Publications

  @inproceedings{ schwartz2026formspot,
    title     = { FORMSpoT: A Decade of Tree-Level, Country-Scale Forest Monitoring },
    author    = { Schwartz, Martin and Fogel, Fajwel and Besic, Nikola and Robert, Damien and Geist, Louis and Renaud, Jean-Pierre and Monnet, Jean-Matthieu and Mosig, Clemens and Vega, Cédric and d'Aspremont, Alexandre and Landrieu, Loic and Ciais, Philippe },
    booktitle = { arxiv },
    year      = { 2026 }
  }
    

  @inproceedings{ yuelitept2025,
    title     = { LitePT: Lighter Yet Stronger Point Transformer },
    author    = { Yue, Yuanwen and Robert, Damien and Wang, Jianyuan and Hong, Sunghwan and Wegner, Jan Dirk and Rupprecht, Christian and Schindler, Konrad },
    booktitle = { arxiv },
    year      = { 2026 }
  }
    

  @inproceedings{ geist2025ezsp,
    title     = { EZ-SP: Fast and Lightweight Superpoint-Based 3D Segmentation },
    author    = { Geist, Louis and Landrieu, Loic and Robert, Damien },
    booktitle = { ICRA },
    year      = { 2026 }
  }
    

  @inproceedings{ karaman2025mt,
    title     = { MT-GSR4B: Multi-Temporally Guided Super-Resolution for Above-Ground Biomass Estimation },
    author    = { Karaman, Kaan and Garnot, Vivien Sainte Fare and Robert, Damien and Santos, Maria Joao and Wegner, Jan Dirk },
    booktitle = { PFG--Journal of Photogrammetry, Remote Sensing and Geoinformation Science },
    year      = { 2025 }
  }
    

  @inproceedings{ plekhanova2025ssl4eco,
    title     = { SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology },
    author    = { Plekhanova, Elena and Robert, Damien and Dollinger, Johannes and Arens, Emilia and Brun, Philipp and Wegner, Jan Dirk and Zimmermann, Niklaus },
    booktitle = { CVPR - EarthVision workshop },
    year      = { 2025 }
  }
    

  @inproceedings{ dollinger2025climplicit,
    title     = { Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks },
    author    = { Dollinger, Johannes and Robert, Damien and Plekhanova, Elena and Drees, Lukas and Wegner, Jan Dirk },
    booktitle = { ICLR - Tackling Climate Change with Machine Learning workshop },
    year      = { 2025 }
  }
    

  @inproceedings{ karaman2025gsr4b,
    title     = { GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 Guidance },
    author    = { Karaman, Kaan and Jiang, Yuchang and Robert, Damien and Garnot, Vivien Sainte Fare and Santos, Maria Joao and Wegner, Jan Dirk },
    booktitle = { ISPRS Geospatial Week },
    year      = { 2025 }
  }
    

  @inproceedings{ gomes2025lossy,
    title     = { Lossy Neural Compression for Geospatial Analytics: A Review },
    author    = { Gomes, Carlos and Wittmann, Isabelle and Robert, Damien and Jakubik, Johannes and Reichelt, Tim and Martone, Michele and Maurogiovanni, Stefano and Vinge, Rikard and Hurst, Jonas and Scheurer, Erik and Sedona, Rocco and Brunschwiler, Thomas and Kesselheim, Stefan and Batic, Matej and Stier, Philip and Wegner, Jan Dirk and Cavallaro, Gabriele and Pebesma, Edzer and Marszalek, Michael and Plomer, Miguel A Belenguer and Adriko, Kennedy and Fraccaro, Paolo and Kienzler, Romeo and Briq, Rania and Benassou, Sabrina and Lazzarini, Michele and Albrecht, Conrad M },
    booktitle = { IEEE Geoscience and Remote Sensing Magazine },
    year      = { 2025 }
  }
    

  @inproceedings{ robert2024phd,
    title     = { Efficient Learning on Large-Scale 3D Point Clouds },
    author    = { Robert, Damien },
    booktitle = { Universite Gustave Eiffel },
    year      = { 2024 }
  }
    

  @inproceedings{ robert2024scalable,
    title     = { Scalable 3D Panoptic Segmentation as Superpoint Graph Clustering },
    author    = { Robert, Damien and Raguet, Hugo and Landrieu, Loic },
    booktitle = { 3DV },
    year      = { 2024 }
  }
    

  @inproceedings{ robert2023spt,
    title     = { Efficient 3D Semantic Segmentation with Superpoint Transformer },
    author    = { Robert, Damien and Raguet, Hugo and Landrieu, Loic },
    booktitle = { ICCV },
    year      = { 2023 }
  }
    

  @inproceedings{ robert2022deepviewagg,
    title     = { Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation },
    author    = { Robert, Damien and Vallet, Bruno and Landrieu, Loic },
    booktitle = { CVPR },
    year      = { 2022 }
  }