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A WAVELET TRANSFORMATION BASED MULTICHANNEL NEURAL NETWORK METHOD FOR TEXTURE SEGMENTATION
基于子波分解的多通道神经网络纹理分割方法

Keywords: texture segmentation,wavelet transformation,multichannel filtering,neural networks
纹理分割
,子波变换,多通道波,神经网络,图像

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Abstract:

A neural network texture segmentation method, in which multichannel filtering is embodied, was proposed. Multichannel filtering technology is a very effective method for texture segmentation. Instead of using a general filter bank, the texture feature extraction and classification tasks were performed in this paper by the same unified neural network. Decision based neural network was adopted to improve the accuracy of classification. Wavelet transformation of texture was used to decrease the correlation of texture data and increase the efficiency of networks learning. Experiments show that the proposed method achieves lower error rates than other methods and a satisfactory result is obtained.

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