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| Texture Segmentation Based on Local Walsh Transform |
| WANG XiaoMing |
Department of Physics and Electronic Information, Hunan Institute of Science and Technology, Yueyang 414000
Institute of Optoelectronics Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074 |
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Abstract A texture segmentation algorithm based on Local Walsh transform is presented. For each pixel in the texture images, the local Walsh transform coefficients are computed, and their 2nd, 4th and 6th order moments are estimated as the texture features of that pixel. Then all the pixels are clustered by fuzzy Cmeans algorithm. Experimental results of texture segmentation are fine.
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Received: 01 April 2005
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[1] Zhou Feng, Feng Jufu. Shi Qingyun. A New Texture Descriptor Based on Local Fourier Series. Journal of Image and Graphics, 2001, 6(12): 993-997 (in Chinese)
(周 烽, 封举富, 石青云. 一种新的基于局部傅里叶级数的纹理描述子.中国图象图形学报, 2001, 6(12): 993-997)
[2] Zhou Feng, Feng Jufu, Shi Qingyue. Texture Features Based on Local Fourier Transform // Proc of the International Conference on Image Processing. Thessaloniki, Greece, 2001: 610-613
[3] Zhou Feng, Feng Jufu, Shi Qingyue. Image Segmentation Based on Local Fourier Coefficients Histogram // Proc of the SPIE 2nd International Conference on Multispectral Image Processing and Pattern Recognition. Wuhan, China, 2001: 45-50
[4] Yu Hui, Li Mingjing, Zhang Hongjiang, et al. Color Texture Moments for Content Based Image Retrieval // Proc of the IEEE International Conference on Image Processing. Rochester, USA, 2002: 929-932
[5] Wang Li, He Dongchen. Texture Classification Using Texture Spectrum. Pattern Recognition, 1990, 23(8): 905-910
[6] He Dongchen, Wang Li. Texture Features Based on Texture Spectrum. Pattern Recognition, 1991, 24(5): 391-399
[7] Wu Yu, Li Yongle, Hu Qinjun. Application of Mathematical Statistics. Changsha, China: National University of Defense Technology Press, 1995: 29-33 (in Chinese)
(吴 翊, 李永乐, 胡庆军. 应用数理统计. 长沙: 国防科技大学出版社,1995: 29-33)
[8] Sun Jixiang. Modern Pattern Recognition. Changsha, China: National University of Defense Technology Press, 2002: 31-36 (in Chinese)
(孙即祥. 现代模式识别. 长沙: 国防科技大学出版社, 2002, 31-36)
[9] Zhang Zhilong. Research on the Feature Extration and Recognition Methods of Those Important Targets of RS Image. Ph.D Dissertation. Changsha, China: National University of Defense Technology. Graduate School, 2005 (in Chinese)
(张志龙. 基于遥感图像的重要目标特征提取与识别方法研究. 博士学位论文. 长沙: 国防科技大学研究生院, 2005)
[10] Wang Runsheng. Image Understanding. Changsha, China: National University of Defense Technology Press, 1995 (in Chinese)
(王润生. 图像理解. 长沙:国防科技大学出版社, 1995)
[11] Sun Jixiang. Digital Image Processing. Shijiazhuang, China: Hebei People Education Press, 1993 (in Chinese)
(孙即祥. 数字图像处理. 石家庄: 河北教育出版社, 1993) |
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2006, Vol. 19 
