Automated segmentation of MR images of brain tumors

被引:325
作者
Kaus, MR
Warfield, SK
Nabavi, A
Black, PM
Jolesz, FA
Kikinis, R
机构
[1] Harvard Univ, Sch Med, Brigham & Womens Hosp, Dept Radiol,Surg Planning Lab, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Brigham & Womens Hosp, Dept Neurosurg, Boston, MA 02115 USA
[3] Univ Erlangen Nurnberg, Lehrstuhl Tech Elekt, Erlangen, Germany
关键词
brain neoplasms; MR; magnetic resonance (MR); technology; three-dimensional; volume measurement; technology assessment;
D O I
10.1148/radiology.218.2.r01fe44586
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
An automated brain tumor segmentation method was developed and validated against manual segmentation with three-dimensional magnetic resonance images in 20 patients with meningiomas and low-grade gliomas. The automated method (operator time, 5-10 minutes) allowed rapid identification of brain and tumor tissue with an accuracy and reproducibility comparable to those of manual segmentation (operator time, 3-5 hours), making automated segmentation practical for low-grade gliomas and meningiomas.
引用
收藏
页码:586 / 591
页数:6
相关论文
共 28 条
[1]  
ALEXANDER E, 1996, IMAGE GUIDED NEUROSU, P260
[2]   Development and implementation of intraoperative magnetic resonance imaging and its neurosurgical applications [J].
Black, PM ;
Moriarty, T ;
Alexander, E ;
Stieg, P ;
Woodard, EJ ;
Gleason, PL ;
Martin, CH ;
Kikinis, R ;
Schwartz, RB ;
Jolesz, FA .
NEUROSURGERY, 1997, 41 (04) :831-842
[3]  
CLARK M, 1998, THESIS U S FLORIDA T
[4]   MRI - STABILITY OF 3 SUPERVISED SEGMENTATION TECHNIQUES [J].
CLARKE, LP ;
VELTHUIZEN, RP ;
PHUPHANICH, S ;
SCHELLENBERG, JD ;
ARRINGTON, JA ;
SILBIGER, M .
MAGNETIC RESONANCE IMAGING, 1993, 11 (01) :95-106
[5]   3-DIMENSIONAL SEGMENTATION OF MR IMAGES OF THE HEAD USING PROBABILITY AND CONNECTIVITY [J].
CLINE, HE ;
LORENSEN, WE ;
KIKINIS, R ;
JOLESZ, F .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1990, 14 (06) :1037-1045
[6]  
COLLINS DL, 1992, P SOC PHOTO-OPT INS, V1808, P10, DOI 10.1117/12.131063
[7]   NONLINEAR ANISOTROPIC FILTERING OF MRI DATA [J].
GERIG, G ;
KUBLER, O ;
KIKINIS, R ;
JOLESZ, FA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1992, 11 (02) :221-232
[8]   Tumour volume determination from MR images by morphological segmentation [J].
Gibbs, P ;
Buckley, DL ;
Blackband, SJ ;
Horsman, A .
PHYSICS IN MEDICINE AND BIOLOGY, 1996, 41 (11) :2437-2446
[9]   3-DIMENSIONAL MAGNETIC-RESONANCE IMAGES OF THE BRAIN - APPLICATION TO NEUROSURGICAL PLANNING [J].
HU, XP ;
TAN, KK ;
LEVIN, DN ;
GALHOTRA, S ;
MULLAN, JF ;
HEKMATPANAH, J ;
SPIRE, JP .
JOURNAL OF NEUROSURGERY, 1990, 72 (03) :433-440
[10]   Brain tumor volume measurement: Comparison of manual and semiautomated methods [J].
Joe, BN ;
Fukui, MB ;
Meltzer, CC ;
Huang, QS ;
Day, RS ;
Greer, PJ ;
Bozik, ME .
RADIOLOGY, 1999, 212 (03) :811-816