using wave encoding and virtual conjugate coils. MAGNETIC RESONANCE IN MEDICINE[J]. 2021, 第 11 作者86(3): 1345-1359, http://dx.doi.org/10.1002/mrm.28803.
[41] Chen, Zixiang, Zeng, Dong, Huang, Zhenxing, Ma, Jianhua, Gu, Zheng, Yang, Yongfeng, Liu, Xin, Zheng, Hairong, Liang, Dong, Hu, Zhanli. Temporal feature prior-aided separated reconstruction method for low-dose dynamic myocardial perfusion computed tomography. PHYSICSINMEDICINEANDBIOLOGY[J]. 2021, 第 9 作者66(4): http://dx.doi.org/10.1088/1361-6560/abd4ba.
[42] Fu, Jing, Feng, Fei, Quan, Huimin, Wan, Qian, Chen, Zixiang, Liu, Xin, Zheng, Hairong, Liang, Dong, Cheng, Guanxun, Hu, Zhanli. PWLS-PR: low-dose computed tomography image reconstruction using a patch-based regularization method based on the penalized weighted least squares total variation approach. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY[J]. 2021, 第 8 作者11(6): 2541-2559, http://dx.doi.org/10.21037/qims-20-963.
[43] Liang, Dong, Guo, Huadong, Zhang, Lu, Wang, Mingwei, Wang, Lizhe, Liang, Lei, Shirazi, Zeeshan. Analyzing Antarctic ice sheet snowmelt with dynamic Big Earth Data. INTERNATIONAL JOURNAL OF DIGITAL EARTH[J]. 2021, 第 1 作者14(1): 88-105, http://dx.doi.org/10.1080/17538947.2020.1798522.
[44] Liu, Yuanyua, Ying, Leslie, Chen, Weitian, Cui, ZhuoXu, Zhu, Qingyong, Liu, Xin, Zheng, Hairong, Liang, Dong, Zhu, Yanjie. Accelerating the 3D T-1 rho mapping of cartilage using a signal-compensated robust tensor principal component analysis model. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY[J]. 2021, 第 11 作者11(8): 3376-3391, http://dx.doi.org/10.21037/qims-20-790.
[45] Cheng, Jing, Cui, ZhuoXu, Huang, Wenqi, Ke, Ziwen, Ying, Leslie, Wang, Haifeng, Zhu, Yanjie, Liang, Dong, 王海峰. Learning Data Consistency and its Application to Dynamic MR Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2021, 第 8 作者  通讯作者  40(11): 3140-3153, 
[46] Su, Shi, Qiu, Zhilang, Luo, Chao, Shi, Caiyun, Wan, Liwen, Zhu, Yanjie, Li, Ye, Liu, Xin, Zheng, Hairong, Liang, Dong, Wang, Haifeng. Accelerated 3D bSSFP Using a Modified Wave-CAIPI Technique With Truncated Wave Gradients. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2021, 第 10 作者  通讯作者  40(1): 48-58, http://dx.doi.org/10.1109/TMI.2020.3021737.
[47] Zhu, Tingting, Ren, Lijie, Zhang, Lei, Shao, Yinghui, Wan, Liwen, Li, Ye, Liang, Dong, Zheng, Hairong, Liu, Xin, Zhang, Na. Comparison of plaque characteristics of small and large subcortical infarctions in the middle cerebral artery territory using high-resolution magnetic resonance vessel wall imaging. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY[J]. 2021, 第 7 作者11(1): 57-66, http://dx.doi.org/10.21037/qims-20-310.
[48] Huang, Zhenxing, Liu, Xinfeng, Wang, Rongpin, Zhang, Mudan, Zeng, Xianchun, Liu, Jun, Yang, Yongfeng, Liu, Xin, Zheng, Hairong, Liang, Dong, Hu, Zhanli. FaNet: fast assessment network for the novel coronavirus (COVID-19) pneumonia based on 3D CT imaging and clinical symptoms. APPLIED INTELLIGENCE[J]. 2021, 第 10 作者  通讯作者  51(5): 2838-2849, http://dx.doi.org/10.1007/s10489-020-01965-0.
[49] Su, Ting, Deng, Xiaolei, Yang, Jiecheng, Wang, Zhenwei, Fang, Shibo, Zheng, Hairong, Liang, Dong, Ge, Yongshuai. DIR-DBTnet: Deep iterative reconstruction network for three-dimensional digital breast tomosynthesis imaging. MEDICAL PHYSICS[J]. 2021, 第 7 作者  通讯作者  48(5): 2289-2300, http://dx.doi.org/10.1002/mp.14779.
[50] Liang, Dong, Guo, Huadong, Zhang, Lu, Cheng, Yun, Zhu, Qi, Liu, Xuting. Time-series snowmelt detection over the Antarctic using Sentinel-1 SAR images on Google Earth Engine. REMOTE SENSING OF ENVIRONMENT[J]. 2021, 第 1 作者256: http://dx.doi.org/10.1016/j.rse.2021.112318.
[51] Ge, Yongshuai, Chen, Jianwei, Yang, Jiecheng, Zhu, Peiping, Zhang, Huitao, Zheng, Hairong, Liang, Dong. Angular sensitivity of an x-ray differential phase contrast imaging system with real and virtual source images. OPTICS LETTERS[J]. 2021, 第 7 作者46(11): 2791-2794, http://dx.doi.org/10.1364/OL.416621.
[52] Chen, Chen, Yan, Jining, Wang, Lizhe, Liang, Dong, Zhang, Wanfeng. Classification of Urban Functional Areas From Remote Sensing Images and Time-Series User Behavior Data. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2021, 第 4 作者14: 1207-1221, https://doaj.org/article/d5d81fc4d4914897ab37274a5a93f0a3.
[53] Zou, Lixian, Liang, Dong, Ye, Huihui, Su, Shi, Zhu, Yanjie, Liu, Xin, Zheng, Hairong, Wang, Haifeng, 王海峰. Quantitative MR relaxation using MR fingerprinting with fractional-order signal evolution. JOURNAL OF MAGNETIC RESONANCE[J]. 2021, 第 2 作者330: http://dx.doi.org/10.1016/j.jmr.2021.107042.
[54] Xue, Hengzhi, Zhang, Qiyang, Zou, Sijuan, Zhang, Weiguang, Zhou, Chao, Tie, Changjun, Wan, Qian, Teng, Yueyang, Li, Yongchang, Liang, Dong, Liu, Xin, Yang, Yongfeng, Zheng, Hairong, Zhu, Xiaohua, Hu, Zhanli. LCPR-Net: low-count PET image reconstruction using the domain transform and cycle-consistent generative adversarial networks. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY[J]. 2021, 第 10 作者11(2): 749-762, http://dx.doi.org/10.21037/qims-20-66.
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（1） 压缩感知理论与应用, 机械工业出版社, 2019-01, 第 1 作者

