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We are an international team based in Paris, conducting AI research for Valeo automotive applications, in collaboration with world-class academics. Our main research is towards better, clearer & safer automotive AI.
Find out more about our research here!

Research axes

Multi-sensor scene understanding and forecasting
Multi-sensor scene understanding
Data & annotation efficient learning
Data & annotation efficient learning
Dependable models
Robust, reliable and explainable models

News

Sep 2024 Six papers accepted at NeurIPS 2024: FUNGI, ManiPose, aMCL, LMM Concept Explainability, DiffCut, Implicit Multimodal Alignment. Some of them already have available code
Sep 2024 A large part of the team participates to ECCV 2024. We will present 5 papers in the main conference, 4 workshop papers, 2 tutorials, 1 workshop, 1 challenge. See you in Milan!
Sep 2024 Björn and Corentin are outstanding reviewers at ECCV 2024
Sep 2024 Shashanka Venkataramanan gives an invited talk at Jagiellonian University, Krakow, Poland, on “Learning Strong Image Encoders from one Video”
Sep 2024 Sushil Sharma starts as research intern
Aug 2024 Salma Galaaoui starts as PhD student
Jul 2024 One paper accepted at IEEE TIP: Learning Kernel-Modulated Neural Representation for Efficient Light Field Compression
Jul 2024 Elias Ramzi starts as research scientist
Jun 2024 The team wins the Argoverse 2 “Unified Detection, Tracking and Forecasting” challenge, held at CVPR WAD 2024.
Jun 2024 Tuan-Hung Vu gives an invited talk at GDR IASIS on “Language-guided Adaptation and Generalization in Semantic Segmentation”
Jun 2024 Shashanka Venkataramanan starts as research scientist
May 2024 Laura Calem and Léon Zheng defend their PhD at CNAM and ENS Lyon respectively
May 2024 One paper accepted at IJCV: Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey
May 2024 Yihong participates to ICRA 2024 in Okinawa, Japan. He presents Towards Motion Forecasting with Real-World Perception Inputs
May 2024 Gilles Puy is an outstanding reviewer at CVPR 2024
May 2024 Yuan Yin is awarded with the honorable runner-up prize for the best PhD thesis in AI in 2024, granted by the French Association on AI (AFIA)
Apr 2024 Seven researchers from the team serve as reviewers for ECCV. Andrei, Oriane, and Renaud serve as Area Chairs
Mar 2024 Björn, Corentin, Sophia, and Tetiana participate to the FOMO Winter School on Foundation Models, in Amsterdam.
Mar 2024 Björn and Corentin participate to 3DV 2024 in Davos, Switzerland. They will present SALUDA and BEVContrast
Feb 2024 Eight papers accepted at CVPR 2024: ABNN, SegAD, Don’t drop your samples!, FAMix, NOPE, PointBeV, ScaLR, SPOT. Some of them already have available code


Academic Partners