Concepedia

Transfer Learning For Geospatial Data

Transfer Learning for Geospatial Data is a machine learning methodology that adapts knowledge acquired from a source domain with abundant geospatial observations to improve model performance in a target domain with limited or distinct geospatial data, while accounting for spatial heterogeneity, scale differences, and geographic dependencies.

47

Publications

2.4K

Citations

170

Authors

91

Institutions

Publications per year

2017–2026

44

Parents

Publications

47

Transfer learning in environmental remote sensing

Yuchi Ma, Shuo Chen, Stefano Ermon et al. · Remote Sensing of Environment · 2023 · 372 citations

, , +10

Machine learning in geo- and environmental sciences: From small to large scale

Pejman Tahmasebi, Serveh Kamrava, Tao Bai et al. · Advances in Water Resources · 2020 · 283 citations

, , +14

Transferring Hydrologic Data Across Continents – Leveraging Data‐Rich Regions to Improve Hydrologic Prediction in Data‐Sparse Regions

Kai Ma, Dapeng Feng, Kathryn Lawson et al. · Water Resources Research · 2021 · 237 citations

, , +14

Transfer learning to localise a continental soil vis-NIR calibration model

José Padarian, Budiman Minasny, Alex B. McBratney · Geoderma · 2019 · 177 citations

, , +10

Predicting neighborhoods’ socioeconomic attributes using restaurant data

Lei Dong, Carlo Ratti, Siqi Zheng · Proceedings of the National Academy of Sciences · 2019 · 127 citations · Full text

, , +17

1–5 of 47

Authors

170

  1. DI
    Dino Ienco

    Territoires, Environnement, Télédétection et Information Spatiale

    3 publications · 75 citations

    3

    h-index

  2. NB
    Nicolas Baghdadi

    Territoires, Environnement, Télédétection et Information Spatiale

    3 publications · 75 citations

    3

    h-index

  3. RG
    Raffaele Gaetano

    Centre de Coopération Internationale en Recherche Agronomique pour le Développement, France

    2 publications · 45 citations

    2

    h-index

  4. MK
    Monika Kuffer

    University of Twente, Netherlands

    2 publications · 79 citations

    2

    h-index

  5. KM
    Kai Ma

    Sichuan University, China

    2 publications · 248 citations

    2

    h-index

1–5 of 170

Institutions

91

  1. Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement

    Paris, France

    4 h-index

    12 publications

    415 citations

  2. Université de Montpellier

    Montpellier, France

    3 h-index

    10 publications

    240 citations

  3. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    11 publications

    479 citations

  4. Territoires, Environnement, Télédétection et Information Spatiale

    Montpellier, France

    3 h-index

    9 publications

    216 citations

  5. University of Twente

    Enschede, The Netherlands

    2 h-index

    6 publications

    290 citations

  6. Sichuan University

    Chengdu, China

    2 h-index

    6 publications

    744 citations

  7. Pennsylvania State University

    State College, United States

    2 h-index

    11 publications

    1.5K citations

  8. Airbus (France)

    Toulouse, France

    2 h-index

    5 publications

    108 citations

1–8 of 91

Venues

  1. Remote Sensing

    5 publications · 174 citations

    5

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 46 citations

    3

    h-index

  3. Remote Sensing of Environment

    2 publications · 453 citations

    2

    h-index

  4. 2

    h-index

  5. Environmental Science & Technology

    1 publications · 24 citations

    1

    h-index

1–5