Title :
Generalized multiscale connected operators with applications to granulometric image analysis
Author :
Doulamis, Anastasios ; Doulamis, Nikolaos ; Maragos, Petros
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Greece
fDate :
6/23/1905 12:00:00 AM
Abstract :
In this paper, generalized granulometric size distributions and size histograms (a.k.a ´pattern spectra´) are developed using generalized multiscale lattice operators of the opening and closing type. The generalized size histograms are applied to granulometric analysis of soil-section images. An interesting structure is obtained when the histogram is based on area openings. Furthermore, a fast implementation of the generalized size histograms is presented using threshold analysis-synthesis. Comparisons with size distributions based on conventional morphological operators indicate that the generalized histograms provide a more direct and informative description of the image content in objects with scale-dependent geometric attributes. Applications are also developed for studying the structure of soilsection images
Keywords :
geophysical techniques; geophysics computing; granular structure; image processing; mathematical operators; soil; spectral analysis; statistical analysis; area openings; closing type operators; fast implementation; generalized granulometric size distributions; generalized multiscale connected operators; generalized multiscale lattice operators; generalized size histograms; granulometric image analysis; histogram; image content; morphological operators; nonlinear multiscale image analysis; opening type operators; pattern spectra; scale-dependent geometric attributes; size histograms; soil-section images; threshold analysis-synthesis; Application software; Distributed computing; Histograms; Image analysis; Image edge detection; Image motion analysis; Image texture analysis; Lattices; Shape measurement; Soil measurements;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958211