GEODESIC SALIENCY OF WATERSHED CONTOURS AND HIERARCHICAL SEGMENTATION

Citation
L. Najman et M. Schmitt, GEODESIC SALIENCY OF WATERSHED CONTOURS AND HIERARCHICAL SEGMENTATION, IEEE transactions on pattern analysis and machine intelligence, 18(12), 1996, pp. 1163-1173
Citations number
25
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
18
Issue
12
Year of publication
1996
Pages
1163 - 1173
Database
ISI
SICI code
0162-8828(1996)18:12<1163:GSOWCA>2.0.ZU;2-C
Abstract
The watershed is one of the latest segmentation tools developed in mat hematical morphology. In order to prevent its oversegmentation, the no tion of dynamics of a minimum, based on geodesic reconstruction, has b een proposed. In this paper, we extend the notion of dynamics to the c ontour arcs. This notion acts as a measure of the saliency of the cont our. Contrary to the dynamics of minima, our concept reflects the exte nsion and shape of the corresponding object in the image. This represe ntation is also much more natural, because it is expressed in terms of partitions of the plane, i.e., segmentations. A hierarchical segmenta tion process is then derived, which gives a compact description of the image, containing all the segmentations one can obtain by the notion of dynamics, by means of a simple thresholding. Finally, efficient alg orithms for computing the geodesic reconstruction as well as the dynam ics of contours are presented.