M. Pesaresi et Ja. Benediktsson, A new approach for the morphological segmentation of high-resolution satellite imagery, IEEE GEOSCI, 39(2), 2001, pp. 309-320
Citations number
23
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
A new segmentation method based on the morphological characteristic of conn
ected components in images is proposed. Theoretical definitions of morpholo
gical leveling and morphological spectrum are used in the formal definition
of a morphological characteristic, In multiscale segmentation, this charac
teristic is formalized through the derivative of the morphological profile.
Multiscale segmentation is particularly well suited for complex image scen
es such as aerial or fine resolution satellite images, where very thin, env
eloped and/or nested regions must be retained. The proposed method performs
well in the presence of both low radiometric contrast and relatively low s
patial resolution. Those factors may produce a textural effect, a border ef
fect, and ambiguity in the object/background distinction. Segmentation exam
ples for satellite images are given.