Novel fuzzy clustering-based image segmentation with simultaneous uneven illumination estimation

doi:10.3923/itj.2011.607.610

	Novel fuzzy clustering-based image segmentation with simultaneous uneven illumination estimation
	Wei, Wei-Yi 1,2; Li, Zhan-Ming1,2 ; Zhang, Guo-Quan 1,2
	2011
发表期刊	Information Technology Journal
ISSN	18125638
卷号	10 期号:3 页码:607-610
摘要	The Fuzzy c-Means (FCM) is often used for image segmentation. However, it does not take into account the influence of spatial intensity variations caused by uneven illumination, the precision of image segmentation based on FCM was degraded badly. So, propose a novel robust FCM method free from uneven illumination in this correspondence, which models the uneven illumination influence as a linear combination of a set of basis function and introduce the model into objective function in FCM. So the image segmentation and the uneven illumination estimation are simultaneous achieved. The experiments show that the method proposed is efficient for influence of uneven illumination and can estimate the uneven illumination fields. © 2011 Asian Network for Scientific Information.
关键词	Functions Fuzzy clustering Basis functions Fuzzy C mean Illumination estimation Linear combinations Objective functions Spatial intensity Uneven illuminations
DOI	10.3923/itj.2011.607.610
收录类别	EI
语种	英语
出版者	Asian Network for Scientific Information, 308-Lasani Town, Sargodha Road
EI入藏号	20110313589980
EI主题词	Image segmentation
EI分类号	723 Computer Software, Data Handling and Applications - 921 Mathematics
来源库	Compendex
分类代码	723 Computer Software, Data Handling and Applications - 921 Mathematics
引用统计	无
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/111663
专题	电气工程与信息工程学院
作者单位	1.College of Electrical Engineering and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, China; 2.Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou 730050, China
第一作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Wei, Wei-Yi,Li, Zhan-Ming,Zhang, Guo-Quan. Novel fuzzy clustering-based image segmentation with simultaneous uneven illumination estimation[J]. Information Technology Journal,2011,10(3):607-610.
APA	Wei, Wei-Yi,Li, Zhan-Ming,&Zhang, Guo-Quan.(2011).Novel fuzzy clustering-based image segmentation with simultaneous uneven illumination estimation.Information Technology Journal,10(3),607-610.
MLA	Wei, Wei-Yi,et al."Novel fuzzy clustering-based image segmentation with simultaneous uneven illumination estimation".Information Technology Journal 10.3(2011):607-610.