   

（ 1 ） 集成已知部分支集压缩感知和并行成像的动态对比增强磁共振成像重建方法研究, 负责人, 国家任务, 2012-01--2014-12
（ 2 ） 实时高分辨磁共振成像的理论与方法研究, 参与, 国家任务, 2012-01--2016-12
（ 3 ） 集成压缩感知和并行成像的动态对比增强磁共振成像重建方法研究, 负责人, 地方任务, 2012-01--2013-12
（ 4 ） 高时空分辨磁共振成像研究, 负责人, 中国科学院计划, 2012-01--2015-12
（ 5 ） 基于压缩感知的快速磁共振成像技术研发, 负责人, 地方任务, 2013-05--2015-05
（ 6 ） 基于深度稀疏表达的快速磁共振成像研究, 负责人, 国家任务, 2015-01--2018-12
（ 7 ） 静态数字乳腺断层成像系统, 负责人, 地方任务, 2016-01--2017-12
（ 8 ） PET-MRI成像理论与关键技术研究, 负责人, 地方任务, 2016-01--2018-12
（ 9 ） 线圈研制及临床序列开发, 负责人, 国家任务, 2017-07--2020-12
（ 10 ） 新型超快速多尺度磁共振成像与波谱及其高分辨重建, 参与, 国家任务, 2019-01--2022-12
（ 11 ） 中国科学院医学成像技术与装备工程实验室, 负责人, 中国科学院计划, 2019-07--2022-06
（ 12 ） 开发用于早期发现和监测老年人群关节疾病的定量和全自动无需造影剂的磁共振应用, 参与, 地方任务, 2019-02--2021-01
（ 13 ） 自闭症的诊疗方法研究, 参与, 地方任务, 2019-01--2022-12
（ 14 ） 分布式超快核磁共振成像的数学理论与算法, 负责人, 国家任务, 2021-01--2022-12
（ 15 ） 基于变革性技术的高端磁测量装备微观磁成像仪器课题, 参与, 中国科学院计划, 2020-01--2022-12
（ 16 ） 孤独症谱系障碍早期诊疗技术研究, 参与, 地方任务, 2020-04--2023-03
（ 17 ） 快速磁共振成像, 负责人, 国家任务, 2022-01--2026-12
（ 18 ） 基于学习模型的快速成像方法与应用研究, 负责人, 国家任务, 2021-12--2026-12

