researcher in machine learning
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
Somes publications
Computer vision
- OFF THE SHELF DEEP LEARNING PIPELINE FOR REMOTE SENSING APPLICATIONS
- 2017
- http://www.boulch.eu/files/2017_bids_esa_shelf-dl.pdf
- Object Detection in Remote Sensing Images with Center Only.
- 2018
- https://doi.org/10.1109/IGARSS.2018.8517860
Machine learning
- An Algorithm for Generating Invisible Data Poisoning Using Adversarial Noise That Breaks Image Classification Deep Learning
- 2019
- https://doi.org/10.3390/make1010011
- Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth
- 2019
- https://doi.org/10.1109/IGARSS.2019.8898563
