Adaptive Metric Learning For Zero-Shot Recognition

doi:10.1109/LSP.2019.2917148

	Adaptive Metric Learning For Zero-Shot Recognition
	Jiang, Huajie 1,2,3,4; Wang, Ruiping 3,4; Shan, Shiguang 3,4; Chen, Xilin 3,4
	2019-09-01
发表期刊	IEEE SIGNAL PROCESSING LETTERS
ISSN	1070-9908
卷号	26 期号:9 页码:1270-1274
摘要	Zero-shot learning (ZSL) has enjoyed great popularity in recent years due to its ability to recognize novel objects, where semantic information is exploited to build up relations among different categories. Traditional ZSL approaches usually focus on learning more robust visual-semantic embeddings among seen classes and directly apply them to the unseen classes without considering whether they are suitable. It is well known that domain gap exists between seen and unseen classes. In order to tackle such problem, we propose a novel adaptive metric learning approach to measure the compatibility between visual samples and class semantics, where class similarities are utilized to adapt the visual-semantic embedding to the unseen classes. Extensive experiments on four benchmark ZSL datasets show the effectiveness of the proposed approach.
关键词	Zero-shot learning visual-semantic embedding adaptive metric learning
DOI	10.1109/LSP.2019.2917148
收录类别	SCI
语种	英语
资助项目	973 Program[2015CB351802] ; Natural Science Foundation of China[61772500] ; Frontier Science Key Research Project CAS[QYZDJ-SSWJSC009] ; Youth Innovation Promotion Association CAS[2015085]
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000477734100002
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：17[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/2XEOYT63/4462
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Wang, Ruiping
作者单位	1.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Shanghai 200050, Peoples R China 2.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China 4.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Jiang, Huajie,Wang, Ruiping,Shan, Shiguang,et al. Adaptive Metric Learning For Zero-Shot Recognition[J]. IEEE SIGNAL PROCESSING LETTERS,2019,26(9):1270-1274.
APA	Jiang, Huajie,Wang, Ruiping,Shan, Shiguang,&Chen, Xilin.(2019).Adaptive Metric Learning For Zero-Shot Recognition.IEEE SIGNAL PROCESSING LETTERS,26(9),1270-1274.
MLA	Jiang, Huajie,et al."Adaptive Metric Learning For Zero-Shot Recognition".IEEE SIGNAL PROCESSING LETTERS 26.9(2019):1270-1274.