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Fast image acquisition in magnetic resonance imaging by chaotic compressed sensing

Dinh, Van Phong and Nguyen, Linh Trung and Tran, Duc Tan and Le, Vu Ha and Do, Ngoc Minh (2011) Fast image acquisition in magnetic resonance imaging by chaotic compressed sensing. In: 2011 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011.

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Abstract

We consider the problem of fast acquisition in magnetic resonance imaging (MRI). A recent breakthrough concept called compressed sensing (CS) shows that sparse or, more generally, compressible sig- nals can be recovered from a small number of linear random mea- surements. CS, using random measurements, has also been success- fully applied to MRI for fast acquisition. In a recent work, we have preliminarily employed deterministic chaos in CS that potentially of- fers a more practical and efficient CS framework. This paper adapts chaotic CS to MRI acquisition. In particular, we use chaotic logis- tic map for CS and adapt it to acquire the 2-dimensional MRI. In addition, we numerically analyze the performance of the proposed chaotic CS for MRI and show that it performs better random CS.

Item Type: Conference or Workshop Item (Paper)
Subjects: Electronics and Communications
Electronics and Communications > Electronics and Computer Engineering
Divisions: Faculty of Electronics and Telecommunications (FET)
Depositing User: Assoc/Prof Duc Tan Tran
Date Deposited: 12 Dec 2016 03:46
Last Modified: 12 Dec 2016 03:46
URI: http://eprints.uet.vnu.edu.vn/eprints/id/eprint/1733

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