I am a researcher in machine learning at ONERA since 2014 in the IVA team.
I have worked from 2014 to 2018 on the development of object detection algorithm working on satellite images and/or UAV videos (for military purpose).
Since 2018, I focus on safety issues raised by machine learning on critical plateform (autonomous driving, lethal autonomous weapon systems): performance evaluation on operationnal condition, robustness to adversarial attack and data poisoning
- OFF THE SHELF DEEP LEARNING PIPELINE FOR REMOTE SENSING APPLICATIONS
- Object Detection in Remote Sensing Images with Center Only.
- An Algorithm for Generating Invisible Data Poisoning Using Adversarial Noise That Breaks Image Classification Deep Learning
- Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth