Publications

International Journals

2021

  1. Wasserstein Adversarial Regularization for learning with label noise
    Fatras, Kilian, Damodaran, Bharath Bhushan,  Lobry, Sylvain, Flamary, Remi, Tuia, Devis, and Courty, Nicolas
    IEEE Transactions on Pattern Analysis and Machine Intelligence 2021
  2. Shrub decline and expansion of wetland vegetation revealed by very high resolution land cover change detection in the Siberian lowland tundra
    Magnússon, Rúna Í., Limpens, Juul, Kleijn, David, van Huissteden, Ko, Maximov, Trofim C.,  Lobry, Sylvain, and Heijmans, Monique M.P.D.
    Science of The Total Environment 2021

2020

  1. A deep learning framework for matching of SAR and optical imagery
    Hughes, Lloyd Haydn, Marcos, Diego,  Lobry, Sylvain, Tuia, Devis, and Schmitt, Michael
    ISPRS Journal of Photogrammetry and Remote Sensing 2020
  2. RSVQA: Visual Question Answering for Remote Sensing Data
    Lobry, Sylvain, Marcos, Diego, Murray, Jesse, and Tuia, Devis
    IEEE Transactions on Geoscience and Remote Sensing 2020

2019

  1. Water Detection in SWOT HR Images Based on Multiple Markov Random Fields
    Lobry, Sylvain, Denis, Loïc, Williams, Brent, Fjørtoft, Roger, and Tupin, Florence
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2019
  2. Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery Using Deep CNNs and Active Learning
    Kellenberger, Benjamin, Marcos, Diego,  Lobry, Sylvain, and Tuia, Devis
    IEEE Transactions on Geoscience and Remote Sensing 2019

2018

  1. Correcting rural building annotations in OpenStreetMap using convolutional neural networks
    Vargas-Muñoz, John E.,  Lobry, Sylvain, Falcão, Alexandre X., and Tuia, Devis
    ISPRS Journal of Photogrammetry and Remote Sensing 2018
  2. Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data
    Srivastava, Shivangi, Muñoz, John E. Vargas,  Lobry, Sylvain, and Tuia, Devis
    International Journal of Geographical Information Science 2018

2016

  1. Multitemporal SAR Image Decomposition into Strong Scatterers, Background, and Speckle
    Lobry, Sylvain, Denis, Loïc, and Tupin, Florence
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2016



International Conferences

2022

  1. Prompt–RSVQA: Prompting visual context to a language model for Remote Sensing Visual Question Answering
    Chappuis, Chritel, Zermatten, Valerie,  Lobry, Sylvain, Le Saux, Bertrand, and Tuia, Devis
    In EarthVision at IEEE/CVF Conference on Computer Vision and Pattern Recognition CVPR 2022
  2. Embedding Spatial Relations in Visual Question Answering for Remote Sensing
    Faure, Maxime,  Lobry, Sylvain, Kurtz, Camille, and Wendling, Laurent
    In 26TH International Conference on Pattern Recognition ICPR 2022
  3. Language transformers for remote sensing visual question answering
    Chappuis, Christel, Mendez, Vincent, Walt, Eliot,  Lobry, Sylvain, Le Saux, Bertrand, and Tuia, Devis
    In IEEE International Geoscience and Remote Sensing Symposium IGARSS 2022
  4. Matching environmental data produced from remote sensing images to demographic data in Sub-Saharan Africa
    Thay*, Lys, Rousse*, Basile,  Lobry, Sylvain, Duthé, Géraldine, Wendling, Laurent, and Golaz, Valérie
    In ESA Living Planet Symposium 2022

2021

  1. How to find a good image-text embedding for remote sensing visual question answering?
    Chappuis, Christel,  Lobry, Sylvain, Kellenberger, Benjamin, Le Saux, Bertrand, and Tuia, Devis
    In MACLEAN Workshop at ECML/PKDD 2021 2021
  2. RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing
    Lobry, Sylvain, Demir, Begüm, and Tuia, Devis
    In 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS 2021

