Automatic registration of pelvic computed tomography data and magnetic resonance scans including a dull circle method for quantitative accuracy evaluation

被引:43
作者
van Herk, M [1 ]
de Munck, JC [1 ]
Lebesque, JV [1 ]
Muller, S [1 ]
Rasch, C [1 ]
Touw, A [1 ]
机构
[1] Netherlands Canc Inst, Antoni Van Leeuwenhoek Huis, Dept Radiotherapy, NL-1066 CX Amsterdam, Netherlands
关键词
image registration; validation; prostate; radiotherapy; magnetic resonance imaging; chemical shift;
D O I
10.1118/1.598393
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The purpose of this study is to develop a method for registration of CT and MR scans of the pelvis with minimal user interaction and to obtain a means for objective quantification of the registration accuracy of clinical data without markers. CT scans were registered with proton density MR scans using chamfer matching on automatically segmented bone. A fixed threshold was used to segment CT, while morphological filters were used to segment MR. The method was tested with transverse and coronal MR scans of 18 patients and sagittal MR scans of 8 patients. The registration accuracy was estimated by comparing (triangulating) registrations of a single CT scan with MR in different orientations in a ''full circle.'' For example, CT is first matched on transverse MR, next transverse MR is matched independently on coronal MR, and finally coronal MR is matched independently on CT. The product of the three transformations is the identity if all matching steps are perfect. Deviations from identity occur both due to random errors and due to some types of systematic errors. MR was registered on MR (to close the "circle") by minimization of rms voxel value differences. CT-MR registration takes about 1 min, including user interaction. The random error for CT-MR registration with transverse or coronal MR was 0.5 mm in translation and 0.4 degrees in rotation (standard deviation) for each axis. A systematic registration error of about 1 mm was demonstrated along the MR frequency encoding direction, which is attributed to the chemical shift. In conclusion, the presented algorithm efficiently and accurately registers pelvic CT and MR scans on bone. The "full circle" method provides an estimate of the registration accuracy on clinical data. (C) 1998 American Association of Physicists in Medicine. [S0094-2405(98)03710-9].
引用
收藏
页码:2054 / 2067
页数:14
相关论文
共 43 条
[1]   LOCALIZATION OF THE PROSTATIC APEX FOR RADIATION TREATMENT PLANNING [J].
ALGAN, O ;
HANKS, GE ;
SHAER, AH .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1995, 33 (04) :925-930
[2]   PROBABLE CAUSES OF RECURRENCE IN PATIENTS WITH CHORDOMA AND CHONDROSARCOMA OF THE BASE OF SKULL AND CERVICAL-SPINE [J].
AUSTIN, JP ;
URIE, MM ;
CARDENOSA, G ;
MUNZENRIDER, JE .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1993, 25 (03) :439-444
[3]   HIERARCHICAL CHAMFER MATCHING - A PARAMETRIC EDGE MATCHING ALGORITHM [J].
BORGEFORS, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (06) :849-865
[4]   DISTANCE TRANSFORMATIONS IN DIGITAL IMAGES [J].
BORGEFORS, G .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 34 (03) :344-371
[5]   PRE-IRRADIATION AND INTRA-IRRADIATION MULTIMODAL IMAGE REGISTRATION - PRINCIPLES AND FIRST EXPERIMENTS [J].
BRUNIE, L ;
LAVALLEE, S ;
TROCCAZ, J ;
CINQUIN, P ;
BOLLA, M .
RADIOTHERAPY AND ONCOLOGY, 1993, 29 (02) :244-252
[6]   The computation of MR image distortions caused by tissue susceptibility using the boundary element method [J].
deMunck, JC ;
Bhagwandien, R ;
Muller, SH ;
Verster, FC ;
vanHerk, MB .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (05) :620-627
[7]  
ERDI YE, 1994, CANCER, V73, P923, DOI 10.1002/1097-0142(19940201)73:3+<923::AID-CNCR2820731327>3.0.CO
[8]  
2-F
[9]   INTEGRATION OF MAGNETIC-RESONANCE-IMAGING INTO RADIATION-THERAPY TREATMENT PLANNING .1. TECHNICAL CONSIDERATIONS [J].
FRAASS, BA ;
MCSHAN, DL ;
DIAZ, RF ;
TENHAKEN, RK ;
AISEN, A ;
GEBARSKI, S ;
GLAZER, G ;
LICHTER, AS .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1987, 13 (12) :1897-1908
[10]   RETROSPECTIVE REGISTRATION OF PET AND MR BRAIN IMAGES - AN ALGORITHM AND ITS STEREOTAXIC VALIDATION [J].
GE, YR ;
FITZPATRICK, JM ;
VOTAW, JR ;
GADAMSETTY, S ;
MACIUNAS, RJ ;
KESSLER, RM ;
MARGOLIN, RA .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1994, 18 (05) :800-810