Classification of objects in synthetic Aperture Sonar images

被引:2
作者
Marchand, Bradley [1 ]
Saito, Naoki [1 ]
Xiao, Hong [1 ]
机构
[1] Univ Calif Davis, Dept Math, Davis, CA 95616 USA
来源
2007 IEEE/SP 14TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2 | 2007年
关键词
local discriminant basis; synthetic aperture; sonar; pattern classification;
D O I
10.1109/SSP.2007.4301295
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper discusses an approach for the classification of objects in Synthetic Aperture Sonar (SAS) images and its benefit over other approaches. Our approach fully utilizes raw sonar waveforms scattered from objects. To do so, we first locate objects of interest in an image obtained by SAS processing. Then we extract the portions of the raw sonar waveforms responsible for forming those imaged objects from the whole raw sonar data. We align/straighten these extracted waveforms for localized discriminant feature analysis from which we obtain local features used for classification. We demonstrate the usefulness of our approach using real experimental sonar data.
引用
收藏
页码:433 / 437
页数:5
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