Title :
Extended active contours approach for mine detection in synthetic aperture sonar images
Author :
Lehmann, B. ; Ramanandan, S.K. ; Siantidis, K. ; Kraus, D.
Author_Institution :
ATLAS Elektron. GmbH, Bremen, Germany
Abstract :
In this paper the problem of contour extraction in sonar images is addressed. We talk in this context about naval mines placed on the seafloor which are still a vast restraint in civil and military shipping. This potential risk is typically encountered by advanced sonar signal processing techniques and a huge amount of human interactions. To reduce at least the human interactions an automatic procedure is desired. Therefore we introduce a novel automatic target extraction algorithm based on active contours employing a specific shadow locating energy motivated by our experiments. Additionally we use a K-means based thresholding process and a Kolmogorov Smirnov (KS) test for improving the initial guess and therefore optimizing the overall performance.
Keywords :
feature extraction; image segmentation; landmine detection; sonar imaging; synthetic aperture sonar; K-means based thresholding process; Kolmogorov Smirnov test; automatic target extraction algorithm; contour extraction; extended active contours; human interactions; military shipping; mine detection; naval mines; sonar signal processing; synthetic aperture sonar images; Active contours; Entropy; Equations; Image edge detection; Level set; Synthetic aperture sonar; Image Segmentation; Level Set Methods; Mine Counter Measurements; Synthetic Aperture Sonar;
Conference_Titel :
Ocean Electronics (SYMPOL), 2011 International Symposium on
Conference_Location :
Kochi
Print_ISBN :
978-1-4673-0263-0
DOI :
10.1109/SYMPOL.2011.6170500