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Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?
2023
发表期刊COMPUTERIZED MEDICAL IMAGING AND GRAPHICS (IF:5.4[JCR-2023],6.1[5-Year])
ISSN0895-6111
EISSN1879-0771
卷号103
发表状态已发表
DOI10.1016/j.compmedimag.2022.102160
摘要

Owing to its merit of avoiding noise-floor, phase correction is recently used to reconstruct real-valued diffusion MRI data by employing an image filter to estimate the noise-free background phase. However, several studies report an unexpected signal-loss issue for their reconstruction results, with its causing reason still remaining unclear. Although phase correction has achieved promising results in mitigating the signal-loss issue via improving the employed image filter, we have observed counterintuitive results that an advanced filter generates severe artifacts in our previous work. Considering the potential issues with phase correction procedures, in this paper, we argue that even a perfect image filter is insufficient to produce perfect phase correction. To point out the reason why phase correction introduces signal-loss and address this issue, we first propose a complex polar coordinate system (CPCS) to analyze its procedures in detail; second, based on CPCS, we find that phase correction has not sufficiently utilized the background phase, and thus propose a quantitative criterion to fully exploit the background phase; eventually, we propose a phase calibration procedure to remedy current phase correction. Extensive experimental results, including those on synthetic and real diffusion MRI data, demonstrate that our proposed method significantly reduces signal-loss and also eliminates artifacts in FA maps, particularly with improved accuracy on FA.

关键词Phase correction Noise-floor Spatially-varying noise Adaptive filtering
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收录类别SCI ; EI ; SCOPUS
语种英语
资助项目[62203355] ; [62073260] ; [61971350] ; [62131015] ; [21010502600] ; [2021B0101420006]
WOS研究方向Engineering ; Radiology, Nuclear Medicine & Medical Imaging
WOS类目Engineering, Biomedical ; Radiology, Nuclear Medicine & Medical Imaging
WOS记录号WOS:000903748700008
出版者PERGAMON-ELSEVIER SCIENCE LTD
EI入藏号20225113270707
EI主题词Magnetic resonance imaging
EI分类号402 Buildings and Towers ; 701.2 Magnetism: Basic Concepts and Phenomena ; 746 Imaging Techniques
原始文献类型Journal article (JA)
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文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/272801
专题生物医学工程学院_PI研究组_沈定刚组
生物医学工程学院_PI研究组_崔智铭组
通讯作者Zhou, Luping; Feng, Jun; Shen, Dinggang
作者单位
1.Northwest Univ, Sch Informat Sci & Technol, Xian, Peoples R China
2.ShanghaiTech Univ, Sch Biomed Engn, Shanghai, Peoples R China
3.Univ Cambridge, Dept Comp Sci & Technol, Cambridge, England
4.Tech Univ Munich, Dept Informat, Garching, Germany
5.Northwest Univ, Sch Informat Sci & Technol, State Prov Joint Engn & Res Ctr Adv Networking & I, Xian, Peoples R China
6.Univ Sydney, Sch Elect & Informat Engn, Sydney, Australia
7.Shanghai United Imaging Intelligence Co Ltd, Shanghai, Peoples R China
8.Shanghai Clin Res & Trial Ctr, Shanghai, Peoples R China
第一作者单位生物医学工程学院
通讯作者单位生物医学工程学院
推荐引用方式
GB/T 7714
Liu, Feihong,Yang, Junwei,Feng, Mingyue,et al. Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?[J]. COMPUTERIZED MEDICAL IMAGING AND GRAPHICS,2023,103.
APA Liu, Feihong.,Yang, Junwei.,Feng, Mingyue.,Cui, Zhiming.,He, Xiaowei.,...&Shen, Dinggang.(2023).Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?.COMPUTERIZED MEDICAL IMAGING AND GRAPHICS,103.
MLA Liu, Feihong,et al."Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?".COMPUTERIZED MEDICAL IMAGING AND GRAPHICS 103(2023).
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