Self-supervised and unsupervised learning

Collecting and annotating diverse data is complex, costly, and time-consuming. We explore alternatives to fully-supervised learning, such as unsupervised, self-supervised and active learning, enabling AI models to generate labels automatically and reduce reliance on manually labeled datasets.

Selected publications

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

  2. Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, Vincent Lepetit
    International Conference on 3D Vision, 2025
  3. Paul Couairon, Mustafa Shukor, Jean-Emmanuel Haugeard, Matthieu Cord, Nicolas Thome
    Advances in Neural Information Processing Systems, 2024

  4. 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

  5. Monika Wysoczańska, Oriane Siméoni, Michaël Ramamonjisoa, Andrei Bursuc, Tomasz Trzciński, Patrick Pérez
    European Conference on Computer Vision, 2024

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

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

  8. Oriane Siméoni, Éloi Zablocki, Spyros Gidaris, Gilles Puy, Patrick Pérez
    International Journal of Computer Vision, 2024

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

  10. Gilles Puy, Spyros Gidaris, Alexandre Boulch, Oriane Siméoni, Corentin Sautier, Patrick Pérez, Andrei Bursuc, Renaud Marlet
    Computer Vision and Pattern Recognition, 2024

  11. Ioannis Kakogeorgiou, Spyros Gidaris, Konstantinos Karantzalos, and Nikos Komodakis
    Computer Vision and Pattern Recognition, 2024

  12. Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, Vincent Lepetit
    International Conference on 3D Vision (3DV), 2024

  13. Spyros Gidaris, Andrei Bursuc, Oriane Siméoni, Nikos Komodakis, Matthieu Cord, Patrick Pérez
    Transactions on Machine Learning Research (TMLR), 2024

  14. Bjoern Michele, Alexandre Boulch, Gilles Puy, Tuan-Hung Vu, Renaud Marlet and Nicolas Courty
    International Conference on 3D Vision (3DV), 2024

  15. Monika Wysoczańska, Michaël Ramamonjisoa, Tomasz Trzciński, Oriane Siméoni
    Winter Conference on Applications of Computer Vision (WACV), 2024
  16. Antonin Vobecky, Oriane Siméoni, David Hurych, Spyros Gidaris, Andrei Bursuc, Patrick Pérez, Josef Sivic
    Advances in Neural Information Processing Systems (NeurIPS), 2023

  17. Mohammad Fahes, Tuan-Hung Vu, Andrei Bursuc, Patrick Pérez, Raoul de Charette
    International Conference on Computer Vision (ICCV), 2023

  18. Nermin Samet, Oriane Siméoni, Gilles Puy, Georgy Ponimatkin, Renaud Marlet, and Vincent Lepetit
    International Conference on Computer Vision (ICCV), 2023

  19. Alexandre Boulch, Corentin Sautier, Björn Michele, Gilles Puy, Renaud Marlet
    Computer Vision and Pattern Recognition, 2023

  20. Oriane Siméoni, Chloé Sekkat, Gilles Puy, Antonin Vobecky, Éloi Zablocki, Patrick Pérez
    Computer Vision and Pattern Recognition, 2023

  21. Angelika Ando, Spyros Gidaris, Andrei Bursuc, Gilles Puy, Alexandre Boulch, and Renaud Marlet
    Computer Vision and Pattern Recognition, 2023

  22. Léon Zheng, Elisa Riccietti, Rémi Gribonval
    SIAM Journal on Mathematics of Data Science, 2023

  23. Léon Zheng, Gilles Puy, Elisa Riccietti, Patrick Pérez, Rémi Gribonval
    International Conference on Learning Representations (ICLR), 2023
  24. Loïck Chambon, Mickaël Chen, Tuan-Hung Vu, Alexandre Boulch, Andrei Bursuc, Matthieu Cord, Patrick Pérez
    NeurIPS Machine Learning for Autonomous Driving Workshop, 2022

  25. Ioannis Kakogeorgiou, Spyros Gidaris, Bill Psomas, Yannis Avrithis, Andrei Bursuc, Konstantinos Karantzalos, and Nikos Komodakis
    European Conference on Computer Vision (ECCV), 2022

  26. Antonin Vobecky, Oriane Siméoni, David Hurych, Spyros Gidaris, Andrei Bursuc, Patrick Pérez, Josef Sivic
    European Conference on Computer Vision (ECCV), 2022oral

  27. Huy V. Vo, Oriane Siméoni, Spyros Gidaris, Andrei Bursuc, Patrick Pérez, and Jean Ponce
    European Conference on Computer Vision (ECCV), 2022

  28. Himalaya Jain (*), Tuan-Hung Vu (*), Patrick Pérez and Matthieu Cord (* equal contrib.)
    Computer Vision and Pattern Recognition Workshop, 2022

  29. Corentin Sautier, Gilles Puy, Spyros Gidaris, Alexandre Boulch, Andrei Bursuc, and Renaud Marlet
    Computer Vision and Pattern Recognition, 2022
  30. Maxime Bucher, Tuan-Hung Vu, Matthieu Cord, and Patrick Pérez
    Computer Vision and Image Understanding (CVIU), 2021

  31. Huy V. Vo, Elena Sizikova, Cordelia Schmid, Patrick Pérez and Jean Ponce
    Advances in Neural Information Processing Systems (NeurIPS), 2021

  32. Oriane Siméoni, Gilles Puy, Huy V. Vo, Simon Roburin, Spyros Gidaris, Andrei Bursuc, Patrick Pérez, Renaud Marlet, Jean Ponce
    British Machine Vision Conference (BMVC), 2021

  33. Alexandre Boulch, Pierre-Alain Langlois, Gilles Puy, and Renaud Marlet
    International Conference on 3D Vision (3DV), 2021

  34. Yang Xiao, Yuming Du, Renaud Marlet
    International Conference on 3D Vision (3DV), 2021oral

  35. Spyros Gidaris, Andrei Bursuc, Gilles Puy, Nikos Komodakis, Patrick Pérez, and Matthieu Cord
    Computer Vision and Pattern Recognition, 2021

  36. Guillaume Le Moing, Tuan-Hung Vu, Himalaya Jain, Patrick Pérez and Matthieu Cord
    Computer Vision and Pattern Recognition, 2021

  37. Antonín Vobecký, David Hurych, Michal Uřičář, Patrick Pérez, and Josef Šivic
    AAAI Conference on Artificial Intelligence (AAAI), 2021
  38. Huy V. Vo, Patrick Pérez and Jean Ponce
    European Conference on Computer Vision (ECCV), 2020

  39. Spyros Gidaris, Andrei Bursuc, Nikos Komodakis, Patrick Pérez, and Matthieu Cord
    Computer Vision and Pattern Recognition, 2020

  40. Antoine Saporta, Tuan-Hung Vu, Matthieu Cord and Patrick Pérez
    Computer Vision and Pattern Recognition Workshop on Scalability in Autonomous Driving, 2020

  41. Victor Besnier, Himalaya Jain, Andrei Bursuc, Matthieu Cord, and Patrick Pérez
    International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
  42. Maxime Bucher, Tuan-Hung Vu, Matthieu Cord, and Patrick Pérez
    Neural Information Processing Systems (NeurIPS), 2019

  43. Spyros Gidaris, Andrei Bursuc, Nikos Komodakis, Patrick Pérez, and Matthieu Cord
    International Conference on Computer Vision (ICCV), 2019

  44. Huy V. Vo, Francis Bach, Minsu Cho, Kai Han, Yann Lecun, Patrick Pérez and Jean Ponce
    Computer Vision and Pattern Recognition, 2019