Image tag-ranking via pairwise supervision based semi-supervised model
He, Yonghao; Kang, Cuicui; Wang, Jian; Xiang, Shiming; Pan, Chunhong
发表期刊NEUROCOMPUTING
2015-11-01
卷号167页码:614-624
文章类型Article
摘要Image tag-ranking, the task to sort tags based on their relevance to the related images, has become a hot topic in the field of multimedia. Most existing methods do not incorporate the tag-ranking order information into the models, which is actually very important to solve the issue of image tag-ranking. In this paper, by taking advantage of such important information, we propose a novel model which uses images with ranked tag lists as its supervision information. In the proposed method, each ranked tag list is decomposed into a number of image-tag pairs, all of which are pooled together for training a scoring function. With this pairwise supervision, the model is able to capture the intrinsic ranking structures. In addition, unsupervised data, namely images with unranked tag lists, is also integrated for digging the binary order: relevant or irrelevant. By leveraging both the pairwise supervision and unsupervised structural information, our model sufficiently exploits the tag relevance to images as well as the ranking structures of tag lists. Extensive experiments are conducted on both image tag-ranking and tag-based image search with three benchmark datasets: SUNAttribute, Labelme and MSRC, demonstrating the effectiveness of the proposed model. (C) 2015 Elsevier B.V. All rights reserved.
关键词Image Tag-ranking Pairwise Supervision Learning To Rank
WOS标题词Science & Technology ; Technology
关键词[WOS]ANNOTATION ; SHAPE
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收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000358808500065
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文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8894
专题模式识别国家重点实验室_先进数据分析与学习
作者单位Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
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GB/T 7714
He, Yonghao,Kang, Cuicui,Wang, Jian,et al. Image tag-ranking via pairwise supervision based semi-supervised model[J]. NEUROCOMPUTING,2015,167:614-624.
APA He, Yonghao,Kang, Cuicui,Wang, Jian,Xiang, Shiming,&Pan, Chunhong.(2015).Image tag-ranking via pairwise supervision based semi-supervised model.NEUROCOMPUTING,167,614-624.
MLA He, Yonghao,et al."Image tag-ranking via pairwise supervision based semi-supervised model".NEUROCOMPUTING 167(2015):614-624.
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