Concepedia

Deep Learning-based Data Fusion

Deep Learning-Based Data Fusion is a computational approach within geospatial data fusion that leverages deep neural networks to automatically integrate heterogeneous spatial data sources by learning hierarchical feature representations and their contextual relationships.

527

Publications

32.7K

Citations

2.3K

Authors

800

Institutions

Publications per year

2017–2026

511

Parents

Publications

527

Deep learning for pixel-level image fusion: Recent advances and future prospects

Yü Liu, Xun Chen, Zengfu Wang et al. · Information Fusion · 2017 · 725 citations

, , +16

Multisource Remote Sensing Data Classification Based on Convolutional Neural Network

Xiaodong Xu, Wei Li, Qiong Ran et al. · IEEE Transactions on Geoscience and Remote Sensing · 2017 · 664 citations

, , +17

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

Journal of Applied Remote Sensing · 2017 · 591 citations · Full text

, , +16

Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion

Andrea Meraner, Patrick Ebel, Xiao Xiang Zhu et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2020 · 478 citations · Full text

, , +17

Estimating Ground‐Level PM<sub>2.5</sub> by Fusing Satellite and Station Observations: A Geo‐Intelligent Deep Learning Approach

Geophysical Research Letters · 2017 · 408 citations · Full text

, , +17

1–5 of 527

Authors

2.3K

  1. XX
    Xiao Xiang Zhu

    Technical University of Munich, Germany

    8 publications · 1.4K citations

    8

    h-index

  2. JC
    Jocelyn Chanussot

    Institut polytechnique de Grenoble, France

    7 publications · 1.1K citations

    7

    h-index

  3. JL
    Jun Li

    Sun Yat-sen University, China

    6 publications · 390 citations

    6

    h-index

  4. BL
    Bertrand Le Saux

    European Space Research Institute, Italy

    6 publications · 320 citations

    6

    h-index

  5. LW
    Lizhe Wang

    China University of Geosciences, China

    5 publications · 294 citations

    5

    h-index

1–5 of 2.3K

Institutions

800

  1. Wuhan University

    Wuhan, China

    22 h-index

    94 publications

    8.4K citations

  2. Chinese Academy of Sciences

    Beijing, China

    21 h-index

    73 publications

    6.7K citations

  3. China University of Geosciences

    Wuhan, China

    16 h-index

    49 publications

    2.2K citations

  4. Aerospace Information Research Institute

    Beijing, China

    14 h-index

    41 publications

    3K citations

  5. Tsinghua University

    Beijing, China

    14 h-index

    35 publications

    2.8K citations

  6. Xidian University

    Xi'an, China

    13 h-index

    41 publications

    2.6K citations

  7. Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)

    Cologne, Germany

    13 h-index

    39 publications

    2.4K citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    13 h-index

    30 publications

    2.3K citations

1–8 of 800

Venues

  1. 30

    h-index

  2. Remote Sensing

    45 publications · 2.2K citations

    26

    h-index

  3. 23

    h-index

  4. Information Fusion

    14 publications · 2.2K citations

    14

    h-index

  5. Sensors

    14 publications · 553 citations

    13

    h-index

1–5