Title
Effective Emission Tomography Image Reconstruction Algorithms for SPECT Data
Abstract
Medical image reconstruction from projections is computationally intensive task that demands solutions for reducing the processing delay in clinical diagnosis applications. This paper analyzes reconstruction methods combined with pre- and post-filtering for Single Photon Emission Computed Tomography (SPECT) in terms of convergence speed and image quality. The evaluation is performed by means of an image database taken from a concurrent study investigating the use of SPECT as a diagnostic tool for the early onset of Alzheimer-type dementia. Filtered backprojection (FBP) methods combined with frequency sampling 2D pre- and post-filtering provides a good trade-off between image quality and delay. Maximum likelihood expectation maximization (ML-EM) improves the quality of the reconstructed image but with a considerable increase in processing delay. To overcome this problem the ordered subsets expectation maximization (OS-EM) method is found to be an effective algorithm for reducing the computational cost with an image quality similar to ML-EM.
Year
DOI
Venue
2008
10.1007/978-3-540-69384-0_79
ICCS (1)
Keywords
Field
DocType
paper analyzes reconstruction method,image database,image quality,reconstructed image,medical image reconstruction,reconstruction algorithms,maximum likelihood expectation maximization,single photon emission computed,alzheimer-type dementia,subsets expectation maximization,processing delay,effective emission tomography image,spect data,image reconstruction
Single-photon emission computed tomography,Convergence (routing),Iterative reconstruction,Computer vision,Mathematical optimization,Expectation–maximization algorithm,Computer science,Image quality,Tomography,Artificial intelligence,Ordered subset expectation maximization,Processing delay
Conference
Volume
ISSN
Citations 
5101
0302-9743
20
PageRank 
References 
Authors
1.54
1
10
Name
Order
Citations
PageRank
J. Ramírez125121.59
J. M. Górriz257054.40
M. GóMez-RíO3866.82
A. Romero4201.54
R. Chaves5637.09
A. Lassl6583.31
A. L. Rodriguez79417.75
C. G. Puntonet835434.99
F. Theis9201.54
Elmar Wolfgang Lang1026036.10