The research with Gabor wavelet neural networks algorithm on target recognition

Hongguang Sun; Yuxue Pan; Jingbo Zhang

doi:10.1117/12.572592

8 February 2005 The research with Gabor wavelet neural networks algorithm on target recognition

Hongguang Sun, Yuxue Pan, Jingbo Zhang

Proceedings Volume 5637, Electronic Imaging and Multimedia Technology IV; (2005) https://doi.org/10.1117/12.572592
Event: Photonics Asia, 2004, Beijing, China

Abstract

The Paper is the study of Gabor wavelet neural network algorithm and its application in gray image target recognition. The mostly thought t are real time recognizing gray image target with Gabor wavelet neural networks algorithm. The main thoughts are through combing the forward neural networks (BP net) with Gabor wavelet based on they were applied in target feature extraction and recognition. A model of Gabor wavelet neural network is constructed with automatic target recognition, the good impact is gained when it is applied target recognition. The principle of Gabor filter is expounded. The multi-channel Gabor filter is designed based on theory and practicality, the neural network recognizing algorithm based on multi-channel Gabor filter feature is presented. Training algorithm of Gabor wavelet neural networks model was given out. Principally analyzed Gabor wavelet neural networks from theory, in the mean time training algorithm of Gabor wavelet network suited to target recognition was designed by BP algorithm. Theory and simulate experiment indicated the astringency and robustness of this algorithm excelled BP net. Target was recognized by this algorithm not only increased recognition precision but also overcame the bug of BP algorithm get in minimum

Citation Download Citation

Hongguang Sun, Yuxue Pan, and Jingbo Zhang "The research with Gabor wavelet neural networks algorithm on target recognition", Proc. SPIE 5637, Electronic Imaging and Multimedia Technology IV, (8 February 2005); https://doi.org/10.1117/12.572592

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