Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study

Yuanke Zhang; Dong Zeng; Sui Li; Yuting Liao; Zhaoying Bian; Yongbo Wang; Ji He; Xiao Jia; Yuxiang Xing; Deyu Meng; Hongbing Lu; Jianhua Ma

doi:10.1117/12.2534360

Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study

Yuanke Zhang
, Dong Zeng
, Sui Li
, Yuting Liao
, Zhaoying Bian
, Yongbo Wang
, Ji He
, Xiao Jia
, Yuxiang Xing
, Deyu Meng
, Hongbing Lu
, Jianhua Ma

School of Mathematics and Statistics

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

In this study we present a novel contrast-medium anisotropy-aware TTV (Cute-TTV) model to reflect intrinsic sparsity configurations of a cerebral perfusion Computed Tomography (PCT) object. We also propose a PCT reconstruction scheme via the Cute-TTV model to improve the performance of PCT reconstructions in the weak radiation tasks (referred as CuteTTV-RECON). An efficient optimization algorithm is developed for the CuteTTV-RECON. Preliminary simulation studies demonstrate that it can achieve significant improvements over existing state-of-the-art methods in terms of artifacts suppression, structures preservation and parametric maps accuracy with weak radiation.

Original language	English
Title of host publication	15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine
Editors	Samuel Matej, Scott D. Metzler
Publisher	SPIE
ISBN (Electronic)	9781510628373
DOIs	https://doi.org/10.1117/12.2534360
State	Published - 2019
Event	15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, Fully3D 2019 - Philadelphia, United States Duration: 2 Jun 2019 → 6 Jun 2019

Publication series

Name	Proceedings of SPIE - The International Society for Optical Engineering
Volume	11072
ISSN (Print)	0277-786X
ISSN (Electronic)	1996-756X

Conference

Conference	15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, Fully3D 2019
Country/Territory	United States
City	Philadelphia
Period	2/06/19 → 6/06/19

Keywords

Cerebral perfusion
Computed tomography
Contrast-medium anisotropy-aware TTV
Image reconstruction
Weak radiation

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10.1117/12.2534360

Cite this

Zhang, Y., Zeng, D., Li, S., Liao, Y., Bian, Z., Wang, Y., He, J., Jia, X., Xing, Y., Meng, D., Lu, H., & Ma, J. (2019). Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study. In S. Matej, & S. D. Metzler (Eds.), 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine Article 110720A (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11072). SPIE. https://doi.org/10.1117/12.2534360

Zhang, Yuanke ; Zeng, Dong ; Li, Sui et al. / Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation : A preliminary study. 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine. editor / Samuel Matej ; Scott D. Metzler. SPIE, 2019. (Proceedings of SPIE - The International Society for Optical Engineering).

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title = "Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study",

abstract = "In this study we present a novel contrast-medium anisotropy-aware TTV (Cute-TTV) model to reflect intrinsic sparsity configurations of a cerebral perfusion Computed Tomography (PCT) object. We also propose a PCT reconstruction scheme via the Cute-TTV model to improve the performance of PCT reconstructions in the weak radiation tasks (referred as CuteTTV-RECON). An efficient optimization algorithm is developed for the CuteTTV-RECON. Preliminary simulation studies demonstrate that it can achieve significant improvements over existing state-of-the-art methods in terms of artifacts suppression, structures preservation and parametric maps accuracy with weak radiation.",

keywords = "Cerebral perfusion, Computed tomography, Contrast-medium anisotropy-aware TTV, Image reconstruction, Weak radiation",

author = "Yuanke Zhang and Dong Zeng and Sui Li and Yuting Liao and Zhaoying Bian and Yongbo Wang and Ji He and Xiao Jia and Yuxiang Xing and Deyu Meng and Hongbing Lu and Jianhua Ma",

note = "Publisher Copyright: {\textcopyright} COPYRIGHT SPIE. Downloading of the abstract is permitted for personal use only.; 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, Fully3D 2019 ; Conference date: 02-06-2019 Through 06-06-2019",

year = "2019",

doi = "10.1117/12.2534360",

language = "英语",

series = "Proceedings of SPIE - The International Society for Optical Engineering",

publisher = "SPIE",

editor = "Samuel Matej and Metzler, \{Scott D.\}",

booktitle = "15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine",

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Zhang, Y, Zeng, D, Li, S, Liao, Y, Bian, Z, Wang, Y, He, J, Jia, X, Xing, Y, Meng, D, Lu, H & Ma, J 2019, Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study. in S Matej & SD Metzler (eds), 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine., 110720A, Proceedings of SPIE - The International Society for Optical Engineering, vol. 11072, SPIE, 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, Fully3D 2019, Philadelphia, United States, 2/06/19. https://doi.org/10.1117/12.2534360

Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study. / Zhang, Yuanke; Zeng, Dong; Li, Sui et al.
15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine. ed. / Samuel Matej; Scott D. Metzler. SPIE, 2019. 110720A (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11072).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation

T2 - 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, Fully3D 2019

AU - Zhang, Yuanke

AU - Zeng, Dong

AU - Li, Sui

AU - Liao, Yuting

AU - Bian, Zhaoying

AU - Wang, Yongbo

AU - He, Ji

AU - Jia, Xiao

AU - Xing, Yuxiang

AU - Meng, Deyu

AU - Lu, Hongbing

AU - Ma, Jianhua

PY - 2019

Y1 - 2019

N2 - In this study we present a novel contrast-medium anisotropy-aware TTV (Cute-TTV) model to reflect intrinsic sparsity configurations of a cerebral perfusion Computed Tomography (PCT) object. We also propose a PCT reconstruction scheme via the Cute-TTV model to improve the performance of PCT reconstructions in the weak radiation tasks (referred as CuteTTV-RECON). An efficient optimization algorithm is developed for the CuteTTV-RECON. Preliminary simulation studies demonstrate that it can achieve significant improvements over existing state-of-the-art methods in terms of artifacts suppression, structures preservation and parametric maps accuracy with weak radiation.

AB - In this study we present a novel contrast-medium anisotropy-aware TTV (Cute-TTV) model to reflect intrinsic sparsity configurations of a cerebral perfusion Computed Tomography (PCT) object. We also propose a PCT reconstruction scheme via the Cute-TTV model to improve the performance of PCT reconstructions in the weak radiation tasks (referred as CuteTTV-RECON). An efficient optimization algorithm is developed for the CuteTTV-RECON. Preliminary simulation studies demonstrate that it can achieve significant improvements over existing state-of-the-art methods in terms of artifacts suppression, structures preservation and parametric maps accuracy with weak radiation.

KW - Cerebral perfusion

KW - Computed tomography

KW - Contrast-medium anisotropy-aware TTV

KW - Image reconstruction

KW - Weak radiation

UR - https://www.scopus.com/pages/publications/85074269108

U2 - 10.1117/12.2534360

DO - 10.1117/12.2534360

M3 - 会议稿件

AN - SCOPUS:85074269108

T3 - Proceedings of SPIE - The International Society for Optical Engineering

BT - 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine

A2 - Matej, Samuel

A2 - Metzler, Scott D.

PB - SPIE

Y2 - 2 June 2019 through 6 June 2019

ER -

Zhang Y, Zeng D, Li S, Liao Y, Bian Z, Wang Y et al. Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study. In Matej S, Metzler SD, editors, 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine. SPIE. 2019. 110720A. (Proceedings of SPIE - The International Society for Optical Engineering). doi: 10.1117/12.2534360

Contrast-medium anisotropy-aware tensor total variation model for robust cerebral perfusion CT reconstruction with weak radiation: A preliminary study

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