a pixel-based color image segmentation using support vector machine and fuzzy c-means

ISCAS OpenIR

	a pixel-based color image segmentation using support vector machine and fuzzy c-means
	Wang Xiang-Yang; Zhang Xian-Jin; Yang Hong-Ying; Bu Juan
	2012
发表期刊	Neural Networks
ISSN	8936080
卷号	33 页码:148-159
摘要	Image segmentation is an important tool in image processing and can serve as an efficient front end to sophisticated algorithms and thereby simplify subsequent processing. In this paper, we present a pixel-based color image segmentation using Support Vector Machine (SVM) and Fuzzy C-Means (FCM). Firstly, the pixel-level color feature and texture feature of the image, which is used as input of the SVM model (classifier), are extracted via the local spatial similarity measure model and Steerable filter. Then, the SVM model (classifier) is trained by using FCM with the extracted pixel-level features. Finally, the color image is segmented with the trained SVM model (classifier). This image segmentation can not only take full advantage of the local information of the color image but also the ability of the SVM classifier. Experimental evidence shows that the proposed method has a very effective computational behavior and effectiveness, and decreases the time and increases the quality of color image segmentation in comparison with the state-of-the-art segmentation methods recently proposed in the literature. © 2012 Elsevier Ltd.
收录类别	ei
部门归属	(1) School of Computer and Information Technology, Liaoning Normal University, Dalian 116029, China; (2) State Key Laboratory of Information Security, Institute of Software, Chinese Academy of Sciences, Beijing 100190, China
语种	英语
WOS记录号	WOS:000307430900014
引用统计	被引频次：32[WOS] [WOS记录] [WOS相关记录]
内容类型	期刊论文
URI标识	http://ir.iscas.ac.cn/handle/311060/14727
专题	中国科学院软件研究所
推荐引用方式 GB/T 7714	Wang Xiang-Yang,Zhang Xian-Jin,Yang Hong-Ying,et al. a pixel-based color image segmentation using support vector machine and fuzzy c-means[J]. Neural Networks,2012,33:148-159.
APA	Wang Xiang-Yang,Zhang Xian-Jin,Yang Hong-Ying,&Bu Juan.(2012).a pixel-based color image segmentation using support vector machine and fuzzy c-means.Neural Networks,33,148-159.
MLA	Wang Xiang-Yang,et al."a pixel-based color image segmentation using support vector machine and fuzzy c-means".Neural Networks 33(2012):148-159.

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