Exploiting Click Constraints and Multi-view Features for Image Re-ranking

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	Exploiting Click Constraints and Multi-view Features for Image Re-ranking
	Yu, Jun ; Rui, Yong ; Chen, Bo ; Yu J(俞俊)
刊名	http://dx.doi.org/10.1109/TMM.2013.2284755
	2014
关键词	NONLINEAR DIMENSIONALITY REDUCTION PAIRWISE CONSTRAINTS SEARCH CLASSIFICATION
英文摘要	National Natural Science Foundation of China [61100104]; Program for New Century Excellent Talents in University [NCET-12-0323]; Natural Science Foundation of Fujian Province of China [2012J01287]; Image re-ranking is effective in improving performance of text-based image searches. However, improvements from existing re-ranking algorithms are limited by two factors: one is that the associated textual information of images often mismatches their actual visual contents; the other is that a visual's features cannot accurately describe the semantic similarities between images. In this paper, we adopt click data to bridge the semantic gap. We propose a novel multi-view hypergraph-based learning (MHL) method that adaptively integrates click data with varied visual features. In particular, MHL considers pairwise discriminative constraints from click data to maximally distinguish images with high click counts from images with no click counts, and a semantic manifold is constructed. It then adopts hypergraph learning to build multiple manifolds from varied visual features. Finally, MHL integrates the semantic manifold with visual manifolds through an iterative optimization procedure. The weights of different manifolds and the re-ranking score are simultaneously obtained after using this optimization strategy. We conduct experiments on real world datasets and the results demonstrate that MHL outperforms state-of-the-art image re-ranking methods.
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
内容类型	期刊论文
源URL	[http://dspace.xmu.edu.cn/handle/2288/92770]
专题	信息技术－已发表论文
推荐引用方式 GB/T 7714	Yu, Jun,Rui, Yong,Chen, Bo,et al. Exploiting Click Constraints and Multi-view Features for Image Re-ranking[J]. http://dx.doi.org/10.1109/TMM.2013.2284755,2014.
APA	Yu, Jun,Rui, Yong,Chen, Bo,&俞俊.(2014).Exploiting Click Constraints and Multi-view Features for Image Re-ranking.http://dx.doi.org/10.1109/TMM.2013.2284755.
MLA	Yu, Jun,et al."Exploiting Click Constraints and Multi-view Features for Image Re-ranking".http://dx.doi.org/10.1109/TMM.2013.2284755 (2014).