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Survey on construction and application research for multi-modal knowledge graphs

Chen Ye
Zhou Gang
Lu Jicang
Academy of Data & Target Engineering, Information Engineering University, Zhengzhou 450001, China

Abstract

In order to summarize previous works and provide ideas for related researchers. This paper first discussed the current basic concepts of the multi-modal knowledge graph. Then it introduced the construction of multi-modal knowledge graphs from two perspectives of graph database and knowledge graph, and summarized the ideas of two main methods. It also analyzed the key technologies and related works in the construction and application, such as multi-modal information extraction, representation learning, entity linking. In addition, it enumerated the application of multi-modal knowledge graphs in four scenarios, including recommender systems, cross-modal retrieval, human-computer interaction and cross-modal data management. Finally, it looked forward to the development prospects of multi-modal knowledge graphs from four aspects.

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.05.0156
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 12
Section: Survey
Pages: 3535-3543
Serial Number: 1001-3695(2021)12-003-3535-09

Publish History

[2021-12-05] Printed Article

Cite This Article

陈烨, 周刚, 卢记仓. 多模态知识图谱构建与应用研究综述 [J]. 计算机应用研究, 2021, 38 (12): 3535-3543. (Chen Ye, Zhou Gang, Lu Jicang. Survey on construction and application research for multi-modal knowledge graphs [J]. Application Research of Computers, 2021, 38 (12): 3535-3543. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.


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