Retrospective evaluation of intersubject brain registration

被引:158
作者
Hellier, P [1 ]
Barillot, C
Corouge, I
Gibaud, B
Le Goualher, G
Collins, DL
Evans, A
Malandaln, G
Ayache, N
Christensen, GE
Johnson, HJ
机构
[1] Projet Vista, IRISA, INRIA, CNRS, Rennes, France
[2] Fac Med, Lab IDM, F-35042 Rennes, France
[3] McGill Univ, Montreal Neurol Inst, Montreal, PQ H3A 2T5, Canada
[4] Projet Epidaure, INRIA, F-06902 Sophia Antipolis, France
[5] Univ Iowa, Dept Elect & Comp Engn, Iowa City, IA 52242 USA
关键词
atlas matching; cortical sulci; evaluation; MRI; neuroanatomy; nonrigid registration;
D O I
10.1109/TMI.2003.816961
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Although numerous methods to register brains of different individuals have been proposed, no work has been done, as far as we know, to evaluate and objectively compare the performances of different nonrigid (or elastic) registration methods on the same database of subjects. In this paper, we propose an evaluation framework, based on global and local measures of the relevance of the registration. We have chosen to focus more particularly on the matching of cortical areas, since intersubject registration methods are dedicated to anatomical and functional normalization, and also because other groups [7] have shown the relevance of such registration methods for deep brain structures. Experiments were conducted using 6 methods on a database of 18 subjects. The global measures used show that the quality of the registration is directly related to the transformation's degrees of freedom. More surprisingly, local measures based on the matching of cortical sulci did not show significant differences between rigid and non rigid methods.
引用
收藏
页码:1120 / 1130
页数:11
相关论文
共 48 条
[1]  
CACHIER P, 2001, LNCS, V2208, P734
[2]  
Caunce A, 1999, LECT NOTES COMPUT SC, V1613, P196
[3]   Volumetric transformation of brain anatomy [J].
Christensen, GE ;
Joshi, SC ;
Miller, MI .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (06) :864-877
[4]   Consistent image registration [J].
Christensen, GE ;
Johnson, HJ .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (07) :568-582
[5]  
Collins DL, 1996, LECT NOTES COMPUT SC, V1131, P307, DOI 10.1007/BFb0046968
[6]  
COLLIS B, 1997, ED TECHNOLOGY REV, V8, P11
[7]   ACTIVE SHAPE MODELS - THEIR TRAINING AND APPLICATION [J].
COOTES, TF ;
TAYLOR, CJ ;
COOPER, DH ;
GRAHAM, J .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (01) :38-59
[8]  
DESVIGNES M, 1997, HUMAN BRAIN MAP, P410
[9]  
Evans A. C., 1992, Society for Neuroscience Abstracts, V18, P408
[10]  
EVANS AC, 1991, SPIE, V1445, P236