Incorporating Reference in Parallel Imaging and Compressed Sensing
文献类型:期刊论文
作者 | Peng Xi; Ying Leslie; Liu Qiegen; Zhu Yanjie; Liu Yuanyuan; Qu Xiaobo; Liu Xin; Zheng Hairong; Liang Dong |
刊名 | MAGNETIC RESONANCE IN MEDICINE
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出版日期 | 2015 |
英文摘要 | PurposeTo develop a new compressed sensing parallel imaging technique called READ-PICS that can effectively incorporate prior information from a reference scan for MR image reconstruction from highly undersampled multichannel measurements. MethodsREAD-PICS incorporates information from a high-spatial-resolution reference prior using the generalized series model, to achieve increased image sparsity and mitigated noise amplification simultaneously. To further improve the ill-conditioning of the parallel imaging system, an annular area in the central residual k-space is used for calibration. Additionally, the mixed L1-L2 norm of the coefficients from the prior component and residual component is used to enforce joint sparsity. ResultsThe evaluations on parametric imaging and multiscan experiment demonstrate superior performance of READ-PICS in terms of detail preservation and noise suppression compared to state-of-the-art technique, L1-Iterative self-consistent parallel imaging reconstruction, and prescan required method, correlation imaging. ConclusionsThe proposed method can significantly increase signal sparsity and improve the ill-conditioning of the parallel imaging system using reference adaptive regularization. This technique can be easily adapted to other imaging applications where multiple images need to be acquired sequentially and a reference prior is also available. Magn Reson Med 73:1490-1504, 2015. (c) 2014 Wiley Periodicals, Inc. |
收录类别 | SCI |
原文出处 | http://onlinelibrary.wiley.com/doi/10.1002/mrm.25272/abstract |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/7146] ![]() |
专题 | 深圳先进技术研究院_医工所 |
作者单位 | MAGNETIC RESONANCE IN MEDICINE |
推荐引用方式 GB/T 7714 | Peng Xi,Ying Leslie,Liu Qiegen,et al. Incorporating Reference in Parallel Imaging and Compressed Sensing[J]. MAGNETIC RESONANCE IN MEDICINE,2015. |
APA | Peng Xi.,Ying Leslie.,Liu Qiegen.,Zhu Yanjie.,Liu Yuanyuan.,...&Liang Dong.(2015).Incorporating Reference in Parallel Imaging and Compressed Sensing.MAGNETIC RESONANCE IN MEDICINE. |
MLA | Peng Xi,et al."Incorporating Reference in Parallel Imaging and Compressed Sensing".MAGNETIC RESONANCE IN MEDICINE (2015). |
入库方式: OAI收割
来源:深圳先进技术研究院
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