梁栋-研究员

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    姓名:梁栋

    职称:研究员 所长、中心主任

    学位:博士

    邮箱: dong.liang@siat.ac.cn

    研究领域:生物医学成像、快速磁共振成像、压缩感知理论、信号处理、机器学习

  • 个人简介
  • 代表性项目
  • 代表性论著

梁栋(LIANG DONG),博士,中国科学院深圳先进技术研究院研究员、医工所所长、医学人工智能研究中心主任。主要研究方向为机器学习、压缩感知及其在生物医学成像中的应用研究。主持国家杰出青年科学基金,国家自然科学基金天元基金重点专项、国家重点研发计划课题等多个科研项目;发表SCI/EI论文100余篇,授权发明专利40余项。现担任中国科学院医学成像技术与装备工程实验室主任,《IEEE Transactions on Medical Imaging》副主编、《Magnetic Resonance in Medicine》编委、国际医学磁共振学会年会程序委员会委员(ISMRM AMPC);获2018年度王天眷波谱学奖、2018年度中国专利优秀奖(第一发明人)、2018年度广东省技术发明一等奖(第二完成人)、2019年度中国生物医学工程学会黄家驷生物医学工程科技进步一等奖(第二完成人)和2020年度国家科技进步一等奖(第五完成人)。


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,主持,国家级,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,国家级, 2012-01--2016-12

