Evaluation of Five Algorithms for Mapping Brain Cortical Surfaces

被引:16
作者
Eskildsen, Simon Fristed [1 ]
Ostergaard, Lasse Riis [1 ]
机构
[1] Aalborg Univ, Dept Hlth Sci & Technol, DK-9220 Aalborg, Denmark
来源
SIBGRAPI 2008: XXI BRAZILIAN SYMPOSIUM ON COMPUTER GRAPHICS AND IMAGE PROCESSING | 2008年
关键词
D O I
10.1109/SIBGRAPI.2008.16
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
With the increasing resolution and contrast of brain imaging devices automatic segmentation and quantification of the human cerebral cortex have grown popular for morphological analyses. The tightly folded cortex is often modeled with surfaces in 3D, and morphological features, such as the cortical thickness, can be calculated. In order to average and compare such morphological features within groups of subjects, mappings between the highly diverse cortical surfaces are needed. In this paper we evaluate five algorithms for mapping between discrete polygonal surfaces of cortices. Among the evaluated algorithms we include a new algorithm based on a functional expressing similarity between geometrical features. Four numerical mapping criteria, a landmark test, and statistical maps are used to evaluate the mapping algorithms. We show that the accuracy of manually placed landmarks are difficult to reproduce automatically, and the choice of mapping algorithm impacts the conclusions drawn from statistical maps generated by, use of the algorithm. In terms of landmark accuracy, a spherical mapping approach with non-linear optimization is shown to be the best of the tested algorithms.
引用
收藏
页码:137 / 144
页数:8
相关论文
共 36 条
[1]  
Ahlfors L, 1979, COMPLEX ANAL
[2]   3D registration using a new implementation of the ICP algorithm based on a comprehensive lookup matrix:: Application to medical imaging [J].
Almhdie, Ahmad ;
Leger, Christophe ;
Deriche, Mohamed ;
Ledee, Roger .
PATTERN RECOGNITION LETTERS, 2007, 28 (12) :1523-1533
[3]  
[Anonymous], 2002, STAT BUSINESS EC
[4]   An algorithmic overview of surface registration techniques for medical imaging [J].
Audette, MA ;
Ferrie, FP ;
Peters, TM .
MEDICAL IMAGE ANALYSIS, 2000, 4 (03) :201-217
[5]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[6]   Early diagnosis of Alzheimer's disease: contribution of structural neuroimaging [J].
Chetelat, G ;
Baron, JC .
NEUROIMAGE, 2003, 18 (02) :525-541
[7]   Cortical surface-based analysis - I. Segmentation and surface reconstruction [J].
Dale, AM ;
Fischl, B ;
Sereno, MI .
NEUROIMAGE, 1999, 9 (02) :179-194
[8]  
Dijkstra E.W., 1959, Numerische mathematik, V1, P269, DOI [10.1007/BF01386390, DOI 10.1007/BF01386390]
[9]  
Eskildsen SF, 2006, LECT NOTES COMPUT SC, V4191, P823
[10]   Rigid, affine and locally affine registration of free-form surfaces [J].
Feldmar, J ;
Ayache, N .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1996, 18 (02) :99-119