Mathieu Cocheteux

Mathieu Cocheteux

PhD in Computer Vision

Computer Vision Research Engineer

About Me

I am a research engineer with a PhD in Computer Vision specializing in sensor fusion, deep learning for perception, and real-time calibration for autonomous driving.

My research focuses on developing robust deep learning methods for multi-sensor perception, with expertise in LiDAR-camera perception and uncertainty estimation. Through my work at Motional and Toyota Motor Europe, I've gained industry experience. During my PhD, I've developed practical solutions that have resulted in publications in top-tier conferences and an international patent.

Technical Expertise

Machine Learning Deep Learning Computer Vision Sensor Fusion Autonomous Driving PyTorch Python C++ OpenCV ROS TensorRT Git Docker

Research & Publications

My research focuses on robust deep learning methods for multi-sensor perception, with expertise in LiDAR-camera perception and uncertainty estimation. I've developed practical solutions that have resulted in publications in top-tier conferences and an international patent.

- Papers - Citations - H-Index
1 Patent
Stats from Semantic Scholar
WACV 2025
WACV 2025
Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach

Novel uncertainty quantification approach for sensor calibration that provides reliability guarantees and improves odometry accuracy.

Workshop
CVPR 2024
CVPR 2024
MULi-Ev: Maintaining Unperturbed LiDAR-Event Calibration

First method for online calibration of LiDAR with event cameras.

BMVC 2023
Oral
BMVC 2023
PseudoCal: Towards Initialization-Free Camera-LiDAR Calibration

First method for deep learning-based sensor calibration without requiring manual initialization.

Patent
arXiv 2023
arXiv 2023
UniCal: A Single-Branch Transformer-Based Model for Camera-to-LiDAR Calibration

Efficient Transformer-based approach for both calibration and validation, leading to an international patent.

Professional Experience

Perception Research Engineer
Stealth Startup
09/2025 - Present 🇫🇷 France
Research and Teaching Assistant
Université de technologie de Compiègne & CNRS
04/2025 - 09/2025 🇫🇷 France
Doctoral Researcher
Université de technologie de Compiègne & CNRS
10/2021 - 04/2025 🇫🇷 France
Research Engineer Intern
06/2022 - 12/2022 🇸🇬 Singapore
Research Engineer Intern
07/2020 - 01/2021 🇧🇪 Belgium
Software Engineer Intern
02/2019 - 07/2019 🇫🇷 France

Education

PhD in Computer Vision
Université de technologie de Compiègne (Sorbonne University alliance) & CNRS
2025 🇫🇷 France
MSc in Computer Science
Université de technologie de Compiègne
2021 🇫🇷 France

Let's Connect

Whether you are interested in discussing my research topic or just want to connect, I'd love to hear from you.

Email

mathieu@cocheteux.eu

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