DocumentCode
2197537
Title
A Modified Kaczmarz Algorithm for Computerized Tomographic Image Reconstruction
Author
Guo, Wei ; Chen, Hexin ; Geng, Weijie ; Lei, Lingyin
Author_Institution
Sch. of Commun. Eng., Jilin Univ., Changchun, China
fYear
2009
fDate
17-19 Oct. 2009
Firstpage
1
Lastpage
4
Abstract
A modified version of Kaczmarz algorithm for improving image reconstruction from projections in computerized tomography is proposed. Instead of taking projection onto hyperplanes sequentially in the given order in each iteration by classical Kaczmarz algorithm, the proposed algorithm does projection in an adaptive order which is evaluated from pseudo measurement error of each hyperplane. Since this algorithm proceeds with a basic aspect of traditional Kaczmarz algorithm, it can suit a variety of Kaczmarz extended algorithm. Numerical experiments described in the last part of the paper indicate that the Modified Kaczmarz algorithm gives much better results than the classical one.
Keywords
computerised tomography; image reconstruction; iterative methods; classical Kaczmarz algorithm; computerized tomographic image reconstruction; iteration; modified Kaczmarz algorithm; Computed tomography; Computer science; Education; Image reconstruction; Iterative algorithms; Measurement errors; Pixel; Pollution measurement; Sparse matrices; X-ray imaging;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering and Informatics, 2009. BMEI '09. 2nd International Conference on
Conference_Location
Tianjin
Print_ISBN
978-1-4244-4132-7
Electronic_ISBN
978-1-4244-4134-1
Type
conf
DOI
10.1109/BMEI.2009.5305654
Filename
5305654
Link To Document