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A computationally efficient method for reconstructing sequences of MR images from undersampled k-space data

Authors :
Dornoosh Zonoobi
Ashraf A. Kassim
Source :
Medical Image Analysis. 18:857-865
Publication Year :
2014
Publisher :
Elsevier BV, 2014.

Abstract

In this paper, we propose a Compressive Sensing based approach to the problem of real-time reconstruction of MR image sequences. Our proposed method is able to extract useful priori information and incorporate it into a modified iterative thresholding algorithm for fast casual reconstruction of MR images from highly undersampled k-space data. Through extensive experimental results we show that our proposed method achieves superior reconstruction quality, while having a lower computational complexity and memory requirements compared to the other state-of-the-art methods.

Details

ISSN :
13618415
Volume :
18
Database :
OpenAIRE
Journal :
Medical Image Analysis
Accession number :
edsair.doi.dedup.....e6648cba0eb2ae6f758f45ecf746a61c
Full Text :
https://doi.org/10.1016/j.media.2014.04.010