Classifier and shift-invariant automatic target recognition neural networks

被引:37
作者
Casasent, DP [1 ]
Neiberg, LM [1 ]
机构
[1] CARNEGIE MELLON UNIV,PITTSBURGH,PA 15213
关键词
automatic target recognition; classification neural networks; detection; distortion invariant pattern recognition; feature space trajectory classifier; Gabor filters; generalization; morphological filters;
D O I
10.1016/0893-6080(95)00047-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automatic target recognition processors typically employ several stages of processing, each with a different operational purpose. New shift-invariant filters using morphological and Gabor wavelet transform operations are described for use in the initial stages of such a system. Their realization on simple correlation neural networks are noted, together with the use of neural net optimization techniques to design such filters. A new feature space trajectory classifier neural network is described that identifies the class and pose of each object, rejects clutter false alarms, and overcomes various issues associated with other classifier neural networks.
引用
收藏
页码:1117 / 1129
页数:13
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