3、基于深度稀疏表达的快速磁共振成像研究,主持,国家级,2015-01--2018-12

4、静态数字乳腺断层成像系统,主持,省级,2016-01--2017-12

5、PET-MRI成像理论与关键技术研究,主持,省级, 2016-01--2018-12

6、线圈研制及临床序列开发,主持,国家级, 2017-07--2020-12

7、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,国家级,2019-01--2022-12

8、分布式超快核磁共振成像的数学理论与算法,主持,国家级,国自然数学天元基金,2021-01--2022-12             

9、快速磁共振成像,主持,国家级,国自然杰出青年基金,2021-01--2026-12


(1) DIMENSION: Dynamic MR Imaging with Both K-space and Spatial Prior Knowledge Obtained via Multi-Supervised Network Training, NMR in Biomedicine, 2019, 通讯作者
(2) Hierarchical iterative linear-fitting algorithm (HILA) for phase correction in fat quantification by bipolar multi-echo sequence, Quantitative Imaging in Medicine and Surgery, 2019, 第 7 作者
(3) A survey of GPU-based acceleration techniques in MRI reconstructions, Quantitative Imaging in Medicine and Surgery, 2019, 通讯作者
(4) Improving GRAPPA reconstruction using joint nonlinear kernel mapped and phase conjugated virtual coils., Physics in Medicine & Biology, 2019, 通讯作者
(5) SCOPE: signal compensation for low-rank plus sparse matrix decomposition for fast parameter mapping, Physics in Medicine & Biology, 2018, 通讯作者
(6) A dedicated 36-channel recieve array for fetal MRI at 3T, IEEE Trans. Medical Imaging, 2018, 第 8 作者
(7) Single-shot T2 mapping using overlapping-echo detachment planar imaging and a deep convolutional neural network, Magnetic Resonance in Medicine, 2018, 第 5 作者
(8) Improved Parallel Image Reconstruction using Feature Refinement, Magnetic Resonance in Medicine, 2018, 通讯作者
(9) Field-of-Experts Filters Guided Tensor Completion, IEEE Transactions on  Multimedia, 2018, 通讯作者
(10) Fast MR thermometry using an echo-shifted sequence with simultaneous multi-slice imaging, Magnetic Resonance Materials in Physics, 2018, 第 8 作者
(11) Dual-step iterative temperature estimation method for accurate and precise fat-referenced PRFS temperature imaging, Magnetic Resonance in Medicine, 2018, 第 7 作者
(12) Diffusion Effect on T2 relaxometry in trip-echo steady state free precession sequence, Journal of Magnetic Resonance, 2018, 第 6 作者
(13) Learning joint-sparse codes for calibration-free parallel MR imaging (LINDBERG), IEEE Trans. Medical Imaging, 2017, 通讯作者
(14) A kernel-based low-rank(KLR) model for low-dimensional manifold recovery in highly accelerated dynamic MRI, IEEE Trans. Medical Imaging, 2017, 第 4 作者
(15) Total variation based DCE-MRI decomposition by separating lesion from background for time-intensity curve estimation, Medical Physics, 2017, 第 3 作者
(16) Sparse and Dense Hybrid Representation via Subspace Modeling for Dynamic MRI, Computerized Medical Imaging and Graphics, 2017, 通讯作者
(17) Direct Diffusion Tensor Estimation Using Model-Based Method with Spatial and Parametric Constraints, Medical Physics, 2017, 通讯作者
(18) Iterative feature refinement for accurate undersampled MR image reconstruction, Physics in Medicine and Biology, 2016, 通讯作者
(19) Accelerated Exponential Parameterization of T2 Relaxation with Model-Driven Low Rank and Sparsity Priors (MORASA), Magnetic Resonance in Medicine, 2016, 通讯作者
(20) Accelerating T1ρCartilage Imaging Using Compressed Sensing with Iterative Locally AdaptedSupport Detection and JSENSE, Magnetic  Resonance in Medicine, 2016, 第 4 作者
(21) A Feature Refinement Approach for Statistical Interior CT Reconstruction, Physics in Medicine and Biology, 2016, 通讯作者
(22) Image Reconstruction from Few-view CT Data by Gradient-domain Dictionary Learning, Journal of X-ray Science and Technology, 2016, 通讯作者
(23) Two-layer tight frame sparsifying model for compressed sensing magnetic resonance imaging, BioMed Research International, 2016, 通讯作者
(24) Foreground detection with simultaneous dictionary learning and historical pixel maintenance, IEEE Transactions on Image Processing, 2016, 第 4 作者
(25) MR Image Reconstruction with ConvolutionalCharacteristic Constraint (CoCCo), IEEE Signal Processing Letters, 2015, 通讯作者
(26) GcsDecolor: Gradient Correlation Similarity for Efficient Contrast Preserving Decolorization, IEEE Transactions on Image Processing, 2015, 第 4 作者
(27) Incorporating Reference in Parallel Imaging and Compressed Sensing, Magnetic  Resonance in Medicine, 2014, 通讯作者
(28) PANDA-T1rho: Integrating Principal Component Analysis and Dictionary Learning for Fast T1rho mapping, Magnetic  Resonance  in  Medicine, 2014, 通讯作者
(29) Exploiting Parameter Sparsity in Model-based  Reconstruction to Accelerate Proton Density and T2 Mapping, Medical Engineering and Physics, 2014, 通讯作者
(30) Sparse BLIP: Blind Iterative Parallel Imaging using compressed sensing, Magnetic Resonance in Medicine, 2013, 第 3 作者
(31) Accelerated MR diffusion tensor imaging using distributed compressed sensing, Magnetic Resonance in Medicine, 2013, 通讯作者
(32) Augmented Lagrangian based Sparse Representation Method  with Dictionary Updating for Image Deblurring, SIAM Journal on Imaging Science, 2013, 第 2 作者
(33) Adaptive dictionary learning in sparse gradient domain for image recovery,  IEEE Transactions on Image Processing, 2013, 通讯作者
(34) Highly undersampled Magnetic Resonance Image reconstruction using two-level Bregman method with dictionary updating, IEEE Transactions on Medical Imaging, 2013, 通讯作者
(35) In vivo optical-resolution photoacoustic computed tomography with compressed sensing, Optics Letters , 2012, 第 3 作者
(36) Compressed-sensing photoacoustic tomography in vivo with partial known support, Optics Express, 2012, 通讯作者
(37) Healthy aging: an automatic analysis of global and regional morphological alterations of human brain, Academic Radiology, 2012, 第 4 作者
(38) k-t ISD: Dynamic cardiac MR imaging using compressed sensing with iterative support detection, Magnetic Resonance in Medicine, 2012, 第 1 作者
(39) Cross-sampled GRAPPA for parallel MRI, Magnetic Resonance in Medicine, 2012, 第 2 作者
(40) Nonlineara GRAPPA: A kernel approach to Parallel MRI Reconstruction, Magnetic Resonance in Medicine, 2012, 第 2 作者
(41) Sensitivity encoding reconstruction with nonlocal total variation regularization, Magnetic Resonance in Medicine, 2011, 第 1 作者
(42) Accelerating SENSE using compressed sensing, Magnetic Resonance in Medicine, 2009, 第 1 作者


发表译著

(1) 压缩感知理论与应用, 机械工业出版社, 2019-01, 第 1 作者


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