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离散傅里叶变换和组合能量熵的纹理图像分析 被引量:7

Texture Image Analysis Based on Discrete Fourier Transform and Permutation Entropy
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摘要 鉴于纹理特征对于图像分类的良好性能,提出了结合离散傅里叶变换和排列组合熵的纹理特征分析方法。利用主成分分析方法对特征向量进行降维,再采用支持向量机方法对纹理图像进行分类,取得了较好的效果。 As the texture feature output has superior performance in image classification, a method based on discrete Fourier transform and permutation entropy is proposed. The method of principal components analysis is a- dopted to reduce the dimension of the eigenvector. The Support Vector Machine (SVM) is used to classify the texture image. The results show the methods perform well in texture image classification.
出处 《电子科技》 2011年第1期9-11,共3页 Electronic Science and Technology
关键词 离散傅里叶变换 排列组合熵 主成分分析 支持向量机 纹理图像 discrete Fourier transform permutation entropy principal components analysis support vectormachine texture image
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  • 1宋强,徐科,徐金梧.一类新的纹理谱描述子[J].计算机工程,2007,33(7):30-32. 被引量:1
  • 2韩琳,杨明.基于小波变换的纹理特征提取分析[J].电脑知识与技术,2007(6):1395-1395. 被引量:8
  • 3TUCERYAN M, JAIN A K. Texture Analysis [ M]. [ S. l. ] : World Scientific, 1998.
  • 4HARALICK R M , SHANMANGAM K . Texture feature for image classification [J]. IEEE Transactions on Systems, Man and Cybernetics, 1973, 3(6) : 610 -621.
  • 5FUNG P W, BREBBIN G, ATTIKIOUZEL Y. Contextual classification and segmentation of textured images [ C]// Proceedings of the 1990 International Conference on Acoustics, Speech, and Signal Processing. [ S. l. ] : IEEE, 1990,4:2329 -2332.
  • 6OJALA T , PIETUAINEN M , HARWOOD D A . A comparative study of texture means with classification based on feature distributions [J]. Pattern Recoguition, 1996, 29(1) : 51 -59.
  • 7LIVENS S, SCHEUNDERS P, van de WOUWER G, et al. Wavelets for texture analysis, an overview [ C]//6th International Conference on Image Processing and its Applications. [ S. l. ]: IEE, 1997, 2:581-585.
  • 8POD D-Y, DO M N. Directional multiscale modeling of images using the contourlet transform [J]. IEEE Transactions on Image Processing, 2006, 15(6) : 1610 - 1620.
  • 9da CUNHA A L, ZHOU J P, DO M N. The nonsubsampled contourlet transform: Theory, design, and applications [ J]. IEEE Transactions on Image Processing, 2006, 15(10): 3089 -3101.
  • 10da CUNDA A L, ZHOU J P, DO M N. Nonsubsampled contourlet transform: filter design and applications in denoising [ C] /// International Conference on Image Processing. Washington, DC: IEEE, 2005:749-752.

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