Concepedia

Weakly Supervised Learning For Geospatial Data

Weakly Supervised Learning for Geospatial Data is a machine learning paradigm that leverages incomplete, imprecise, or noisy labels—such as image-level annotations, bounding boxes, or proxy variables—to train models on spatially referenced data, thereby reducing the reliance on densely annotated ground truth while accounting for spatial autocorrelation, scale, and heterogeneity inherent in geospatial applications.

16

Publications

1.3K

Citations

74

Authors

39

Institutions

Publications per year

2017–2026

12

Parents

Publications

16

Object Detection in Optical Remote Sensing Images Based on Weakly Supervised Learning and High-Level Feature Learning

Junwei Han, Dingwen Zhang, Gong Cheng et al. · IEEE Transactions on Geoscience and Remote Sensing · 2014 · 738 citations

, , +17

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Nebojša Jojić et al. · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2021 · 75 citations · Full text

, , +17

Weakly supervised vehicle detection in satellite images via multi-instance discriminative learning

Liujuan Cao, Feng Luo, Li Chen et al. · Pattern Recognition · 2016 · 68 citations

, , +16

Automated Extraction of Human Settlement Patterns From Historical Topographic Map Series Using Weakly Supervised Convolutional Neural Networks

Johannes Uhl, Stefan Leyk, Yao‐Yi Chiang et al. · IEEE Access · 2019 · 57 citations · Full text

, , +16

A novel weakly supervised semantic segmentation framework to improve the resolution of land cover product

Yujia Chen, Guo Zhang, Hao Cui et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2023 · 57 citations

, , +15

1–5 of 16

Authors

74

  1. XJ
    Xiuping Jia

    UNSW Sydney, Australia

    2 publications · 49 citations

    2

    h-index

  2. JH
    Junwei Han

    Northwestern Polytechnical University, China

    2 publications · 759 citations

    2

    h-index

  3. MS
    Michael Schmitt

    Technical University of Munich, Germany

    2 publications · 85 citations

    2

    h-index

  4. LG
    Lei Guo

    Northwestern Polytechnical University, China

    2 publications · 759 citations

    2

    h-index

  5. GC
    Gong Cheng

    Northwestern Polytechnical University, China

    2 publications · 759 citations

    2

    h-index

1–5 of 74

Institutions

39

  1. University of Canberra

    Canberra, Australia

    2 h-index

    4 publications

    73 citations

  2. UNSW Sydney

    Sydney, Australia

    2 h-index

    4 publications

    73 citations

  3. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    8 publications

    3K citations

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

    Cologne, Germany

    2 h-index

    2 publications

    85 citations

  5. Meta (Israel)

    Tel Aviv, Israel

    1 h-index

    1 publications

    34 citations

  6. RIKEN Center for Advanced Intelligence Project

    Tokyo, Japan

    1 h-index

    1 publications

    75 citations

  7. Chinese Academy of Sciences

    Beijing, China

    1 h-index

    3 publications

    75 citations

  8. The University of Tokyo

    Tokyo, Japan

    1 h-index

    1 publications

    75 citations

1–8 of 39

Venues

  1. 2

    h-index

  2. 2

    h-index

  3. Remote Sensing

    2 publications · 43 citations

    2

    h-index

  4. 2

    h-index

  5. IEEE Access

    1 publications · 57 citations

    1

    h-index

1–5