A region-based image segmentation method with kernel FCM

被引:0
作者
Yang, Ai-min [1 ,2 ]
Zhou, Yong-mei [1 ]
Li, Xing-guang [1 ]
Tang, Min [2 ]
机构
[1] Guangdong Univ Foreign Studies, Sch Informat, Guangzhou 510420, Guangdong, Peoples R China
[2] Hunan Univ Technol, Sch Comput & Commun, Hunan 412008, Peoples R China
来源
FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS | 2007年 / 40卷
关键词
image segmentation; kernel fuzzy c-means clustering; feature extraction; region description;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A region-based image segmentation method with kernel fuzzy c-means clustering (FCM) is proposed. This method firstly extracts color, texture, and location features for each pixel by selecting suitable color space. Then, according to the feature vectors, pixeles are clustering by kernel FCM. The number and the center of clusters are decided by the proposed selecting the optimal cluster number method. Each pixel is grouped and labeled according to its membership degree. Finally, according to the pixels' neighbor connection theory, the regions with the same label are segmented again.
引用
收藏
页码:902 / +
页数:2
相关论文
共 7 条
[1]   Fuzzy image segmentation combing ring and elliptic shaped clustering algorithms [J].
Ali, MA ;
Dooley, LS ;
Karmakar, GC .
ITCC 2005: INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: CODING AND COMPUTING, VOL 2, 2005, :118-122
[2]   Blobworld: Image segmentation using expectation-maximization and its application to image querying [J].
Carson, C ;
Belongie, S ;
Greenspan, H ;
Malik, J .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (08) :1026-1038
[3]  
Forstner W., 1994, Computer Vision - ECCV '94. Third European Conference on Computer Vision. Proceedings. Vol.II, P383, DOI 10.1007/BFb0028370
[4]   Mercer kernel-based clustering in feature space [J].
Girolami, M .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (03) :780-784
[5]   A novel initialization scheme for the fuzzy c-means algorithm for color clustering [J].
Kim, DW ;
Lee, KH ;
Lee, D .
PATTERN RECOGNITION LETTERS, 2004, 25 (02) :227-237
[6]  
[林开颜 Lin Kaiyan], 2005, [中国图象图形学报. A, Journal of image and graphics], V10, P1
[7]  
Smith J. R., 1995, Proceedings. International Conference on Image Processing (Cat. No.95CB35819), P528, DOI 10.1109/ICIP.1995.537688