Cross-media analysis and reasoning: advances and directions
Peng, Yu-xin1; Zhu, Wen-wu2; Zhao, Yao3; Xu, Chang-sheng4; Huang, Qing-ming5; Lu, Han-qing4; Zheng, Qing-hua6; Huang, Tie-jun7; Gao, Wen7
2017
发表期刊FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING
卷号18期号:1页码:44-57
文章类型Review
摘要Cross-media analysis and reasoning is an active research area in computer science, and a promising direction for artificial intelligence. However, to the best of our knowledge, no existing work has summarized the state-of-the-art methods for cross-media analysis and reasoning or presented advances, challenges, and future directions for the field. To address these issues, we provide an overview as follows: (1) theory and model for cross-media uniform representation; (2) cross-media correlation understanding and deep mining; (3) cross-media knowledge graph construction and learning methodologies; (4) cross-media knowledge evolution and reasoning; (5) cross-media description and generation; (6) cross-media intelligent engines; and (7) cross-media intelligent applications. By presenting approaches, advances, and future directions in cross-media analysis and reasoning, our goal is not only to draw more attention to the state-of-the-art advances in the field, but also to provide technical insights by discussing the challenges and research directions in these areas.
关键词Cross-media Analysis Cross-media Reasoning Cross-media Applications
WOS标题词Science & Technology ; Technology
DOI10.1631/FITEE.1601787
关键词[WOS]RETRIEVAL ; KNOWLEDGE ; SEMANTICS ; IMAGES ; CODES
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61371128 ; U1611461 ; 61425025 ; 61532005)
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Engineering, Electrical & Electronic
WOS记录号WOS:000394541200004
引用统计
被引频次:7[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/173211/14408
专题模式识别国家重点实验室_多媒体计算与图形学
作者单位1.Peking Univ, Inst Comp Sci & Technol, Beijing 100871, Peoples R China
2.Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
3.Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China
4.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
5.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
6.Xi An Jiao Tong Univ, Dept Comp Sci & Technol, Xian 710049, Peoples R China
7.Peking Univ, Sch Elect Engn & Comp Sci, Beijing 100871, Peoples R China
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Peng, Yu-xin,Zhu, Wen-wu,Zhao, Yao,et al. Cross-media analysis and reasoning: advances and directions[J]. FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING,2017,18(1):44-57.
APA Peng, Yu-xin.,Zhu, Wen-wu.,Zhao, Yao.,Xu, Chang-sheng.,Huang, Qing-ming.,...&Gao, Wen.(2017).Cross-media analysis and reasoning: advances and directions.FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING,18(1),44-57.
MLA Peng, Yu-xin,et al."Cross-media analysis and reasoning: advances and directions".FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING 18.1(2017):44-57.
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