Ordinal Distance Metric Learning for Image Ranking
Li, Changsheng1; Liu, Qingshan2; Liu, Jing3; Lu, Hanqing3
2015-07-01
发表期刊IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
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
被引频次:19[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/7912
专题模式识别国家重点实验室_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
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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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