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A Model of Regularization Parameter Determination in Low-Dose X-Ray CT Reconstruction Based on Dictionary Learning
Joint Authors
Zhang, Cheng
Zhang, Tao
Li, Ming
Lu, Yanfei
You, Jiali
Guan, Yihui
Zheng, Jian
Source
Computational and Mathematical Methods in Medicine
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-10-04
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
In recent years, X-ray computed tomography (CT) is becoming widely used to reveal patient’s anatomical information.
However, the side effect of radiation, relating to genetic or cancerous diseases, has caused great public concern.
The problem is how to minimize radiation dose significantly while maintaining image quality.
As a practical application of compressed sensing theory, one category of methods takes total variation (TV) minimization as the sparse constraint, which makes it possible and effective to get a reconstruction image of high quality in the undersampling situation.
On the other hand, a preliminary attempt of low-dose CT reconstruction based on dictionary learning seems to be another effective choice.
But some critical parameters, such as the regularization parameter, cannot be determined by detecting datasets.
In this paper, we propose a reweighted objective function that contributes to a numerical calculation model of the regularization parameter.
A number of experiments demonstrate that this strategy performs well with better reconstruction images and saving of a large amount of time.
American Psychological Association (APA)
Zhang, Cheng& Zhang, Tao& Zheng, Jian& Li, Ming& Lu, Yanfei& You, Jiali…[et al.]. 2015. A Model of Regularization Parameter Determination in Low-Dose X-Ray CT Reconstruction Based on Dictionary Learning. Computational and Mathematical Methods in Medicine،Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1058013
Modern Language Association (MLA)
Zhang, Cheng…[et al.]. A Model of Regularization Parameter Determination in Low-Dose X-Ray CT Reconstruction Based on Dictionary Learning. Computational and Mathematical Methods in Medicine No. 2015 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1058013
American Medical Association (AMA)
Zhang, Cheng& Zhang, Tao& Zheng, Jian& Li, Ming& Lu, Yanfei& You, Jiali…[et al.]. A Model of Regularization Parameter Determination in Low-Dose X-Ray CT Reconstruction Based on Dictionary Learning. Computational and Mathematical Methods in Medicine. 2015. Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1058013
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1058013