Concepedia

Geospatial Representation Learning

Geospatial Representation Learning is a machine learning paradigm that, as a subcategory of representation learning, focuses on automatically discovering task-invariant, structured embeddings of geospatial entities by leveraging their geometric, topological, and semantic properties inherent in geographic data.

126

Publications

6.3K

Citations

441

Authors

172

Institutions

Publications per year

2017–2026

104

Parents

Publications

126

GeoAI: spatially explicit artificial intelligence techniques for geographic knowledge discovery and beyond

Krzysztof Janowicz, Song Gao, Grant McKenzie et al. · International Journal of Geographical Information Systems · 2019 · 513 citations · Full text

, , +17

Wide-Area Image Geolocalization with Aerial Reference Imagery

Scott Workman, Richard Souvenir, Nathan Jacobs · 2015 · 368 citations

, , +17

Each Part Matters: Local Patterns Facilitate Cross-View Geo-Localization

Tingyu Wang, Zhedong Zheng, Chenggang Yan et al. · IEEE Transactions on Circuits and Systems for Video Technology · 2021 · 260 citations · Full text

, , +16

Learned Contextual Feature Reweighting for Image Geo-Localization

Hyo Jin Kim, Enrique Dunn, Jan‐Michael Frahm · 2017 · 233 citations

, , +16

From ITDL to Place2Vec

Bo Yan, Krzysztof Janowicz, Gengchen Mai et al. · 2017 · 179 citations

, , +16

1–5 of 126

Authors

441

  1. GM
    Gengchen Mai

    University of California, Santa Barbara, United States

    8 publications · 634 citations

    8

    h-index

  2. YH
    Yingjie Hu

    University at Buffalo, State University of New York, United States

    7 publications · 924 citations

    7

    h-index

  3. SG
    Song Gao

    University of Wisconsin–Madison, United States

    6 publications · 859 citations

    6

    h-index

  4. WH
    Weiming Huang

    Nanyang Technological University, Singapore

    5 publications · 280 citations

    5

    h-index

  5. KJ
    Krzysztof Janowicz

    University of California, Santa Barbara, United States

    5 publications · 788 citations

    5

    h-index

1–5 of 441

Institutions

172

  1. University at Buffalo, State University of New York

    Buffalo, United States

    6 h-index

    11 publications

    1.5K citations

  2. Stanford University

    Stanford, United States

    6 h-index

    22 publications

    2K citations

  3. University of California, Santa Barbara

    Santa Barbara, United States

    6 h-index

    15 publications

    1.5K citations

  4. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    13 publications

    575 citations

  5. University of Wisconsin–Madison

    Madison, United States

    5 h-index

    5 publications

    847 citations

  6. University of Lisbon

    Lisbon, Portugal

    4 h-index

    6 publications

    126 citations

  7. Wuhan University

    Wuhan, China

    4 h-index

    9 publications

    476 citations

  8. University of Georgia

    Athens, United States

    4 h-index

    9 publications

    841 citations

1–8 of 172

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 335 citations

    11

    h-index

  2. 8

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 297 citations

    5

    h-index

  4. Remote Sensing

    5 publications · 147 citations

    5

    h-index

  5. Transactions in GIS

    5 publications · 145 citations

    5

    h-index

1–5