Regularized B-spline deformable registration for respiratory motion correction in PET images

被引:67
|
作者
Bai, Wenjia [1 ]
Brady, Michael [1 ]
机构
[1] Univ Oxford, Dept Engn Sci, Wolfson Med Vis Lab, Oxford OX1 3PJ, England
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2009年 / 54卷 / 09期
关键词
BAYESIAN RECONSTRUCTION; DESIGN;
D O I
10.1088/0031-9155/54/9/008
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A major challenge in thoracic PET imaging is respiratory motion, which degrades image quality to the extent that it can affect subsequent diagnosis and patient management. This paper presents an approach to overcoming this problem using a deformable registration algorithm for respiratory gated PET images. Registration is based entirely on PET images without increasing the radiation burden. A Markov random field regularizer is introduced to the registration, which penalizes noisy deformation fields. Experimental results on both simulated and real data show that regularized registration effectively suppresses the noise in images, yielding satisfactory deformation fields. In addition, motion correction using the registration algorithm significantly improves the quality of PET images.
引用
收藏
页码:2719 / 2736
页数:18
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