A New Denoising Method for Dynamic Contrast-Enhanced MRI

被引:1
|
作者
Gal, Yaniv [1 ]
Mehnert, Andrew [1 ]
Bradley, Andrew [1 ]
McMahon, Kerry [2 ]
Kennedy, Dominic [2 ]
Crozier, Stuart [1 ]
机构
[1] Univ Queensland, Sch Informat Technol & Elect Engn, Brisbane, Qld, Australia
[2] Greenslopes Private Hosp, Queenland Xray, Greenslopes, Qld, Australia
基金
澳大利亚研究理事会;
关键词
D O I
10.1109/IEMBS.2008.4649286
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a new algorithm for denoising dynamic contrast-enhanced (DCE) MR images. The algorithm is called Dynamic Non-Local Means and is a novel variation on the Non-Local Means (NL-Means) algorithm. It exploits the redundancy of information in the DCE-MRI sequence of images. An evaluation of the performance of the algorithm relative to six other denoising algorithms-Gaussian filtering, the original NL-Means algorithm, bilateral filtering, anisotropic diffusion filtering, the wavelets adaptive multiscale products threshold method, and the traditional wavelet thresholding method-is also presented. The evaluation was performed by two groups of expert observers-18 signal/image processing experts, and 9 clinicians (8 radiographers and I radiologist)-using real DCE-MRI data. The results of the evaluation provide evidence, at the alpha=0.05 level of significance, that both groups of observers deem the DNLM algorithm to perform visually better than all of the other algorithms.
引用
收藏
页码:847 / +
页数:2
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