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Texture-based tissue characterization for high-resolution CT scans of coronary arteries

Papadakis, Manos and Bodmann, Bernhard G. and Alexander, Simon K. and Vela, Deborah and Baid, Shikha and Gittens, Alex A. and Kouri, Donald J. and Gertz, S. David and Jain, Saurabh and Romero, Juan R. and Li, Xiao and Cherukuri, Paul and Cody, Dianna D. and Gladish, Gregory W. and Aboshady, Ibrahim and Conyers, Jodie L. and Casscells, S. Ward (2009) Texture-based tissue characterization for high-resolution CT scans of coronary arteries. Communications in Numerical Methods in Engineering, 25 (6). pp. 597-613. ISSN 1069-8299. https://resolver.caltech.edu/CaltechAUTHORS:20090910-124954303

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Abstract

We analyze localized textural consistencies in high-resolution X-ray (computed tomography) CT scans of coronary arteries to identify the appearance of diagnostically relevant changes in tissue. For the efficient and accurate processing of CT volume data, we use fast wavelet algorithms associated with three-dimensional isotropic multiresolution wavelets that implement a redundant, frame-based image encoding without directional preference. Our algorithm identifies textural consistencies by correlating coefficients in the wavelet representation.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1002/cnm.1189DOIArticle
http://www3.interscience.wiley.com/journal/121641443/abstractPublisherArticle
Additional Information:© 2009 Wiley. Received 1 April 2008; Revised 3 July 2008; Accepted 28 August 2008. The authors wish to thank E. Johnson for scanning the specimens and D. K. Hoffman, R. Azencott, L. Frazier, R. Mazraeshahi and J. T. Willerson for the helpful exchange of ideas during the experimentation and the preparation of this manuscript. We also want to thank Subha Raman, MD of the Ohio State University, Division of Cardiology for providing us the CTA-study data set used to produce Figures 7 and 8. This research was partially supported by the following grants: University of Houston TLCC Innovative Research funds, NSF-DMS 0406748, by a sub-contract from the University of Texas Health Science Center’s ‘T5’-grant and by the R.A. Welch Foundation. Simon K. Alexander is supported in part by an NSERC post-doctoral fellowship.
Funders:
Funding AgencyGrant Number
University of HoustonUNSPECIFIED
NSFDMS-0406748
University of TexasUNSPECIFIED
Robert A. Welch FoundationUNSPECIFIED
Natural Sciences and Engineering Research Council of Canada (NSERC)UNSPECIFIED
Subject Keywords:textures; wavelets; biomedical imaging; statistical discrimination; isotropic multiresolution
Issue or Number:6
Record Number:CaltechAUTHORS:20090910-124954303
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20090910-124954303
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:15730
Collection:CaltechAUTHORS
Deposited By: George Porter
Deposited On:30 Sep 2009 22:34
Last Modified:03 Oct 2019 01:02

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