Title :
Rapidly converging image covariance estimation for FBP reconstruction methods
Author :
Wunderlich, Adam ; Noo, Frédéric
Author_Institution :
Utah Center for Advanced Imaging Research, Department of Radiology, University of Utah, Salt Lake City, USA
Abstract :
We propose a new estimator for covariance between pixels in x-ray CT images reconstructed using algorithms of the filtered backprojection type. Our new estimator is unbiased and is found to have significantly lower variance than the conventional unbiased estimator. We demonstrate the accuracy of our new estimator for both fan-beam and cone-beam reconstruction via Monte Carlo simulation. Moreover, we provide an analytical expression for the estimator variance and verify it numerically with Monte Carlo simulation.
Keywords :
Analysis of variance; Computed tomography; Image converters; Image quality; Image reconstruction; Lesions; Nuclear and plasma sciences; Pixel; Reconstruction algorithms; X-ray imaging;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2008. NSS '08. IEEE
Conference_Location :
Dresden, Germany
Print_ISBN :
978-1-4244-2714-7
Electronic_ISBN :
1095-7863
DOI :
10.1109/NSSMIC.2008.4774403