2020

  1. Better Generic Objects Counting When Asking Questions to Images: A Multitask Approach for Remote Sensing Visual Question Answering
    Lobry, Sylvain, Marcos, Diego, Kellenberger, Benjamin, and Tuia, Devis
    In ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences 2020
  2. Learning multi-label aerial image classification under label noise: A regularization approach using word embeddings
    Hua, Yuansheng,  Lobry, Sylvain, Mou, Lichao, Tuia, Devis, and Zhu, Xiao Xiang
    In IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium 2020
  3. Interpretable Scenicness from Sentinel-2 Imagery
    Levering, Alex, Marcos, Diego,  Lobry, Sylvain, and Tuia, Devis
    In IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium 2020

2019

  1. Semantically Interpretable Activation Maps: what-where-how explanations within CNNs
    Marcos, Diego,  Lobry, Sylvain, and Tuia, Devis
    In 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) 2019
  2. Visual question answering from remote sensing images
    Lobry, Sylvain, Murray, Jesse, Marcos, Diego, and Tuia, Devis
    In IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium 2019
  3. Deep learning models to count buildings in high-resolution overhead images
    Lobry, Sylvain, and Tuia, Devis
    In 2019 Joint Urban Remote Sensing Event (JURSE) 2019

2018

  1. Scale equivariance in CNNs with vector fields
    Marcos, Diego, Kellenberger, Benjamin,  Lobry, Sylvain, and Tuia, Devis
    In International Conference on Machine Learning (ICML)/FAIM workshop on Towards learning with limited labels: Equivariance, Invariance, and Beyond 2018
  2. Correcting misaligned rural building annotations in open street map using convolutional neural networks evidence
    Vargas-Munoz, John E, Marcos, Diego,  Lobry, Sylvain, Santos, Jefersson A, Falcao, Alexandre X, and Tuia, Devis
    In IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium 2018
  3. Land-use characterisation using Google Street View pictures and OpenStreetMap
    Srivastava, Shivangi,  Lobry, Sylvain, Tuia, Devis, and Munoz, John Vargas
    In 21st AGILE Conference on Geographic Information Science (2018) 2018
  4. Speckle reduction in PolSAR by multi-channel variance stabilization and Gaussian denoising: MuLoG
    Deledalle, Charles-Alban, Denis, Loic, Tupin, Florence, and Lobry, Sylvain
    In EUSAR 2018; 12th European Conference on Synthetic Aperture Radar 2018

2017

  1. Double MRF for water classification in SAR images by joint detection and reflectivity estimation
    Lobry, Sylvain, Denis, Loïc, Tupin, Florence, and Fjortoft, Roger
    In 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2017
  2. Unsupervised detection of thin water surfaces in SWOT images based on segment detection and connection
    Lobry, Sylvain, Tupin, Florence, and Fjortoft, Roger
    In 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2017
  3. Urban area change detection based on generalized likelihood ratio test
    Zhao, Weiying,  Lobry, Sylvain, Maitre, Henri, Nicolas, Jean-Marie, and Tupin, Florence
    In 2017 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp) 2017

2016

  1. A decomposition model for scatterers change detection in multi-temporal series of SAR images
    Lobry, Sylvain, Tupin, Florence, and Denis, Loïc
    In 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2016
  2. Non-Uniform Markov Random Fields for Classification of SAR Images
    Lobry, Sylvain, Tupin, Florence, and Fjortoft, Roger
    In Proceedings of EUSAR 2016: 11th European Conference on Synthetic Aperture Radar 2016

2015

  1. Sparse + smooth decomposition models for multi-temporal SAR images
    Lobry, Sylvain, Denis, Loïc, and Tupin, Florence
    In 2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images (Multi-Temp) 2015


National Conferences

2021

  1. Segmentation Sémantique pour la Simulation d’Images SAR
    Letheule, Nathan, Weissgerber, Flora,  Lobry, Sylvain, and Colin-Koeniguer, Elise
    In ORASIS 2021 2021

2017

  1. Détection de l’eau dans les images radar du futur satellite SWOT
    Lobry, Sylvain, Fjortoft, Roger, Denis, Loı̈c, and Tupin, Florence
    In GRETSI 2017

2016

  1. Un modèle de décomposition pour la détection de changement dans les séries temporelles d’images RSO
    Lobry, Sylvain, Denis, Loı̈c, and Tupin, Florence
    In RFIA 2016