Spectral Multimodal Hashing and Its Application to Multimedia Retrieval

CORC > 西安光学精密机械研究所 > 中国科学院西安光学精密机械研究所 > 光学影像学习与分析中心

	Spectral Multimodal Hashing and Its Application to Multimedia Retrieval
	Zhen, Yi 1; Gao, Yue 2; Yeung, Dit-Yan 3; Zha, Hongyuan 1; Li, Xuelong4
刊名	ieee transactions on cybernetics
	2016
卷号	46 期号:1 页码:27-38
关键词	Hash function learning multimedia retrieval spectral multimodal hashing (SMH)
ISSN号	2168-2267
通讯作者	gao, y
产权排序	4
英文摘要	in recent years, multimedia retrieval has sparked much research interest in the multimedia, pattern recognition, and data mining communities. although some attempts have been made along this direction, performing fast multimodal search at very large scale still remains a major challenge in the area. while hashing-based methods have recently achieved promising successes in speeding-up large-scale similarity search, most existing methods are only designed for uni-modal data, making them unsuitable for multimodal multimedia retrieval. in this paper, we propose a new hashing-based method for fast multimodal multimedia retrieval. the method is based on spectral analysis of the correlation matrix of different modalities. we also develop an efficient algorithm that learns some parameters from the data distribution for obtaining the binary codes. we empirically compare our method with some state-of-the-art methods on two real-world multimedia data sets.
学科主题	computer science, artificial intelligence ; computer science, cybernetics
WOS标题词	science & technology ; technology
类目[WOS]	computer science, artificial intelligence ; computer science, cybernetics
研究领域[WOS]	computer science
关键词[WOS]	approximate nearest-neighbor ; image retrieval ; high dimensions ; algorithms
收录类别	SCI ; EI
语种	英语
WOS记录号	WOS:000367144300004
公开日期	2016-02-25
内容类型	期刊论文
源URL	[http://ir.opt.ac.cn/handle/181661/27735]
专题	西安光学精密机械研究所_光学影像学习与分析中心
作者单位	1.Georgia Inst Technol, Coll Comp, Atlanta, GA 30313 USA 2.Tsinghua Univ, Dept Automat, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100086, Peoples R China 3.Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China 4.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt Imagery Anal & Learning, Xian 710119, Peoples R China
推荐引用方式 GB/T 7714	Zhen, Yi,Gao, Yue,Yeung, Dit-Yan,et al. Spectral Multimodal Hashing and Its Application to Multimedia Retrieval[J]. ieee transactions on cybernetics,2016,46(1):27-38.
APA	Zhen, Yi,Gao, Yue,Yeung, Dit-Yan,Zha, Hongyuan,&Li, Xuelong.(2016).Spectral Multimodal Hashing and Its Application to Multimedia Retrieval.ieee transactions on cybernetics,46(1),27-38.
MLA	Zhen, Yi,et al."Spectral Multimodal Hashing and Its Application to Multimedia Retrieval".ieee transactions on cybernetics 46.1(2016):27-38.