Comparison of different classification algorithms for underwater target discrimination

Comparison of different classification algorithms for underwater target discrimination Li, Donghui ; Azimi-Sadjadi, Mahmood R. ; Robinson, Marc "This work was supported by the Office of Naval Research, Biosonar Program, under Grant N00014-99-1-0166 and Grant N00014-01-1-0307. Data and technical support were provided by the NSWC, Coastal Systems Station, Panama City, FL." Classification of underwater targets from the acoustic backscattered signals is considered here. Several different classification algorithms are tested and benchmarked not only for their performance but also to gain insight to the properties of the feature space. Results on a wideband 80-kHz acoustic backscattered data set collected for six different objects are presented in terms of the receiver operating characteristic (ROC) and robustness of the classifiers wrt reverberation. Colorado State University. Libraries 2004 text ; image application/pdf ECEmra00009.pdf FACFECEN100489ARTI eng c2004 IEEE

Comparison of different classification algorithms for underwater target discrimination

Li, Donghui ; Azimi-Sadjadi, Mahmood R. ; Robinson, Marc

"This work was supported by the Office of Naval Research, Biosonar Program, under Grant N00014-99-1-0166 and Grant N00014-01-1-0307. Data and technical support were provided by the NSWC, Coastal Systems Station, Panama City, FL."

Classification of underwater targets from the acoustic backscattered signals is considered here. Several different classification algorithms are tested and benchmarked not only for their performance but also to gain insight to the properties of the feature space. Results on a wideband 80-kHz acoustic backscattered data set collected for six different objects are presented in terms of the receiver operating characteristic (ROC) and robustness of the classifiers wrt reverberation.

Colorado State University. Libraries

2004

text ; image

application/pdf

ECEmra00009.pdf

FACFECEN100489ARTI

eng

c2004 IEEE