EVALUATION OF RIDGE SEEKING OPERATORS FOR MULTIMODALITY MEDICAL IMAGEMATCHING

Citation
Jba. Maintz et al., EVALUATION OF RIDGE SEEKING OPERATORS FOR MULTIMODALITY MEDICAL IMAGEMATCHING, IEEE transactions on pattern analysis and machine intelligence, 18(4), 1996, pp. 353-365
Citations number
21
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
18
Issue
4
Year of publication
1996
Pages
353 - 365
Database
ISI
SICI code
0162-8828(1996)18:4<353:EORSOF>2.0.ZU;2-H
Abstract
Ridge-like structures in digital images may be extracted by convolving the images with derivatives of Gaussians. The choice of the convoluti on operator and of the parameters involved defines a specific ridge im age. In this paper, various ridge measures related to isophote curvatu re are constructed, reviewed, and evaluated with respect to their usab ility in CT/MRI matching of human brain scans. construction is initial ly done using heuristics in two-dimensional images, and then establish ed firmly in a mathematical framework. Attention is paid to the necess ity 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 f or the purpose of matching, despite the fact that the measure fails to detect ridges in a number of stylized scenes.