Concepedia

Multimodal Geospatial Learning

Multimodal Geospatial Learning is a geospatial machine learning paradigm that integrates and analyzes diverse data modalities—such as optical imagery, LiDAR, synthetic aperture radar, and textual or tabular data—within a unified framework to enhance spatial understanding and prediction by leveraging complementary information across modalities.

14

Publications

653

Citations

73

Authors

32

Institutions

Publications per year

2017–2026

13

Parents

Publications

14

Understanding urban landuse from the above and ground perspectives: A deep learning, multimodal solution

Shivangi Srivastava, John E. Vargas-Muñoz, Devis Tuia · Remote Sensing of Environment · 2019 · 169 citations · Full text

, , +17

On the Opportunities and Challenges of Foundation Models for GeoAI (Vision Paper)

Gengchen Mai, Weiming Huang, Jin Sun et al. · ACM Transactions on Spatial Algorithms and Systems · 2024 · 99 citations · Full text

, , +16

Geographic mapping with unsupervised multi-modal representation learning from VHR images and POIs

Lubin Bai, Weiming Huang, Xiuyuan Zhang et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2023 · 56 citations

, , +16

Classification of pixel-level fused hyperspectral and lidar data using deep convolutional neural networks

Saurabh Morchhale, V. Paúl Pauca, Robert J. Plemmons et al. · 2016 · 56 citations

, , +17

Imbalance knowledge-driven multi-modal network for land-cover semantic segmentation using aerial images and LiDAR point clouds

Yameng Wang, Yongjun Zhang, Bin Zhang et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2023 · 40 citations

, , +17

1–5 of 14

Authors

73

  1. DB
    David B. Lobell

    Stanford University, United States

    2 publications · 44 citations

    2

    h-index

  2. MB
    Marshall Burke

    Stanford University, United States

    2 publications · 44 citations

    2

    h-index

  3. WH
    Weiming Huang

    Nanyang Technological University, Singapore

    2 publications · 155 citations

    2

    h-index

  4. CM
    Chenlin Meng

    Stanford University, United States

    2 publications · 44 citations

    2

    h-index

  5. GC
    Gao Cong

    Nanyang Technological University, Singapore

    2 publications · 155 citations

    2

    h-index

1–5 of 73

Institutions

32

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

    Cologne, Germany

    2 h-index

    3 publications

    86 citations

  2. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    4 publications

    310 citations

  3. Stanford University

    Stanford, United States

    2 h-index

    8 publications

    288 citations

  4. Wuhan University

    Wuhan, China

    2 h-index

    8 publications

    272 citations

  5. Central Scientific Instruments Organisation

    Chandigarh, India

    1 h-index

    2 publications

    58 citations

  6. University of Southern California

    Los Angeles, United States

    1 h-index

    4 publications

    56 citations

  7. King's College Hospital

    London, United Kingdom

    1 h-index

    1 publications

    29 citations

  8. University of Aberdeen

    Aberdeen, United Kingdom

    1 h-index

    1 publications

    29 citations

1–8 of 32

Venues

  1. 2

    h-index

  2. 2

    h-index

  3. Remote Sensing

    1 publications · 29 citations

    1

    h-index

  4. arXiv (Cornell University)

    Repository · 1 publications · 17 citations

    1

    h-index

  5. Remote Sensing of Environment

    1 publications · 169 citations

    1

    h-index

1–5