An efficient algorithm to compute the X-ray transform

被引:3
|
作者
Chen, Chong [1 ]
Wang, Runqian [2 ]
Bajaj, Chandrajit [3 ]
Oktem, Ozan [4 ]
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, ICMSEC, LSEC, Beijing 100190, Peoples R China
[2] Princeton Int Sch Math & Sci, Princeton, NJ USA
[3] Univ Texas Austin, Dept Comp Sci, Oden Inst Computat Engn & Sci, Austin, TX 78712 USA
[4] KTH Royal Inst Technol, Dept Math, Stockholm, Sweden
基金
北京市自然科学基金;
关键词
X-ray transform; intersection length; projection matrix; non-vanishing intersectability; ambiguity and flexibility; tomographic image reconstruction; DISTANCE-DRIVEN PROJECTION; IMAGE-RECONSTRUCTION; ITERATIVE ALGORITHM; TRACING TECHNIQUE; REGULARIZATION; CONVERGENCE; TOMOGRAPHY;
D O I
10.1080/00207160.2021.1969017
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We propose a new algorithm to compute the X-ray transform of an image represented by unit (pixel/voxel) basis functions. The fundamental task is equivalently calculating the intersection lengths of the ray with associated units. For the given ray, we derive the sufficient and necessary condition for non-vanishing intersectability. By this condition, we can distinguish the units that produce valid intersections with the ray. Only for those units, we calculate the intersection lengths by the obtained analytic formula. The proposed algorithm is adapted to various two-dimensional (2D)/three-dimensional (3D) scanning geometries, and its several issues are also discussed, including the intrinsic ambiguity, flexibility, computational cost and parallelization. The proposed method is fast and easy to implement, more complete and flexible than the existing alternatives with respect to different scanning geometries and different basis functions. Finally, we validate the correctness of the algorithm.
引用
收藏
页码:1325 / 1343
页数:19
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