DocumentCode
1440815
Title
Band-Restricted Estimation of Noise Variance in Filtered Backprojection Reconstructions Using Repeated Scans
Author
Wunderlich, Adam ; Noo, Frédéric
Author_Institution
Dept. of Radiol., Univ. of Utah, Salt Lake City, UT, USA
Volume
29
Issue
5
fYear
2010
fDate
5/1/2010 12:00:00 AM
Firstpage
1097
Lastpage
1113
Abstract
We introduce a new estimator for noise variance in tomographic images reconstructed using algorithms of the filtered backprojection type. The new estimator operates on data acquired from repeated scans of the object under examination, is unbiased, and is shown to have significantly lower variance than the conventional unbiased estimator for many scenarios of practical interest. We provide an extensive theoretical analysis of this estimator, highlighting the circumstances under which it is most effective. This analysis includes both general and specific data-correlation patterns. Moreover, we have applied our estimator to real X-ray computed tomography data and present preliminary results that support the theory and provide experimental evidence of the new estimator´s efficacy.
Keywords
computerised tomography; data acquisition; image reconstruction; medical image processing; statistical analysis; X-ray computed tomography; band-restricted estimation; data-correlation patterns; filtered backprojection reconstructions; noise variance; repeated scans; Cities and towns; Computed tomography; Distributed computing; Image quality; Image reconstruction; Optical imaging; Pattern analysis; Pixel; Radiology; X-ray imaging; Computed tomography (CT); estimation; filtered backprojection (FBP); noise; variance; Algorithms; Image Interpretation, Computer-Assisted; Phantoms, Imaging; Tomography, X-Ray Computed;
fLanguage
English
Journal_Title
Medical Imaging, IEEE Transactions on
Publisher
ieee
ISSN
0278-0062
Type
jour
DOI
10.1109/TMI.2009.2034961
Filename
5431004
Link To Document