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 :
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