Fuzzy aesthetic semantics description and extraction for art image retrieval

doi:10.1016/j.camwa.2008.10.058

	Fuzzy aesthetic semantics description and extraction for art image retrieval
	Li, Qingyong 1; Luo, Siwei 1; Shi, Zhongzhi 2
	2009-03-01
发表期刊	COMPUTERS & MATHEMATICS WITH APPLICATIONS
ISSN	0898-1221
卷号	57 期号:6 页码:1000-1009
摘要	More and more digitized art images are accumulated and expanded in our daily life and techniques are needed to be established on how to organize and retrieve them. Though content-based image retrieval (CBIR) made great progress, current low-level visual information based retrieval technology in CBIR does not allow users to search images by high-level semantics for art image retrieval. We propose a fuzzy approach to describe and to extract the fuzzy aesthetic semantic feature of art images. Aiming to deal with the subjectivity and vagueness of human aesthetic perception, we utilize the linguistic variable to describe the image aesthetic semantics, so it becomes possible to depict images in linguistic expression such as 'very action'. Furthermore, we apply neural network approach to model the process of human aesthetic perception and to extract the fuzzy aesthetic semantic feature vector. The art image retrieval system based on fuzzy aesthetic semantic feature makes users more naturally search desired images by linguistic expression. We report extensive empirical studies based on a 5000-image set, and experimental results demonstrate that the proposed approach achieves excellent performance in terms of retrieval accuracy. (C) 2008 Elsevier Ltd. All rights reserved.
关键词	Art image retrieval Content-based image retrieval Fuzzy set Linguistic variable
DOI	10.1016/j.camwa.2008.10.058
收录类别	SCI
语种	英语
WOS研究方向	Mathematics
WOS类目	Mathematics, Applied
WOS记录号	WOS:000264576200014
出版者	PERGAMON-ELSEVIER SCIENCE LTD
引用统计	被引频次：10[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/11809
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Li, Qingyong
作者单位	1.Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing 100044, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Li, Qingyong,Luo, Siwei,Shi, Zhongzhi. Fuzzy aesthetic semantics description and extraction for art image retrieval[J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS,2009,57(6):1000-1009.
APA	Li, Qingyong,Luo, Siwei,&Shi, Zhongzhi.(2009).Fuzzy aesthetic semantics description and extraction for art image retrieval.COMPUTERS & MATHEMATICS WITH APPLICATIONS,57(6),1000-1009.
MLA	Li, Qingyong,et al."Fuzzy aesthetic semantics description and extraction for art image retrieval".COMPUTERS & MATHEMATICS WITH APPLICATIONS 57.6(2009):1000-1009.