Concepedia

Multimodal Knowledge Graphs

A Multimodal Knowledge Graph is a knowledge graph that integrates and represents heterogeneous knowledge from multiple modalities—such as text, images, audio, and video—by structuring entities and relations in a unified graph formalism where modal-specific representations are semantically aligned and jointly reason over cross-modal interactions.

156

Publications

6.6K

Citations

572

Authors

192

Institutions

Publications per year

2017–2026

145

Parents

Publications

156

Multi-Modal Knowledge Graph Construction and Application: A Survey

Xiangru Zhu, Zhixu Li, Xiaodan Wang et al. · IEEE Transactions on Knowledge and Data Engineering · 2022 · 264 citations

, , +16

Multi-modal Knowledge Graphs for Recommender Systems

Rui Sun, Xuezhi Cao, Yan Zhao et al. · 2020 · 261 citations

, , +15

Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion

Xiang Chen, Ningyu Zhang, Lei Li et al. · Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval · 2022 · 211 citations · Full text

, , +14

Graph Convolution for Multimodal Information Extraction from Visually Rich Documents

Xiaojing Liu, Feiyu Gao, Qiong Zhang et al. · 2019 · 204 citations · Full text

, , +16

A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning

Hatem Mousselly-Sergieh, Teresa Botschen, Iryna Gurevych et al. · 2018 · 149 citations · Full text

, , +16

1–5 of 156

Authors

572

  1. HC
    Huajun Chen

    Zhejiang University, China

    4 publications · 315 citations

    8

    h-index

  2. NZ
    Ningyu Zhang

    Zhejiang University, China

    3 publications · 260 citations

    5

    h-index

  3. ZC
    Zhuo Chen

    Zhejiang University, China

    2 publications · 85 citations

    5

    h-index

  4. JC
    Jiaoyan Chen

    University of Oxford, United Kingdom

    3 publications · 104 citations

    4

    h-index

  5. JZ
    Jeff Z. Pan

    University of Aberdeen, United Kingdom

    3 publications · 104 citations

    4

    h-index

1–5 of 572

Institutions

192

  1. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    33 publications

    2.3K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    9 h-index

    23 publications

    1.6K citations

  3. University of Science and Technology of China

    Hefei, China

    9 h-index

    22 publications

    1.1K citations

  4. Zhejiang University

    Hangzhou, China

    8 h-index

    24 publications

    1.8K citations

  5. Peng Cheng Laboratory

    Shenzhen, China

    7 h-index

    12 publications

    635 citations

  6. Tsinghua University

    Beijing, China

    6 h-index

    15 publications

    838 citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    6 h-index

    8 publications

    253 citations

  8. Alibaba Group (China)

    Hangzhou, China

    5 h-index

    25 publications

    1.3K citations

1–8 of 192

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 233 citations

    10

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 189 citations

    7

    h-index

  3. IEEE Transactions on Multimedia

    7 publications · 426 citations

    7

    h-index

  4. Information Fusion

    4 publications · 212 citations

    5

    h-index

  5. Neurocomputing

    3 publications · 72 citations

    4

    h-index

1–5