Valeo.ai
We are building an artificial intelligence research center for automotive applications based in the center of Paris, a project started in 2017 to conduct ambitious research projects, regarding assisted and autonomous driving
Artificial intelligence is already at the core of the transformation of the automotive industry! 10 years ago, there was no real AI in cars. Today, most are packed with software, part of which is AI related. Artificial intelligence is changing mobility everywhere!
Multi-sensor perception
Automated driving relies first on a diverse range of sensors, like Valeo’s cameras, LiDARs, radars and ultrasonics. Exploiting at best the outputs of each of these sensors at any instant is fundamental to understand the complex environment of the vehicle. To this end, we explore various deep learning approaches where sensors are considered both in isolation and collectively.
Domain adaptation
Deep learning and reinforcement learning are key technologies for autonomous driving. One of the challenges they face is to adapt to conditions which differ from those met during training. To improve systems’ performance in such situations, we explore so-called domain adaption techniques, as in AdvEnt, our project presented at CVPR 2019.
Uncertainty estimation
When the unexpected happens, when the weather badly degrades, when a sensor gets blocked, the embarked perception system should diagnose the situation and react accordingly, e.g, by calling an alternative system or the human driver. With this in mind, we investigate automatic ways to assess the uncertainty of a system and to predict its performance.
Meet our team
-
R&I Technical Engineer Florent Bartoccioni
R&I Technical Engineer
Perception | Scene understanding | Dynamic forecasting
ENS Rennes | CTU Prague | INRIA
Pragmatic dreamer
-
Research Scientist Victor Besnier
Research Scientist
Deep Learning | Computer Vision | Image Synthesis
Sorbonne Université | ENPC
-
Research Scientist Alexandre Boulch
Research Scientist
Computer vision | Deep Learning | Geometry processing
X | MVA | ENPC | ONERA
3D perceiver
-
Senior Research Scientist Andrei Bursuc
Senior Research Scientist
Machine Learning | Computer Vision | Reliability | Self-supervised learning
Politehnica | Mines | Inria | Safran
Random walker
-
PhD student Amaia Cardiel
PhD student
Deep learning | Vision and Language
SciencesPo | SorbonneU | UGA
Language learner
-
Ph.D. student Loick Chambon
Ph.D. student
Deep learning |Computer Vision
MVA | Sorbonne
Climber
-
Research Scientist Mickaël Chen
Research Scientist
Generative Models | Forecasting
Sorbonne Université
Entropy producer
-
Scientific Director Matthieu Cord
Scientific Director
Deep Learning | Computer Vision | Vision and Language
Enseirb | CergyU | KULeuven | Ensea | CNRS | SorbonneU | IUF
Top chef
-
Research Scientist Spyros Gidaris
Research Scientist
Deep Learning | Computer Vision
AUTH | Cortexica | ENPC
Life-loving epicurean
-
Research Scientist David Hurych
Research Scientist
Machine Learning | Computer Vision | Generative Networks
CTU-Prague | NII-Tokyo
Curious
-
Ph.D student Victor Letzelter
Ph.D student
Deep Learning | Uncertainty Quantification | Signal processing
Telecom Paris | MVA | EMSE
Landscape explorer
-
Principal scientist Renaud Marlet
Principal scientist
Computer vision | Scene Understanding | 3D | Geometry Processing
X | Inria | EdinburgU | Simulog | Inria | TrustedLogic | Inria | ENPC
Persistent eclectist
-
PhD student Tetiana Martyniuk
PhD student
Deep learning | Computer Vision
Mines Paris | INRIA
Proud Ukrainian
-
Ph.D. student Björn Michele
Ph.D. student
Computer vision | Deep Learning | Frugal Learning
DHBW | MVA | IRISA | UBretagne Sud
Domain adapter
-
Project manager Serkan Odabas
Project manager
AI Norms, Regulations, Standardization | Management
Sorbonne Université | Inria
Gamer
-
Research Scientist Gilles Puy
Research Scientist
Computer Vision | Deep Learning
Supélec | EPFL | INRIA | Technicolor
-
Research Scientist Nermin Samet
Research Scientist
Deep learning | Computer Vision
METU | ENPC
Book wanderer
-
Ph.D. student Corentin Sautier
Ph.D. student
Computer Vision | Deep Learning | Self-supervised Learning
Mines Paris | MVA | ENPC
Annotations hater
-
PhD student Sophia Sirko-Galouchenko
PhD student
Deep learning | Computer Vision
DauphineU | MVA | SorbonneU
Borscht-powered Cyborg
-
Senior scientist Eduardo Valle
Senior scientist
Computer Vision | Deep Learning | Generative AI
CergyU | University of Campinas
Neural optimizer
-
Research scientist Tuan-Hung Vu
Research scientist
Deep Learning | Computer Vision | Robustness | Generative AI
Telecom | Inria | NEC
Protein lover
-
Research Scientist Yihong Xu
Research Scientist
Deep Learning | Computer Vision | Motion and Tracking
Telecom Bretagne | Inria | UGA
Troublemaker
-
Research Scientist Eloi Zablocki
Research Scientist
Deep Learning | Computer Vision | Vision and Language
X | MVA | SorbonneU
Substancial learner
