TY - GEN
T1 - Target classification from HR sonar images
AU - Lopera, Olga
AU - Dupont, Yves
PY - 2013
Y1 - 2013
N2 - This paper presents two integrated techniques for target classification from high-resolution (HR) sonar images. Both recognition procedures start with a despeckling algorithm based on the anisotropic diffusion filter. As a second step, a fuzzymorpho-based segmentation procedure is applied to the filtered images, which partitions the image into highlights and shadow areas. A number of geometrical features are extracted from these areas, and are then used to classify targets using two techniques: (i) a Markov Chain Monte Carlo (MCMC) approach and (ii) a Decision Tree Classifier (DTC). A comparison of both recognition techniques is drawn, and classification performance is estimated by ROC curves. Very promising results are obtained.
AB - This paper presents two integrated techniques for target classification from high-resolution (HR) sonar images. Both recognition procedures start with a despeckling algorithm based on the anisotropic diffusion filter. As a second step, a fuzzymorpho-based segmentation procedure is applied to the filtered images, which partitions the image into highlights and shadow areas. A number of geometrical features are extracted from these areas, and are then used to classify targets using two techniques: (i) a Markov Chain Monte Carlo (MCMC) approach and (ii) a Decision Tree Classifier (DTC). A comparison of both recognition techniques is drawn, and classification performance is estimated by ROC curves. Very promising results are obtained.
KW - Automated target recognition
KW - image processing
KW - synthetic aperture sonar
UR - https://www.scopus.com/pages/publications/84886426630
U2 - 10.1109/OCEANS-Bergen.2013.6608183
DO - 10.1109/OCEANS-Bergen.2013.6608183
M3 - Conference contribution
AN - SCOPUS:84886426630
SN - 9781479900015
T3 - OCEANS 2013 MTS/IEEE Bergen: The Challenges of the Northern Dimension
BT - OCEANS 2013 MTS/IEEE Bergen
T2 - OCEANS 2013 MTS/IEEE Bergen: The Challenges of the Northern Dimension
Y2 - 10 June 2013 through 13 June 2013
ER -