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Texture Feature Clustering and Segmentation Algorithm based on Pixel
Zhu Hong * #,Zhang Guoying
Dept of Computer Science and Technology, China University and Mining Technology(Beijing)
*Correspondence author
#Submitted by
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Funding: none
Opened online:13 August 2010
Accepted by: none
Citation: Zhu Hong,Zhang Guoying.Texture Feature Clustering and Segmentation Algorithm based on Pixel[OL]. [13 August 2010] http://en.paper.edu.cn/en_releasepaper/content/4381224
 
 
As the coverage area of the sub-block is too large, the texture feature clustering based on sub-block often produces the mosaic phenomenon of inaccurate boundary. In this paper, the texture clustering algorithm based on pixel extracts the texture feature vector of its central pixel point from sub-block. The image texture feature is standardized, then the normalized feature vector is clustered and the clustering result is used to realize the segmentation of complex image. Compared with the traditional segmentation methods such as gradient method, threshold method and so on, the segmentation boundary is accurate, and the phenomenon of under-segmentation and over-segmentation also reduce significantly.
Keywords:texture feature; co-occurrence matrix; clustering; image segmentation
 
 
 

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