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
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.