Adaptive Metric Learning For Zero-Shot Recognition
文献类型：期刊论文
| 作者 | Jiang, Huajie1,2,3,4; Wang, Ruiping1,4; Shan, Shiguang1,4; Chen, Xilin1,4 |
| 刊名 | IEEE SIGNAL PROCESSING LETTERS
 |
| 出版日期 | 2019-09-01 |
| 卷号 | 26期号:9页码:1270-1274 |
| 关键词 | Zero-shot learning visual-semantic embedding adaptive metric learning |
| ISSN号 | 1070-9908 |
| DOI | 10.1109/LSP.2019.2917148 |
| 英文摘要 | 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. |
| 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 |
| 语种 | 英语 |
| WOS记录号 | WOS:000477734100002 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/4461]  |
| 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.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Shanghai 200050, Peoples R China 3.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, 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. |
入库方式： OAI收割
来源：计算技术研究所
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