Translational rotational scaling invariant (TRSI) pattern recognition is an important problem in the automatic target recognition (ATR) field. Recent research has shown that the higher order neural networks (HONN) have numerous advantages over other neural network approaches in respect of the object recognition with invariant of the object's position size, and in-plane rotation. The major limitation of HONNs is that the number of connected weights is too large to store on most machines. For N/spl times/N image, the memory needed to store the connections is proportional to N/sup 6/. This huge memory requirement limits the HONN's application to large scale images. In this paper, we have developed an integrated method which combines the bi-directional log-polar mapping and HONN pattern recognizer. It reduces the HONN memory requirement from O(N/sup 6/) to O(N/sup 2/). The proposed method has been successfully verified. Finally, the results are compared with those of coarse-coding method, traditional log-polar method.


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    Titel :

    Automatic target recognition using higher order neural network


    Beteiligte:
    Liqing Wan (Autor:in) / Longhe Sun (Autor:in)


    Erscheinungsdatum :

    01.01.1996


    Format / Umfang :

    311484 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



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