Motion-compensated reconstruction of tomographic image sequences

被引:1
作者
Gravier, EJ [1 ]
Yang, YY [1 ]
机构
[1] IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
来源
2003 IEEE NUCLEAR SCIENCE SYMPOSIUM, CONFERENCE RECORD, VOLS 1-5 | 2004年
关键词
D O I
10.1109/NSSMIC.2003.1352496
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
In this paper we study a motion-compensated approach for simultaneous reconstruction of image frames in a time sequence. We treat the frames in a sequence collectively as a single function of both space and time, and define a temporal prior to account for the temporal correlations in a sequence. This temporal prior is defined in a form of motion-compensation, aimed to follow the curved trajectories of the object motion through space-time. The image frames are then obtained through estimation using the expectation-maximization (EM) algorithm. The proposed algorithm was evaluated using the 4D gated mathematical cardiac-torso (gMCAT) D1.01 phantom to simulate gated SPECT perfusion imaging with Tc99m. Our experimental results demonstrate that the use of motion compensation for reconstruction can lead to significant improvement in image quality and reconstruction accuracy.
引用
收藏
页码:2927 / 2931
页数:5
相关论文
共 19 条
[1]  
BRANKOV JG, 2001, 6 INT M FULL 3 DIM I
[2]   Multichannel regularized recovery of compressed video sequences [J].
Choi, M.G. ;
Yang, Y. ;
Galatsanos, N.P. .
IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing, 2001, 48 (04) :376-387
[3]  
GALATSANOS NP, 2000, HDB IMAGE VIDEO PROC, P155
[4]   BAYESIAN RECONSTRUCTIONS FROM EMISSION TOMOGRAPHY DATA USING A MODIFIED EM ALGORITHM [J].
GREEN, PJ .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1990, 9 (01) :84-93
[5]   DETERMINING OPTICAL-FLOW [J].
HORN, BKP ;
SCHUNCK, BG .
ARTIFICIAL INTELLIGENCE, 1981, 17 (1-3) :185-203
[6]   Non-rigid summing of gated PET via optical flow [J].
Klein, GJ ;
Reutter, BW ;
Huesman, RH .
IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1997, 44 (04) :1509-1512
[7]   SIMULATION EVALUATION OF GIBBS PRIOR DISTRIBUTIONS FOR USE IN MAXIMUM A-POSTERIORI SPECT RECONSTRUCTIONS [J].
LALUSH, DS ;
TSUI, BMW .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1992, 11 (02) :267-275
[8]   Block-iterative techniques for fast 4D reconstruction using a priori motion models in gated cardiac SPECT [J].
Lalush, DS ;
Tsui, BMW .
PHYSICS IN MEDICINE AND BIOLOGY, 1998, 43 (04) :875-886
[9]  
Mair BA, 2002, 2002 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, PROCEEDINGS, P661, DOI 10.1109/ISBI.2002.1029344
[10]  
Metz CE, 1998, STAT MED, V17, P1033, DOI 10.1002/(SICI)1097-0258(19980515)17:9<1033::AID-SIM784>3.0.CO