Knowledge Commons of Institute of Automation,CAS
Ordinal Distance Metric Learning for Image Ranking | |
Li, Changsheng1; Liu, Qingshan2; Liu, Jing3; Lu, Hanqing3 | |
发表期刊 | IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS |
2015-07-01 | |
卷号 | 26期号:7页码:1551-1559 |
文章类型 | Article |
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. |
关键词 | Distance Metric Learning (Dml) Image Ranking Local Geometry Structure Ordinal Relationship |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | AGE ESTIMATION |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000356506700019 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/7912 |
专题 | 紫东太初大模型研究中心_图像与视频分析 |
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. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Ordinal Distance Met(2562KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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