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2016 | OriginalPaper | Buchkapitel

Fast Dual-Tree Wavelet Composite Splitting Algorithms for Compressed Sensing MRI

verfasst von : Jianwu Li, Jinpeng Zhou, Qiang Tu, Javaria Ikram, Zhengchao Dong

Erschienen in: Neural Information Processing

Verlag: Springer International Publishing

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Abstract

We presented new reconstruction algorithms for compressed sensing magnetic resonance imaging (CS-MRI) based on the combination of the fast composite splitting algorithm (FCSA) and complex dual-tree wavelet transform (DT-CWT) and on the combination of FCSA and double density dual-tree wavelet transform (DDDT-DWT), respectively. We applied the bivariate thresholding to these two combinations. The proposed methods not only inherit the effectiveness and fast convergence of FCSA but also improve the sparse representation of both point-like and curve-like features. Experimental results validate the effectiveness and efficiency of the proposed methods.

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Metadaten
Titel
Fast Dual-Tree Wavelet Composite Splitting Algorithms for Compressed Sensing MRI
verfasst von
Jianwu Li
Jinpeng Zhou
Qiang Tu
Javaria Ikram
Zhengchao Dong
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-46687-3_57