Ordinal Distance Metric Learning for Image Ranking
文献类型：期刊论文
| 作者 | Li, Changsheng1; Liu, Qingshan2; Liu, Jing3 ; Lu, Hanqing3
|
| 刊名 | IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
 |
| 出版日期 | 2015-07-01 |
| 卷号 | 26期号:7页码:1551-1559 |
| 关键词 | Distance metric learning (DML) image ranking local geometry structure ordinal relationship |
| 英文摘要 | Recently, distance metric learning (DML) has attracted much attention in image retrieval, but most previous methods only work for image classification and clustering tasks. In this brief, we focus on designing ordinal DML algorithms for image ranking tasks, by which the rank levels among the images can be well measured. We first present a linear ordinal Mahalanobis DML model that tries to preserve both the local geometry information and the ordinal relationship of the data. Then, we develop a nonlinear DML method by kernelizing the above model, considering of real-world image data with nonlinear structures. To further improve the ranking performance, we finally derive a multiple kernel DML approach inspired by the idea of multiple-kernel learning that performs different kernel operators on different kinds of image features. Extensive experiments on four benchmarks demonstrate the power of the proposed algorithms against some related state-of-the-art methods. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
| 研究领域[WOS] | Computer Science ; Engineering |
| 关键词[WOS] | AGE ESTIMATION |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000356506700019 |
| 公开日期 | 2015-09-22 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/7912]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_图像与视频分析团队 |
| 作者单位 | 1.IBM Res China, Beijing 100094, Peoples R China 2.Nanjing Univ Informat Sci & Technol, Sch Informat & Control, Nanjing 210014, Jiangsu, Peoples R China 3.Chinese Acad Sci, Inst Automat, Beijing 100090, Peoples R China |
| 推荐引用方式 GB/T 7714 | Li, Changsheng,Liu, Qingshan,Liu, Jing,et al. Ordinal Distance Metric Learning for Image Ranking[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS,2015,26(7):1551-1559. |
| APA | Li, Changsheng,Liu, Qingshan,Liu, Jing,&Lu, Hanqing.(2015).Ordinal Distance Metric Learning for Image Ranking.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS,26(7),1551-1559. |
| MLA | Li, Changsheng,et al."Ordinal Distance Metric Learning for Image Ranking".IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 26.7(2015):1551-1559. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。