Published June 2009 | Version public
Journal Article

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

  • 1. ROR icon University of Houston
  • 2. ROR icon The University of Texas Health Science Center at Houston
  • 3. ROR icon Texas Medical Center
  • 4. ROR icon California Institute of Technology
  • 5. ROR icon Hebrew University of Jerusalem
  • 6. ROR icon University of Puerto Rico-Mayaguez
  • 7. ROR icon Rice University
  • 8. ROR icon The University of Texas MD Anderson Cancer Center

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.

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.

Additional details

Identifiers

Eprint ID
15730
DOI
10.1002/cnm.1189
Resolver ID
CaltechAUTHORS:20090910-124954303

Related works

Describes
10.1002/cnm.1189 (DOI)

Funding

University of Houston
NSF
DMS-0406748
University of Texas
Robert A. Welch Foundation
Natural Sciences and Engineering Research Council of Canada (NSERC)

Dates

Created
2009-09-30
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Updated
2021-11-08
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