Surface-based labeling of cortical anatomy using a deformable atlas

被引:196
作者
Sandor, S
Leahy, R
机构
[1] UNIV SO CALIF, DEPT ELECT ENGN SYST, SIGNAL & IMAGE PROC INST, LOS ANGELES, CA 90089 USA
[2] TRW CO INC, REDONDO BEACH, CA 90278 USA
关键词
brain atlas; deformable surface models; feature extraction; matching;
D O I
10.1109/42.552054
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We describe a computerized method to automatically find and label the cortical surface in three-dimensional (3-D) magnetic resonance (MR) brain images, The approach we take is to model a prelabeled brain atlas as a physical object and give it elastic properties, allowing it to warp itself onto regions in a preprocessed image. Preprocessing consists of boundary-finding and a morphological procedure which automatically extracts the brain and sulci from an MR image and provides a smoothed representation of the brain surface to which the deformable model can rapidly converge, Our deformable models are energy-minimizing elastic surfaces that can accurately locate image features, The models are parameterized with 3-D bicubic B-spline surfaces, We design the energy function such that cortical fissure (sulci) points on the model are attracted to fissure points on the image and the remaining model points are attracted to the brain surface, A conjugate gradient method minimizes the energy function, allowing the model to automatically converge to the smoothed brain surface, Finally, labels are propagated from the deformed atlas onto the high-resolution brain surface.
引用
收藏
页码:41 / 54
页数:14
相关论文
共 37 条
[1]  
[Anonymous], BIOMAGNETISM INTERDI
[2]   A COMPUTERIZED SYSTEM FOR THE ELASTIC MATCHING OF DEFORMED RADIOGRAPHIC IMAGES TO IDEALIZED ATLAS IMAGES [J].
BAJCSY, R ;
LIEBERSON, R ;
REIVICH, M .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1983, 7 (04) :618-625
[3]  
BARTELS R. H., 1987, INTRO SPLINES USE CO
[4]   3-D SEGMENTATION OF MR IMAGES OF THE HEAD FOR 3-D DISPLAY [J].
BOMANS, M ;
HOHNE, KH ;
TIEDE, U ;
RIEMER, M .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1990, 9 (02) :177-183
[5]  
BOOKSTEIN FL, 1991, P 12 INT C INF PROC
[6]   DISTANCE TRANSFORMATIONS IN ARBITRARY DIMENSIONS [J].
BORGEFORS, G .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1984, 27 (03) :321-345
[8]   COMPUTATIONAL METHODS FOR RECONSTRUCTING AND UNFOLDING THE CEREBRAL-CORTEX [J].
CARMAN, GJ ;
DRURY, HA ;
VANESSEN, DC .
CEREBRAL CORTEX, 1995, 5 (06) :506-517
[9]   3D BRAIN MAPPING USING A DEFORMABLE NEUROANATOMY [J].
CHRISTENSEN, GE ;
RABBITT, RD ;
MILLER, MI .
PHYSICS IN MEDICINE AND BIOLOGY, 1994, 39 (03) :609-618
[10]   USING DEFORMABLE SURFACES TO SEGMENT 3-D IMAGES AND INFER DIFFERENTIAL STRUCTURES [J].
COHEN, I ;
COHEN, LD ;
AYACHE, N .
CVGIP-IMAGE UNDERSTANDING, 1992, 56 (02) :242-263