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Texture Classification Based on Nonsubsampled Directional Filter Banks and Support Vector Machines

机译:基于非下采样方向滤波器组和支持向量机的纹理分类

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摘要

Multiscale decomposition of the source images is performed with stationary wavelet combining multiscale of wavelet transform and multidirection of Contourlet transform. Then,Directional decomposition of the high-frequency subbands in every scale is also made with nonsubsampled directional filter banks. Finally, Texture feature is extracted based on this and support vector machines are used to the texture classification. The experiment results show the proposed method can get more results for texture classification.
机译:源图像的多尺度分解是通过结合小波变换的多尺度和Contourlet变换的多方向的平稳小波进行的。然后,利用非二次采样的定向滤波器组,对各个尺度的高频子带进行定向分解。最后,基于此提取纹理特征,并使用支持向量机进行纹理分类。实验结果表明,该方法可以得到更多的纹理分类结果。

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