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

Manos Papadakis; Bernhard G. Bodmann; Simon K. Alexander; Deborah Vela; Shikha Baid; Alex A. Gittens; Donald J. Kouri; S. David Gertz; Saurabh Jain; Juan R. Romero; Xiao Li; Paul Cherukuri; Dianna D. Cody; Gregory W. Gladish; Ibrahim Aboshady; Jodie L. Conyers; S. Ward Casscells

doi:10.1002/cnm.1189

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

Manos Papadakis^*, Bernhard G. Bodmann, Simon K. Alexander, Deborah Vela, Shikha Baid, Alex A. Gittens, Donald J. Kouri, S. David Gertz, Saurabh Jain, Juan R. Romero, Xiao Li, Paul Cherukuri, Dianna D. Cody, Gregory W. Gladish, Ibrahim Aboshady, Jodie L. Conyers, S. Ward Casscells

^*Corresponding author for this work

Institute for Medical Research Israel-Canada (IMRIC)

Research output: Contribution to journal › Article › peer-review

11 Scopus citations

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.

Original language	English
Pages (from-to)	597-613
Number of pages	17
Journal	Communications in Numerical Methods in Engineering
Volume	25
Issue number	6
DOIs	https://doi.org/10.1002/cnm.1189
State	Published - 2009

Keywords

Biomedical imaging
Isotropic multiresolution
Statistical discrimination
Textures
Wavelets

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10.1002/cnm.1189

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Papadakis, M., Bodmann, B. G., Alexander, S. K., Vela, D., Baid, S., Gittens, A. A., Kouri, D. J., Gertz, S. D., Jain, S., Romero, J. R., Li, X., Cherukuri, P., Cody, D. D., Gladish, G. W., Aboshady, I., Conyers, J. L., & Casscells, S. W. (2009). Texture-based tissue characterization for high-resolution CT scans of coronary arteries. Communications in Numerical Methods in Engineering, 25(6), 597-613. https://doi.org/10.1002/cnm.1189

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title = "Texture-based tissue characterization for high-resolution CT scans of coronary arteries",

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.",

keywords = "Biomedical imaging, Isotropic multiresolution, Statistical discrimination, Textures, Wavelets",

author = "Manos Papadakis and Bodmann, {Bernhard G.} and Alexander, {Simon K.} and Deborah Vela and Shikha Baid and Gittens, {Alex A.} and Kouri, {Donald J.} and Gertz, {S. David} and Saurabh Jain and Romero, {Juan R.} and Xiao Li and Paul Cherukuri and Cody, {Dianna D.} and Gladish, {Gregory W.} and Ibrahim Aboshady and Conyers, {Jodie L.} and Casscells, {S. Ward}",

year = "2009",

doi = "10.1002/cnm.1189",

language = "אנגלית",

volume = "25",

pages = "597--613",

journal = "Communications in Numerical Methods in Engineering",

issn = "1069-8299",

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Papadakis, M, Bodmann, BG, Alexander, SK, Vela, D, Baid, S, Gittens, AA, Kouri, DJ, Gertz, SD, Jain, S, Romero, JR, Li, X, Cherukuri, P, Cody, DD, Gladish, GW, Aboshady, I, Conyers, JL & Casscells, SW 2009, 'Texture-based tissue characterization for high-resolution CT scans of coronary arteries', Communications in Numerical Methods in Engineering, vol. 25, no. 6, pp. 597-613. https://doi.org/10.1002/cnm.1189

TY - JOUR

T1 - Texture-based tissue characterization for high-resolution CT scans of coronary arteries

AU - Papadakis, Manos

AU - Bodmann, Bernhard G.

AU - Alexander, Simon K.

AU - Vela, Deborah

AU - Baid, Shikha

AU - Gittens, Alex A.

AU - Kouri, Donald J.

AU - Gertz, S. David

AU - Jain, Saurabh

AU - Romero, Juan R.

AU - Li, Xiao

AU - Cherukuri, Paul

AU - Cody, Dianna D.

AU - Gladish, Gregory W.

AU - Aboshady, Ibrahim

AU - Conyers, Jodie L.

AU - Casscells, S. Ward

PY - 2009

Y1 - 2009

N2 - 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.

AB - 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.

KW - Biomedical imaging

KW - Isotropic multiresolution

KW - Statistical discrimination

KW - Textures

KW - Wavelets

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EP - 613

JO - Communications in Numerical Methods in Engineering

JF - Communications in Numerical Methods in Engineering

IS - 6

ER -

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

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