Multimedia Intelligence: When Multimedia Meets Artificial Intelligence

被引:44
|
作者
Zhu, Wenwu [1 ]
Wang, Xin [1 ]
Gao, Wen [2 ]
机构
[1] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
[2] Peking Univ, Sch Elect Engn & Comp Sci, Beijing 100871, Peoples R China
基金
中国国家自然科学基金;
关键词
Streaming media; Machine learning; Hidden Markov models; Cognition; Videos; Data models; Multimedia artificial intelligence; reasoning in multimedia; RECOGNITION; VIDEO;
D O I
10.1109/TMM.2020.2969791
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Owing to the rich emerging multimedia applications and services in the past decade, super large amount of multimedia data has been produced for the purpose of advanced research in multimedia. Furthermore, multimedia research has made great progress on image/video content analysis, multimedia search and recommendation, multimedia streaming, multimedia content delivery etc. At the same time, Artificial Intelligence (AI) has undergone a "new" wave of development since being officially regarded as an academic discipline in 1950s, which should give credits to the extreme success of deep learning. Thus, one question naturally arises: What happens when multimedia meets Artificial Intelligence? To answer this question, we introduce the concept of Multimedia Intelligence through investigating the mutual-influence between multimedia and Artificial Intelligence. We explore the mutual influences between multimedia and Artificial Intelligence from two aspects: i) multimedia drives Artificial Intelligence to experience a paradigm shift towards more explainability and ii) Artificial Intelligence in turn injects new ways of thinking for multimedia research. As such, these two aspects form a loop in which multimedia and Artificial Intelligence interactively enhance each other. In this paper, we discuss what and how efforts have been done in literature and share our insights on research directions that deserve further study to produce potentially profound impact on multimedia intelligence.
引用
收藏
页码:1823 / 1835
页数:13
相关论文
共 50 条
  • [1] Multimedia Intelligence: When Multimedia Meets Artificial Intelligence
    Wang, Xin
    Zhu, Wenwu
    Tian, Yonghong
    Gao, Wen
    [J]. MM '20: PROCEEDINGS OF THE 28TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, 2020, : 4775 - 4776
  • [2] Artificial intelligence in multimedia computing
    Tian, Jing
    Chen, Li
    Xu, Xin
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (7-8) : 4261 - 4261
  • [3] Is Artificial Intelligence New to Multimedia?
    Chen, Shu-Ching
    [J]. IEEE MULTIMEDIA, 2019, 26 (02) : 5 - 7
  • [4] Artificial intelligence in multimedia computing
    [J]. Multimedia Tools and Applications, 2020, 79 : 4261 - 4261
  • [5] When human intelligence meets artificial intelligence
    Zhou, Jifan
    Shen, Mowei
    [J]. PSYCH JOURNAL, 2018, 7 (03) : 156 - 157
  • [6] Artificial Intelligence for Multimedia Signal Processing
    Kim, Byung-Gyu
    Jun, Dong-San
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (15):
  • [7] Semantics and Multimedia: An Introduction to Symbolic Artificial Intelligence Applied to Multimedia
    Lima, Guilherme
    Costa, Rodrigo
    Moreno, Marcio
    [J]. WEBMEDIA 2019: PROCEEDINGS OF THE 25TH BRAZILLIAN SYMPOSIUM ON MULTIMEDIA AND THE WEB, 2019, : 7 - 9
  • [8] When Artificial Intelligence Meets Pharmacoepidemiology
    Bartels, Dorothee B.
    Slattery, Jim
    Pariente, Antoine
    Rigg, John
    [J]. PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2019, 28 : 6 - 6
  • [9] Artificial intelligence elements in multimedia system for surgery
    Kacki, E
    Stempczynska, J
    [J]. MEDICAL INFORMATICS EUROPE '97: PARTS A & B, 1997, 43 : 475 - 477
  • [10] When Art History Meets Artificial Intelligence
    Brown, Kathryn
    [J]. ART HISTORY, 2024, 47 (01): : 212 - 215