（1）Deep MR Parametric Mapping using Unsupervised Multi-tasking Framework   2022-05-15
（2）Learning data consistency for MR dynamic imaging   ing Cheng, Wenqi Huang, Zhuoxu Cui, Ziwen Ke, Leslie Ying,Haifeng Wang, Yanjie Zhu, Dong Liang   2021-05-15
（3）Deep Low-rank plus Sparse Network for Dynamic MR Imaging    W Huang，Z Ke，ZX Cui，J Cheng，Z Qiu S Jia，L Ying，Y Zhu，D Liang    2021-05-15
（4）Integrating Principal Component Analysis and Dictionary Learning with incoherence constraint    Yanjie Zhu, Qiegen Liu, Qinwei Zhang, Jing Yuan, Dong Liang   2014-05-15
（5）Improved compressed sensing and parallel imaging MRI through the generalized modeling   Xi Peng , Leslie Ying , Xin Liu , Dong Liang   2013-04-22
（6）Accelerated MR parameter mapping using advanced compressed sensing techniques   Dong Liang   2012-06-09
（7）The effect of GRAPPA parameters on reconstruction quality with 32-channel coil   Jinbo Wang, Shan He, Dong Liang   2012-05-26
（8）Accelerated MR parameter mapping using Advanced compressed sensing technique   Dong Liang   2012-05-18
（9）Direct Diffusion Tensor Estimation using joint sparsity constraint without image reconstruction   ？ Yanjie Zhu, Yin Wu, Ed X. Wu, Leslie Ying, Dong Liang   2012-05-05
（10）A model-based method with joint sparsity constraint for direct diffusion tensor estimation   ？ Yanjie Zhu, Yin Wu, Ed X. Wu, Leslie Ying, Dong Liang   2012-05-02

已指导学生

刘建博  硕士研究生  081203-计算机应用技术  

贾森  博士研究生  081203-计算机应用技术  

柯子文  博士研究生  081104-模式识别与智能系统  

蒋昌辉  博士研究生  081104-模式识别与智能系统  

程慧涛  硕士研究生  083100-生物医学工程  

程静  博士研究生  081104-模式识别与智能系统  

刘元元  博士研究生  081104-模式识别与智能系统  

张其阳  博士研究生  081104-模式识别与智能系统  

王婉婷  硕士研究生  085208-电子与通信工程  

蔡访  硕士研究生  085211-计算机技术  

丘志浪  博士研究生  081104-模式识别与智能系统  

蔡思琦  硕士研究生  085208-电子与通信工程  

王位  硕士研究生  085211-计算机技术  

黄文麒  硕士研究生  081104-模式识别与智能系统  

李庆能  硕士研究生  085211-计算机技术  

史彩云  博士研究生  081104-模式识别与智能系统  

黎浩翔  硕士研究生  085210-控制工程  

杨俊  硕士研究生  085211-计算机技术  

屈雯怡  硕士研究生  081002-信号与信息处理  

蒋典  硕士研究生  085404-计算机技术  

曹晨涛  硕士研究生  085404-计算机技术  

现指导学生

刘聪聪  博士研究生  081104-模式识别与智能系统  

周天  博士研究生  081104-模式识别与智能系统  

徐威  硕士研究生  085404-计算机技术  

李凡诗  硕士研究生  085404-计算机技术  

黄池艺  硕士研究生  085404-计算机技术  

苏鉴东  硕士研究生  085404-计算机技术  

赵佳盈  硕士研究生  083100-生物医学工程  

栗乔新  硕士研究生  085404-计算机技术  

陈泰锦  硕士研究生  086000-生物与医药  

周硕  硕士研究生  085400-电子信息