Model and domain generalization

Autonomous vehicles must perform well in diverse and unseen environments. Our research in generalization and domain adaptation focuses on developing models that can effectively transfer their knowledge from familiar to unfamiliar environments, ensuring reliable performance in various real-world conditions.

Selected publications

  1. Mohammad Fahes, Tuan-Hung Vu, Andrei Bursuc, Patrick Pérez, Raoul de Charette
    under review, 2025

  2. Monika Wysoczańska, Antonin Vobecky, Amaia Cardiel, Tomasz Trzciński, Renaud Marlet, Andrei Bursuc, Oriane Siméoni
    under review, 2025
  3. Tuan-Hung Vu, Eduardo Valle, Andrei Bursuc, Tommie Kerssies, Daan de Geus, Gijs Dubbelman, Long Qian, Bingke Zhu, Yingying Chen, Ming Tang, Jinqiao Wang, Tomáš Vojíř, Jan Šochman, Jiří Matas, Michael Smith, Frank Ferrie, Shamik Basu, Christos Sakaridis, Luc Van Gool
    European Conference on Computer Vision, 2024

  4. Thibaut Loiseau, Tuan-Hung Vu, Mickael Chen, Patrick Pérez, Matthieu Cord
    European Conference on Computer Vision, 2024

  5. Amaia Cardiel, Éloi Zablocki, Oriane Siméoni, Elias Ramzi, Matthieu Cord
    ECCV Workshop Emergent Visual Abilities and Limits of Foundation Models (EVAL-FoMo), 2024

  6. Bjoern Michele, Alexandre Boulch, Tuan-Hung Vu, Gilles Puy, Renaud Marlet, Nicolas Courty
    European Conference on Computer Vision, 2024

  7. Mohammad Fahes, Tuan-Hung Vu, Andrei Bursuc, Patrick Pérez, Raoul de Charette
    Computer Vision and Pattern Recognition, 2024

  8. Van Nguyen Nguyen, Thibault Groueix, Georgy Ponimatkin, Yinlin Hu, Renaud Marlet, Mathieu Salzmann, Vincent Lepetit
    Computer Vision and Pattern Recognition, 2024

  9. Bjoern Michele, Alexandre Boulch, Gilles Puy, Tuan-Hung Vu, Renaud Marlet and Nicolas Courty
    International Conference on 3D Vision (3DV), 2024
  10. Mohammad Fahes, Tuan-Hung Vu, Andrei Bursuc, Patrick Pérez, Raoul de Charette
    International Conference on Computer Vision (ICCV), 2023

  11. Ivan Lopes , Tuan-Hung Vu and Raoul de Charette
    IEEE/CVF Winter Conference on Applications of Computer Vision, 2023
  12. Antoine Saporta, Arthur Douillard, Tuan-Hung Vu, Patrick Pérez and Matthieu Cord
    Computer Vision and Pattern Recognition Workshop, 2022

  13. Maximilian Jaritz, Tuan-Hung Vu, Raoul de Charette, Émilie Wirbel, and Patrick Pérez
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
  14. Maxime Bucher, Tuan-Hung Vu, Matthieu Cord, and Patrick Pérez
    Computer Vision and Image Understanding (CVIU), 2021

  15. Victor Besnier, Andrei Bursuc, Alexandre Briot, and David Picard
    International Conference on Computer Vision (ICCV), 2021

  16. Antoine Saporta, Tuan-Hung Vu, Matthieu Cord and Patrick Pérez
    International Conference on Computer Vision (ICCV), 2021

  17. Charles Corbière, Nicolas Thome, Antoine Saporta, Tuan-Hung Vu, Matthieu Cord, and Patrick Pérez
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

  18. Guillaume Le Moing, Tuan-Hung Vu, Himalaya Jain, Patrick Pérez and Matthieu Cord
    Computer Vision and Pattern Recognition, 2021
  19. Antoine Saporta, Tuan-Hung Vu, Matthieu Cord and Patrick Pérez
    Computer Vision and Pattern Recognition Workshop on Scalability in Autonomous Driving, 2020

  20. Maximilian Jaritz, Tuan-Hung Vu, Raoul de Charette, Émilie Wirbel, and Patrick Pérez
    Computer Vision and Pattern Recognition, 2020
  21. Spyros Gidaris, Andrei Bursuc, Nikos Komodakis, Patrick Pérez, and Matthieu Cord
    International Conference on Computer Vision (ICCV), 2019

  22. Tuan-Hung Vu, Himalaya Jain, Maxime Bucher, Matthieu Cord, and Patrick Pérez
    International Conference on Computer Vision (ICCV), 2019

  23. Tuan-Hung Vu, Himalaya Jain, Maxime Bucher, Matthieu Cord, and Patrick Pérez
    Computer Vision and Pattern Recognition, 2019oral