Title :
Potential of the intrinsic dimensionality for characterizing the seabed in the ATR context
Author :
Laurent Picard;Alexandre Baussard;Gilles Le Chenadec;Isabelle Quidu
Author_Institution :
ENSTA Bretagne / Lab-STICC laboratory (UMR CNRS 6285), 2 rue Franç
fDate :
5/1/2015 12:00:00 AM
Abstract :
Up to now in mine warfare context, most of Automatic Target Recognition (ATR) processes suffer from environmental effects and therefore try to erase them by image filtering or thresholding before performing shadow and/or echo extraction of the target. In order to design potentially more effective methods, environmental characterization can be investigated. The idea is to incorporate environmental features in the ATR process or to design it according to environmental characteristics such as seafloor homogeneity or complexity. In this way, this paper study the ability to decompose sidescan sonar images through geometrical structures using the concept of intrinsic dimensionality (iD) and scale-space representations.
Keywords :
"Sonar","Complexity theory","Feature extraction","Context","Transforms","Image edge detection","Kernel"
Conference_Titel :
OCEANS 2015 - Genova
DOI :
10.1109/OCEANS-Genova.2015.7271462