Publications

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Journals:

  • Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia,
    RSVQA: Visual Question Answering for Remote Sensing Data,
    IEEE Transactions on Geoscience and Remote Sensing, 2019 (submitted)
  • Sylvain Lobry, Loïc Denis, Brent Williams, Roger Fjørtoft, Florence Tupin,
    Water Detection in SWOT HR Images Based on Multiple Markov Random Fields,
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019
    IEEE Library
  • Sylvain Lobry, Loïc Denis, Florence Tupin,
    Multi-temporal SAR image decomposition into strong scatterers, background, and speckle,
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016
    IEEE Library, Draft

National journal:

  • Sylvain Lobry, Loïc Denis, Florence Tupin, Weiying Zhao,
    Décomposition de séries temporelles d’images SAR pour la détection de changement,
    Traitement du Signal (GRETSI, Lavoisier) (in press)

International conferences:
Presented in oral presentations when first author.

  • Diego Marcos, Sylvain LobryDevis Tuia,
    Semantically Interpretable Activation Maps: what-where-how explanations within CNNs,
    ICCV workshop (XAI) 2019
  • Benjamin Kellenberger, Diego Marcos, Sylvain LobryDevis Tuia,
    Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery using Deep CNNs and Active Learning,
    ICCV CVWC 2019, Peer reviewed track (from the TGRS paper of the same title).
  • Sylvain Lobry, Jesse Murray, Diego Marcos, Devis Tuia,
    Visual Question Answering from Remote Sensing Images,
    International Geoscience and Remote Sensing Symposium (IGARSS) 2019.
    IEEE Library
  • Sylvain Lobry, Devis Tuia,
    Deep Learning Models to Count Buildings in High-Resolution Overhead Images,
    Joint Urban Remote Sensing Event (JURSE) 2019.
    IEEE Library
  • Diego Marcos, Benjamin KellenbergerSylvain Lobry, Devis Tuia,
    Scale equivariance in CNNs with vector fields,
    International Conference on Machine Learning (ICML)/FAIM workshop on Towards learning with limited labels: Equivariance, Invariance, and Beyond 2018.
    arXiv
  • Sylvain Lobry, Loïc Denis, Florence Tupin, Roger Fjørtoft,
    Double MRF for water classification in SAR images by joint detection and reflectivity estimation,
    International Geoscience and Remote Sensing Symposium (IGARSS), Fort Worth, USA, July 2017.
    IEEE Library, Draft
  • Sylvain Lobry, Florence Tupin, Roger Fjørtoft,
    Unsupervised detection of thin water surfaces in SWOT images based on segment detection and connection,
    International Geoscience and Remote Sensing Symposium (IGARSS), Fort Worth, USA, July 2017.
    IEEE Library, Draft
  • Sylvain Lobry, Florence Tupin, Loïc Denis,
    A decomposition model for scatterers change detection in multi-temporal series of SAR images.
    International Geoscience and Remote Sensing Symposium (IGARSS), Beijing, China, July 2016.
    IEEE Library, Draft
  • Sylvain Lobry, Florence Tupin, Roger Fjørtoft,
    Non-Uniform Markov Random Fields for Classification of SAR Images,
    European Conference on Synthetic Aperture Radar (EUSAR), Hamburg, Germany, June 2016.
    IEEE Library, Draft, slides
  • Sylvain Lobry, Florence Tupin, Loïc Denis,
    Sparse+Smooth decomposition model for multi-temporal SAR images,
    International Workshop on the Analysis of Multitemporal Remote Sensing Images (Multi-Temp), Annecy, France, July 2015.
    IEEE Library, Draft

National conferences:
Presented in oral presentations.

  • Sylvain Lobry, Loïc Denis, Florence Tupin, Roger Fjørtoft,
    Détection de l’eau dans les images radar du futur satellite SWOT,
    GRETSI, September 2017.
    Paper
  • Sylvain Lobry, Florence Tupin, Loïc Denis,
    Un modèle de décomposition pour la détection de changement dans les séries temporelles d’images RSO,
    RFIA, Clermont-Ferrand, France, July 2016.
    Paper

PhD Thesis

Sylvain Lobry, Markovian models for SAR images: Application to water detection in SWOT satellite images and multi-temporal analysis of urban areas, November 2017, PhD