Cross-media retrieval: state-of-the-art and open issues
Jing Liu; Changsheng Xu; Hanqing Lu
2010
发表期刊International Journal of Multimedia Intelligence & Security
卷号1期号:1页码:33-52
摘要Cross-media retrieval is able to provide retrieval results with similar semantics but different media to the query. Since cross-media retrieval complements currently popular text/content-based retrieval which provides retrieval results with the same media to the query, it becomes an emerging research topic. In this paper, we give an overview of recent advances and research challenges in cross-media retrieval. Such retrieval paradigm has been driven by the wide availability of large multimedia resources on the web, innovative approaches to semantically understanding various multimedia objects, and novel machine learning techniques for the interactive mappings among heterogeneous feature spaces. Emphasising on these respects, we review the state-of-the-art approaches and achieved progresses in cross-media retrieval. According to the current technologies used in cross-media retrieval and the demand from real-world applications, open research issues and future research opportunities are identified.
关键词Cross-media Retrieval Semantic Understanding Multimedia Correlation.
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/13438
专题模式识别国家重点实验室_图像与视频分析
通讯作者Jing Liu
推荐引用方式
GB/T 7714
Jing Liu,Changsheng Xu,Hanqing Lu. Cross-media retrieval: state-of-the-art and open issues[J]. International Journal of Multimedia Intelligence & Security,2010,1(1):33-52.
APA Jing Liu,Changsheng Xu,&Hanqing Lu.(2010).Cross-media retrieval: state-of-the-art and open issues.International Journal of Multimedia Intelligence & Security,1(1),33-52.
MLA Jing Liu,et al."Cross-media retrieval: state-of-the-art and open issues".International Journal of Multimedia Intelligence & Security 1.1(2010):33-52.
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