Special Issue on Machine Learning for Earth Observation Data

ISSN: 0885-6125 (Print) 1573-0565 (Online)

In this topical collection (11 articles)

  1. OriginalPaper

    Forecasting upper atmospheric scalars advection using deep learning: an \(O_3\) experiment

    Luiz Angelo Steffenel, Vagner Anabor, Damaris Kirsch Pinheiro… Pages 765-788
    Download PDF (2987KB) View Article

  2. OriginalPaper

    Inference over radiative transfer models using variational and expectation maximization methods

    Daniel Heestermans Svendsen, Daniel Hernández-Lobato, Luca Martino… Pages 921-937
    Download PDF (1420KB) View Article

  3. OriginalPaper

    Satellite derived bathymetry using deep learning

    Mahmoud Al Najar, Grégoire Thoumyre, Erwin W. J. Bergsma, Rafael Almar… Pages 1107-1130
    Download PDF (2479KB) View Article

  4. OriginalPaper

    Multiscale principle of relevant information for hyperspectral image classification

    Yantao Wei, Shujian Yu, Luis Sanchez Giraldo, José C. Príncipe Pages 1227-1252
    Download PDF (7259KB) View Article

  5. OriginalPaper

    Fully convolutional open set segmentation

    Hugo Oliveira, Caio Silva, Gabriel L. S. Machado, Keiller Nogueira… Pages 1733-1784
    Download PDF (11191KB) View Article

  6. OriginalPaper

    A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping

    Benjamin Lucas, Charlotte Pelletier, Daniel Schmidt, Geoffrey I. Webb… Pages 1941-1973
    Download PDF (1894KB) View Article

  7. OriginalPaper

    Scalable clustering of segmented trajectories within a continuous time framework: application to maritime traffic data

    Pierre Gloaguen, Laetitia Chapel, Chloé Friguet, Romain Tavenard Pages 1975-2001
    Download PDF (2762KB) View Article

  8. OriginalPaper

    Multimodal deep learning for cetacean distribution modeling of fin whales (Balaenoptera physalus) in the western Mediterranean Sea

    D. Cazau, P. Nguyen Hong Duc, J.-N. Druon, S. Matwins, R. Fablet Pages 2003-2024
    Download PDF (3306KB) View Article

  9. OriginalPaper

    Weakly supervised change detection using guided anisotropic diffusion

    Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau Pages 2211-2237
    Download PDF (3005KB) View Article

  10. OriginalPaper

    Spatial dependence between training and test sets: another pitfall of classification accuracy assessment in remote sensing

    N. Karasiak, J.-F. Dejoux, C. Monteil, D. Sheeren Pages 2715-2740
    Download PDF (3095KB) View Article

  11. OriginalPaper

    Semi-supervised semantic segmentation in Earth Observation: the MiniFrance suite, dataset analysis and multi-task network study

    Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch… Pages 3125-3160
    Download PDF (4240KB) View Article