Title :
Spatial Statistics of Objects in 3-D Sonar Images: Application to Fisheries Acoustics
Author :
Lefort, R. ; Fablet, R. ; Berger, L. ; Boucher, J.-M.
Author_Institution :
Inst. Francais de Rech. pour l´´exploitation de la MER, Plouzane, France
Abstract :
In this letter, we address the characterization of objects in 3-D sonar images of the water column obtained by a multibeam echo sounder. Compared with classic 2-D images from a monobeam echo sounder, these 3-D images provide finer scale observation of the pelagic biomasses and new tools to characterize 3-D distributions. By viewing object patterns as realizations of spatial point processes, we investigate descriptive spatial statistics. This method is then applied to 3-D fisheries acoustics data set for characterization of the distribution of pelagic fish schools. Reported experiments illustrate the relevance of the proposed descriptors. The comparison of our method with 2-D sonar data analysis further demonstrates the information gain from using 3-D sonar imagery.
Keywords :
geophysical image processing; oceanographic techniques; underwater sound; vegetation; vegetation mapping; 3-D sonar images; descriptive spatial statistics; fisheries acoustics; monobeam echo sounder; multibeam echo sounder; pelagic biomasses; pelagic fish schools; spatial point processes; water column; Acoustics; Educational institutions; Feature extraction; Geometry; Ice; Sonar; Training; Fisheries acoustics; multibeam sensor; object patterns in images; point processes; spatial statistics;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2011.2160328