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Automatic Target Recognition of Military Vehicles With Krawtchouk Moments

Authors :
Antonio De Maio
Carmine Clemente
Domenico Gaglione
John J. Soraghan
Luca Pallotta
Clemente, C.
Pallotta, L.
Gaglione, D.
De Maio, A.
Soraghan, J. J.
Source :
IEEE Transactions on Aerospace and Electronic Systems. 53:493-500
Publication Year :
2017
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2017.

Abstract

The challenge of Automatic Target Recognition (ATR) of military targets within a Synthetic Aperture Radar (SAR) scene is addressed in this paper. The proposed approach exploits the discrete defined Krawtchouk moments, that are able to represent a detected extended target with few features, allowing its characterization. The proposed algorithm provides robust performance for target recognition, identification and characterization, with high reliability in presence of noise and reduced sensitivity to discretization errors. The effectiveness of the proposed approach is demonstrated using the MSTAR dataset.

Details

ISSN :
23719877 and 00189251
Volume :
53
Database :
OpenAIRE
Journal :
IEEE Transactions on Aerospace and Electronic Systems
Accession number :
edsair.doi.dedup.....f3459adcff882ec1ee9aeb3818283dd0
Full Text :
https://doi.org/10.1109/taes.2017.2649160