A multimodal registration algorithm of eye fundus images using vessels detection and Hough transform

被引:221
作者
Zana, F [1 ]
Klein, JC [1 ]
机构
[1] Ecole Mines Paris, Ctr Morphol Math, F-77305 Fontainebleau, France
关键词
Hough transform; image registration; mathematical morphology; opthalmology; retina;
D O I
10.1109/42.774169
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Image registration is a real challenge because physicians handle many images. Temporal registration is necessary in order to follow the various steps of a disease, whereas multimodal registration allows us to improve the identification of some lesions or to compare pieces of information gathered from different sources, This paper presents an algorithm for temporal and/or multimodal registration of retinal images based on point correspondence, As an example, the algorithm has been applied to the registration of fluorescein images (obtained after a fluorescein dye injection) with green images (green filter of a color image). The vascular tree is first detected in each type of images and bifurcation points are labeled with surrounding vessel orientations. An angle-based invariant is then computed in order to give a probability for two points to match, Then a Bayesian Hough transform is used to sort the transformations with their respective likelihoods, A precise affine estimate is finally computed for most likely transformations. The best transformation is chosen for registration.
引用
收藏
页码:419 / 428
页数:10
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