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Cross-media analysis and reasoning: advances and directions

文献类型：期刊论文

作者Peng, Yu-xin2; Zhu, Wen-wu4; Zhao, Yao5; Xu, Chang-sheng6; Huang, Qing-ming1; Lu, Han-qing6; Zheng, Qing-hua7; Huang, Tie-jun3; Gao, Wen3
刊名FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING
出版日期2017
卷号18期号:1页码:44-57
关键词Cross-media analysis Cross-media reasoning Cross-media applications
ISSN号2095-9184
DOI10.1631/FITEE.1601787
英文摘要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.
资助项目National Natural Science Foundation of China[61371128] ; National Natural Science Foundation of China[U1611461] ; National Natural Science Foundation of China[61425025] ; National Natural Science Foundation of China[61532005]
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:000394541200004
出版者ZHEJIANG UNIV
源URL[http://119.78.100.204/handle/2XEOYT63/7468]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhu, Wen-wu
作者单位1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
2.Peking Univ, Inst Comp Sci & Technol, Beijing 100871, Peoples R China
3.Peking Univ, Sch Elect Engn & Comp Sci, Beijing 100871, Peoples R China
4.Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
5.Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China
6.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
7.Xi An Jiao Tong Univ, Dept Comp Sci & Technol, Xian 710049, Peoples R China
推荐引用方式
GB/T 7714		 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.

入库方式： OAI收割

来源：计算技术研究所

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