Fast iterative algorithm for metal artifact reduction in X-ray CT

被引:117
作者
Wang, G [1 ]
Frei, T [1 ]
Vannier, MW [1 ]
机构
[1] Univ Iowa, Dept Radiol, Iowa City, IA 52242 USA
关键词
computed tomography (CT); artifact; physics;
D O I
10.1016/S1076-6332(00)80576-0
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 [临床医学]; 100207 [影像医学与核医学]; 1009 [特种医学];
摘要
Rationale and Objectives. The reduction of metal artifacts in x-ray computed tomography (CT) has important clinical applications. An iterative method adapted from the expectation maximization (EM) formula for emission CT was shown to be effective for metal artifact reduction, but its computational speed is slow. The goal of this project was to accelerate that iterative method for metal artifact reduction. Materials and Methods. Using the row-action/ordered-subset (EM) formula for emission CT as a basis, the authors developed a fast iterative algorithm for metal artifact reduction. In each iteration of this algorithm, both reprojection from an intermediate image and backprojection from discrepancy data are performed, Results. The feasibility of the fast iterative algorithm was demonstrated in numerical and phantom experiments. In comparison with the nonaccelerated iterative algorithm, the speed of iterative metal artifact reduction is improved by an order of magnitude given image quality in terms of visual inspection, I-divergence in the projection domain, and the euclidean distance in the image domain. Conclusion. The fast iterative algorithm corrects intermediate reconstruction according to subsets of projections and produces satisfactory image quality at a much faster speed than the previously published iterative algorithm. This algorithm has important potential in clinical applications, such as orthopedic, oncologic, and dental imaging.
引用
收藏
页码:607 / 614
页数:8
相关论文
共 17 条
[1]
A row-action alternative to the EM algorithm for maximizing likelihoods in emission tomography [J].
Browne, J ;
DePierro, AR .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (05) :687-699
[3]
AN ALGORITHM FOR THE REDUCTION OF METAL CLIP ARTIFACTS IN CT RECONSTRUCTIONS [J].
GLOVER, GH ;
PELC, NJ .
MEDICAL PHYSICS, 1981, 8 (06) :799-807
[4]
ALGEBRAIC RECONSTRUCTION TECHNIQUES CAN BE MADE COMPUTATIONALLY EFFICIENT [J].
HERMAN, GT ;
MEYER, LB .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1993, 12 (03) :600-609
[5]
COMPUTED TOMOGRAPHY RECONSTRUCTION FROM HOLLOW PROJECTIONS - APPLICATION TO INVIVO EVALUATION OF ARTIFICIAL HIP JOINTS [J].
HINDERLING, T ;
RUEGSEGGER, P ;
ANLIKER, M ;
DIETSCHI, C .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1979, 3 (01) :52-57
[6]
ACCELERATED IMAGE-RECONSTRUCTION USING ORDERED SUBSETS OF PROJECTION DATA [J].
HUDSON, HM ;
LARKIN, RS .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1994, 13 (04) :601-609
[7]
METHOD FOR CORRECTING BONE INDUCED ARTIFACTS IN COMPUTED TOMOGRAPHY SCANNERS [J].
JOSEPH, PM ;
SPITAL, RD .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1978, 2 (01) :100-108
[8]
REDUCTION OF CT ARTIFACTS CAUSED BY METALLIC IMPLANTS [J].
KALENDER, WA ;
HEBEL, R ;
EBERSBERGER, J .
RADIOLOGY, 1987, 164 (02) :576-577
[9]
LEWITT RM, 1978, OPTIK, V50, P189
[10]
ITERATIVE CONVOLUTION BACKPROJECTION ALGORITHMS FOR IMAGE-RECONSTRUCTION FROM LIMITED DATA [J].
MEDOFF, BP ;
BRODY, WR ;
NASSI, M ;
MACOVSKI, A .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1983, 73 (11) :1493-1500