DocumentCode :
3503508
Title :
Fast image acquisition in magnetic resonance imaging by chaotic compressed sensing
Author :
Dinh Van Phong ; Linh-Trung, Nguyen ; Tan, Tran Duc ; Le, Ha Vu ; Do, Minh N.
Author_Institution :
Fac. of Electron. & Telecommun., Univ. of Eng. & Technol., Hanoi, Vietnam
fYear :
2011
fDate :
March 30 2011-April 2 2011
Firstpage :
85
Lastpage :
88
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 signals can be recovered from a small number of linear random measurements. CS, using random measurements, has also been successfully applied to MRI for fast acquisition. In a recent work, we have preliminarily employed deterministic chaos in CS that potentially offers a more practical and efficient CS framework. This paper adapts chaotic CS to MRI acquisition. In particular, we use chaotic logistic 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.
Keywords :
biomedical MRI; chaos; data acquisition; medical image processing; 2-dimensional MRI; chaotic compressed sensing; chaotic logistic map; deterministic chaos; fast image acquisition; linear random measurements; magnetic resonance imaging; signal recovery; Brain; Chaos; Compressed sensing; Image reconstruction; Logistics; Magnetic resonance imaging; Compressed sensing; MRI; deterministic chaos; fast acquisition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
ISSN :
1945-7928
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
Type :
conf
DOI :
10.1109/ISBI.2011.5872360
Filename :
5872360
Link To Document :
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