Abstract:
:Recent compressed sensing techniques allow signal acquisition with less sampling than required by the Nyquist-Shannon theorem which reduces the data acquisition time in magnetic resonance imaging (MRI). However, prior knowledge becomes essential to reconstruct detailed features when the sampling rate is exceedingly low. In this work, one compressed sensing scheme developed in wireless sensing networks was adapted for the purpose of reconstructing magnetic resonance images by using one-dimensional principal component analysis (1D-PCA). Moreover, another related reconstruction method was proposed based on two-dimensional principal component analysis (2D-PCA). When comparing with one wavelet compressed sensing method, we demonstrate that these techniques are feasible and efficient at high undersampling rates.
journal_name
Magn Reson Imagingjournal_title
Magnetic resonance imagingauthors
Zong F,d'Eurydice MN,Galvosas Pdoi
10.1016/j.mri.2015.10.009subject
Has Abstractpub_date
2016-02-01 00:00:00pages
227-38issue
2eissn
0730-725Xissn
1873-5894pii
S0730-725X(15)00246-5journal_volume
34pub_type
杂志文章abstract::A simple model for estimating temperature distribution within the frozen region during cryo ablation was tested for accuracy. Freezing experiments were conducted in both ex vivo and in vivo porcine livers. Temperature was measured during freezing using a fiber-optic temperature sensor. Three-dimensional MR images were...
journal_title:Magnetic resonance imaging
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更新日期:2001-06-01 00:00:00
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journal_title:Magnetic resonance imaging
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更新日期:2018-10-01 00:00:00
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journal_title:Magnetic resonance imaging
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journal_title:Magnetic resonance imaging
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更新日期:1995-01-01 00:00:00
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更新日期:2014-11-01 00:00:00
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更新日期:1985-01-01 00:00:00
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更新日期:2004-07-01 00:00:00
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journal_title:Magnetic resonance imaging
pub_type: 杂志文章
doi:10.1016/j.mri.2015.02.015
更新日期:2015-06-01 00:00:00
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更新日期:2012-06-01 00:00:00
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doi:10.1016/j.mri.2010.03.046
更新日期:2010-11-01 00:00:00
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doi:10.1016/s0730-725x(03)00189-9
更新日期:2003-10-01 00:00:00
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journal_title:Magnetic resonance imaging
pub_type: 杂志文章
doi:10.1016/0730-725x(90)90242-t
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doi:10.1016/j.mri.2007.08.010
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更新日期:2020-04-01 00:00:00
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journal_title:Magnetic resonance imaging
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journal_title:Magnetic resonance imaging
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更新日期:2011-05-01 00:00:00
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journal_title:Magnetic resonance imaging
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journal_title:Magnetic resonance imaging
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journal_title:Magnetic resonance imaging
pub_type: 杂志文章
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更新日期:1992-01-01 00:00:00
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journal_title:Magnetic resonance imaging
pub_type: 杂志文章
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更新日期:2014-12-01 00:00:00