Performance of the extended maximum average correlation height (EMACH) filter and the polynomial distance classifier correlation filter (PDCCF) for multi-class SAR detection and classification

被引:33
作者
Singh, R [1 ]
Kumar, BVKV [1 ]
机构
[1] Carnegie Mellon Univ, Dept ECE, Pittsburgh, PA 15213 USA
来源
ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY IX | 2002年 / 4727卷
关键词
Synthetic Aperture Radar; EMACH; PDCCF; OTSDF; correlation filter;
D O I
10.1117/12.478684
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
The Extended Maximum Average Correlation Height (EMACH) filter and the Polynomial Distance Classifier Correlation Filter (PDCCF) are applied to the Moving and Stationary Target Acquisition and Recognition (MSTAR) database for detection and classification. Filter performance is evaluated for a ten-class problem. The generalization capabilities are examined by conducting tests for targets differing by serial numbers, in-plane rotation, and depression angle. For comparison, results were also obtained using the Maximum Average Correlation Height (MACH) filter, Distance Classifier Correlation Filter (DCCF), and Optimal Trade-off Synthetic Discriminant Function (OTSDF) filter.
引用
收藏
页码:265 / 276
页数:12
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