A computationally efficient method for automatic registration of orthogonal x-ray images with volumetric CT data

被引:23
作者
Chen, Xin [1 ]
Varley, Martin R. [1 ]
Shark, Lik-Kwan [1 ]
Shentall, Glyn S. [2 ]
Kirby, Mike C. [3 ]
机构
[1] Univ Cent Lancashire, ADSIP Res Ctr, Preston PR1 2HE, Lancs, England
[2] Royal Preston Hosp, Rosemere Canc Ctr, Preston, Lancs, England
[3] Christie Hosp NHS Fdn Trust, Satellite Ctr, Manchester, Lancs, England
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1088/0031-9155/53/4/010
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The paper presents a computationally efficient 3D - 2D image registration algorithm for automatic pre- treatment validation in radiotherapy. The novel aspects of the algorithm include (a) a hybrid cost function based on partial digitally reconstructed radiographs (DRRs) generated along projected anatomical contours and a level set term for similarity measurement; and (b) a fast search method based on parabola fitting and sensitivity- based search order. Using CT and orthogonal x- ray images from a skull and a pelvis phantom, the proposed algorithm is compared with the conventional ray- casting full DRR based registration method. Not only is the algorithm shown to be computationally more efficient with registration time being reduced by a factor of 8, but also the algorithm is shown to offer 50% higher capture range allowing the initial patient displacement up to 15 mm (measured by mean target registration error). For the simulated data, high registration accuracy with average errors of 0.53 mm +/- 0.12 mm for translation and 0.61 degrees +/- 0.29 degrees for rotation within the capture range has been achieved. For the tested phantom data, the algorithm has also shown to be robust without being affected by artificial markers in the image.
引用
收藏
页码:967 / 983
页数:17
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