Corentin Sautier

prof_pic.jpg

Ph.D. student in computer vision

I am a Ph.D. student in Imagine, the research vision group at École nationale des ponts et chaussées under the supervision of Vincent Lepetit, and work jointly at valeo.ai with Gilles Puy, Alexandre Boulch, and Renaud Marlet.

My research focuses on self-supervised and unsupervised learning for Lidar point clouds, with a specific interest in multimodality and principal applications for autonomous driving.

Check out my latest project on unsupervised instance tracking: UNIT

Selected publications

  1. Three Pillars improving Vision Foundation Model Distillation for Lidar
    In Conference on Computer Vision and Pattern Recognition, 2024
  2. 3DV
    bevcontrast.png
    BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds
    In International Conference on 3D Vision, 2024
  3. ALSO: Automotive Lidar Self-supervision by Occupancy estimation
    In Conference on Computer Vision and Pattern Recognition, 2023
  4. Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data
    In Conference on Computer Vision and Pattern Recognition, 2022