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Volume 28 Issue 6
Jun.  2006
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Zhang Zhi-long, Shen Zhen-kang, Li Ji-cheng. A Group of Texture Features Based on Generalized Local Walsh Transform[J]. Journal of Electronics & Information Technology, 2006, 28(6): 1031-1035.
Citation: Zhang Zhi-long, Shen Zhen-kang, Li Ji-cheng. A Group of Texture Features Based on Generalized Local Walsh Transform[J]. Journal of Electronics & Information Technology, 2006, 28(6): 1031-1035.

A Group of Texture Features Based on Generalized Local Walsh Transform

  • Received Date: 2004-10-21
  • Rev Recd Date: 2005-03-18
  • Publish Date: 2006-06-19
  • A new group of texture features based on Generalized Local Walsh Transform (GLWT) are presented in this paper. Firstly, Local Walsh Transform (LWT) is defined and generalized in spatial domain to extract local texture information. Then, the twelve 2nd order moments of GLWT coefficients are estimated in a macro-window and selected as texture features. The performance of these features in discriminating textures has been evaluated. The textural features from Haralick(1973), Wang Li(1990), Yu Hui has been used for comparison. The experimental results reveal that the texture features presented have the best discriminating performance.
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  • Haralick R M, Shanmugam K, DinStein I. Texture features forimage classification. IEEE Tran,s. on Systems Man Cybernet,1973,SMC-3 (6): 610-621.[2]Wang Li, He Dongchen. Texture classification using texturespectrum[J].Pattern Recognition.1990, 23(5):905-910[3]He Dongchen, Wang Li. Texture features based on texturespectrum[J].Pattern Recognition.1991, 24(5):391-399[4]Zhou F, Feng J F, Shi Q Y. Image segmentation based on localFourier coefficientsMultispectral Imagehistogram.ProcessingProc. SPTF-2nd Tnt. Conf. onand Pattern Recognition, Wuhan,China, November, 2001: 143-152.[5] Yu Hui, Li Mingjing, Zhang Hongjiang, Feng Jufu. Color texturemoments for content based image retrieval. www.cs.iupui.edu/}tuceryan/research/ComputerVision/moment-paper.pdf.[6]孙即祥.数字图像处理[M].郑州:河南教育出版社,1993:99-105.[7]Simona E, Crigeorescu, Petkov Nicolai, Kruizinga Peter.Comparison of texture features based on Cabor filters[J].IEEbTrans. on Image Processing.2002, 11(10):1160-[8]孙即祥等.现代模式识别「M].长沙:国防科学技术大学出版社,2002: 31-36.
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