Evaluation of ridge seeking operators for multimodality medical image matching

被引:114
作者
Maintz, JBA [1 ]
vandenElsen, PA [1 ]
Viergever, MA [1 ]
机构
[1] STANFORD UNIV, SCH MED, DEPT RADIOL, RADIOL SCI LAB, STANFORD, CA 94305 USA
关键词
medical image matching; registration; differential operators; ridges; PET; MR; CT;
D O I
10.1109/34.491617
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Ridge-like structures in digital images may be extracted by convolving the images with derivatives of Gaussians. The choice of the convolution operator and of the parameters involved defines a specific ridge image. In this paper, various ridge measures related to isophote curvature are constructed, reviewed, and evaluated with respect to their usability in CT/MRI matching of human brain scans. construction is initially done using heuristics in two-dimensional images, and then established firmly in a mathematical framework. Attention is paid to the necessity of operator invariance, scale of the operator, extension to three-dimensional images, and relations to isophote and principal curvature. It will be shown that one of the ridge measures appears well suited for the purpose of matching, despite the fact that the measure fails to detect ridges in a number of stylized scenes.
引用
收藏
页码:353 / 365
页数:13
相关论文
共 21 条
[1]  
[Anonymous], THESIS UTRECHT U
[2]   HIERARCHICAL CHAMFER MATCHING - A PARAMETRIC EDGE MATCHING ALGORITHM [J].
BORGEFORS, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (06) :849-865
[3]  
EBERLY D, 1993, RIDGES IMAGE ANAL
[4]   SCALE AND THE DIFFERENTIAL STRUCTURE OF IMAGES [J].
FLORACK, LMJ ;
ROMENY, BMT ;
KOENDERINK, JJ ;
VIERGEVER, MA .
IMAGE AND VISION COMPUTING, 1992, 10 (06) :376-388
[5]  
FLORACK LMJ, 1994, J MATH IMAGING VISIO, V4
[6]  
GUEZIEC A, 1992, P SOC PHOTO-OPT INS, V1808, P259, DOI 10.1117/12.131083
[7]   THE STRUCTURE OF IMAGES [J].
KOENDERINK, JJ .
BIOLOGICAL CYBERNETICS, 1984, 50 (05) :363-370
[8]  
KOENDERINK JJ, 1993, PATTERN RECOGNITION
[9]   RETROSPECTIVE GEOMETRIC CORRELATION OF MR, CT, AND PET IMAGES [J].
LEVIN, DN ;
PELIZZARI, CA ;
CHEN, GTY ;
CHEN, CT ;
COOPER, MD .
RADIOLOGY, 1988, 169 (03) :817-823
[10]  
MAINTZ JBA, 1992, 9230 3DCV UTRECHT U