Title :
On the use of morphological alternated sequential filters for the classification of remote sensing images from urban areas
Author :
Chanussot, Jocelyn ; Benediktsson, Jon Atli ; Pesaresi, Martino
Author_Institution :
Signal & Images Lab., LIS/INPG, St. Martin d´´Heres, France
Abstract :
The problem of classification of high-resolution remotely sensed images from urban areas is addressed. Previous studies have shown the interest in exploiting the local geometrical information of each pixel to improve the classification. This is performed using the derivative morphological profile obtained with a granulometric approach using respectively opening and closing operators. We propose to replace this by a morphological alternated sequential filter, where the openings and the closings are applied alternately. The results and the robustness provided by the ASF are presented on IKONOS panchromatic data.
Keywords :
geophysical techniques; image classification; remote sensing; IKONOS data; alternated sequential filters; closing operators; derivative morphological profile; granulometric approach; image classification; local geometrical information; morphological alternated sequential filters; opening operators; panchromatic data; remote sensing images; robustness; urban areas; Feature extraction; Filters; Image analysis; Image edge detection; Image resolution; Laboratories; Pixel; Remote sensing; Signal mapping; Urban areas;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2003. IGARSS '03. Proceedings. 2003 IEEE International
Print_ISBN :
0-7803-7929-2
DOI :
10.1109/IGARSS.2003.1293813