Concepedia

Multimodal Input Fusion

Multimodal Input Fusion is a computational framework that integrates heterogeneous input data from multiple modalities into a unified representation by aligning and combining modality-specific features through learned or engineered fusion mechanisms.

79

Publications

4.4K

Citations

335

Authors

149

Institutions

Publications per year

2017–2026

55

Parents

Publications

79

Integration of Visual and Auditory Information by Superior Temporal Sulcus Neurons Responsive to the Sight of Actions

Nick E. Barraclough, Dengke Xiao, Chris I. Baker et al. · Journal of Cognitive Neuroscience · 2005 · 333 citations

, , +17

Integrated multimodal artificial intelligence framework for healthcare applications

Luis R. Soenksen, Yu Ma, Cynthia Zeng et al. · npj Digital Medicine · 2022 · 315 citations · Full text

, , +17

A transformer-based representation-learning model with unified processing of multimodal input for clinical diagnostics

Hong-Yu Zhou, Yizhou Yu, Chengdi Wang et al. · Nature Biomedical Engineering · 2023 · 299 citations · Full text

, , +17

Deep Encoder–Decoder Networks for Classification of Hyperspectral and LiDAR Data

Danfeng Hong, Lianru Gao, Renlong Hang et al. · IEEE Geoscience and Remote Sensing Letters · 2020 · 250 citations

, , +16

A hybrid brain–computer interface based on the fusion of electroencephalographic and electromyographic activities

Robert Leeb, Hesam Sagha, Ricardo Chavarriaga et al. · Journal of Neural Engineering · 2011 · 233 citations · Full text

, , +17

1–5 of 79

Authors

335

  1. YG
    Yuanxu Gao

    Macau University of Science and Technology, Macao SAR China

    2 publications · 310 citations

    2

    h-index

  2. FC
    Fang Chen

    Data61, Australia

    2 publications · 32 citations

    2

    h-index

  3. JP
    Jia Pan

    University of Hong Kong, Hong Kong SAR China

    2 publications · 310 citations

    2

    h-index

  4. WL
    Weimin Li

    Sichuan University, China

    2 publications · 310 citations

    2

    h-index

  5. KZ
    Kang Zhang

    University of California San Diego, United States

    2 publications · 310 citations

    2

    h-index

1–5 of 335

Institutions

149

  1. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    15 publications

    1.1K citations

  2. University of Maryland, College Park

    College Park, United States

    3 h-index

    10 publications

    220 citations

  3. The University of Sydney

    Sydney, Australia

    2 h-index

    4 publications

    66 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    9 publications

    2.9K citations

  5. Interface (United States)

    La Grange, United States

    2 h-index

    3 publications

    75 citations

  6. Harvard University

    Cambridge, United States

    2 h-index

    2 publications

    387 citations

  7. Le Mans Université

    Le Mans, France

    2 h-index

    3 publications

    41 citations

  8. Sun Yat-sen University

    Guangzhou, China

    2 h-index

    5 publications

    195 citations

1–8 of 149

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 148 citations

    3

    h-index

  2. 2

    h-index

  3. IEEE Transactions on Multimedia

    2 publications · 44 citations

    2

    h-index

  4. Sensors

    2 publications · 34 citations

    2

    h-index

  5. 2

    h-index

1–5