Regularized Fully 5D Reconstruction of Cardiac Gated Dynamic SPECT Images

被引:12
|
作者
Niu, Xiaofeng [1 ]
Yang, Yongyi
Jin, Mingwu [2 ,3 ]
Wernick, Miles N. [1 ]
King, Michael A. [4 ]
机构
[1] IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
[2] Univ Colorado Denver, Dept Radiol, Aurora, CO 80045 USA
[3] Univ Colorado Denver, C TRIC, Sch Med, Aurora, CO 80045 USA
[4] Univ Massachusetts, Med Ctr, Div Nucl Med, Worcester, MA 01655 USA
基金
美国国家卫生研究院;
关键词
5D reconstruction; dynamic SPECT; gated SPECT; spatio-temporal reconstruction; MOTION-COMPENSATED RECONSTRUCTION;
D O I
10.1109/TNS.2010.2047731
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In our recent work, we proposed an image reconstruction procedure aimed to unify gated imaging and dynamic imaging in nuclear cardiac imaging. With this procedure the goal is to obtain an image sequence from a single acquisition which shows simultaneously both cardiac motion and tracer distribution change over the course of imaging. In this work, we further develop and demonstrate this procedure for fully 5D (3D space plus time plus gate) reconstruction in gated, dynamic cardiac SPECT imaging, where the challenge is even greater without the use of multiple fast camera rotations. For 5D reconstruction, we develop and compare two iterative algorithms: one is based on the modified block sequential regularized EM (BSREM-II) algorithm, and the other is based on the one-step late (OSL) algorithm. In our experiments, we simulated gated cardiac imaging with the NURBS-based cardiac-torso (NCAT) phantom and Tc99m-Teboroxime as the imaging agent, where acquisition with the equivalent of only three full camera rotations was used during the course of a 12-minute postinjection period. We conducted a thorough evaluation of the reconstruction results using a number of quantitative measures. Our results demonstrate that the 5D reconstruction procedure can yield gated dynamic images which show quantitative information for both perfusion defect detection and cardiac motion.
引用
收藏
页码:1085 / 1095
页数:11
相关论文
共 50 条
  • [1] Fully 5D reconstruction of gated dynamic cardiac SPECT images
    Jin, Mingwu
    Yang, Yongyi
    Wernick, Miles N.
    King, Michael A.
    [J]. 2006 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOL 1-6, 2006, : 3445 - 3448
  • [2] TEMPORAL REGULARIZATION IN FULLY 5D RECONSTRUCTION OF CARDIAC GATED DYNAMIC SPECT IMAGES
    Niu, Xiaofeng
    Yang, Yongyi
    Wernick, Miles N.
    [J]. 2011 8TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2011, : 1504 - 1507
  • [3] FULLY 5D RECONSTRUCTION OF GATED DYNAMIC CARDIAC SPECT IMAGES USING TEMPORAL B-SPLINES
    Niu, Xiaofeng
    Yang, Yongyi
    Jin, Mingwu
    [J]. 2010 7TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2010, : 460 - 463
  • [4] Regularized reconstruction of dynamic gated cardiac SPECT images
    Jin, Mingwu
    Yang, Yongyi
    [J]. COMPUTATIONAL IMAGING V, 2007, 6498
  • [5] Comparison study of temporal regularization methods for fully 5D reconstruction of cardiac gated dynamic SPECT
    Niu, Xiaofeng
    Yang, Yongyi
    King, Michael A.
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2012, 57 (17): : 5523 - 5542
  • [6] Reconstruction of cardiac-gated dynamic SPECT images
    Jin, MW
    Yang, YY
    Wernick, MN
    [J]. 2005 International Conference on Image Processing (ICIP), Vols 1-5, 2005, : 3557 - 3560
  • [7] Fully 4D reconstruction of gated cardiac images
    Gravier, Erwan
    Yang, Yonyi
    King, Michael A.
    [J]. 2005 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-5, 2005, : 1677 - 1680
  • [8] Reconstruction of dynamic gated cardiac SPECT
    Jin, Mingwu
    Yang, Yongyi
    King, Michael A.
    [J]. MEDICAL PHYSICS, 2006, 33 (11) : 4384 - 4394
  • [9] DIRECT RECONSTRUCTION OF PARAMETRIC IMAGES FROM CARDIAC GATED DYNAMIC SPECT DATA
    Niu, Xiaofeng
    Yang, Yongyi
    Wernick, Miles N.
    [J]. 2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011, : 453 - 456
  • [10] Fast dynamic image reconstruction for gated cardiac SPECT
    Jin, Mingwu
    Yang, Yongyi
    Wernick, Miles N.
    King, Michael A.
    [J]. 2006 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOL 1-6, 2006, : 2281 - 2284