Quentin Bammey
Fields of expertise
Image processing, reproducible research, multimedia forensics, 3D generation, diffusion models, detection theory
Biography
I am a researcher at the Image and Visual Representation Lab (IVRL) at the École Polytechnique Fédérale de Lausanne, in Switzerland.Prior to that, I worked at École Normale Supérieure Paris-Saclay, Université Paris-Saclay, Centre Borelli, CNRS, in Gif-sur-Yvette, France, where I obtained my PhD in applied mathematics in 2021.
My main interests currently are 3D reconstruction and generation, generative models, image processing, multimedia forensics and reproducible research.
Most notably, I invented the concept of Positional Learning, a technique to reveal, mimic and analyse underlying frequency components in images. This technique is seeing great uses in forensics, for forgery detection and AI-generated image detection.
Some of my image forensics methods are being used in the InVID-WeVerify verification plugin for fact-checkers, called by the Poynter Institute (home of the International Fact-Checking Network) “One of the most powerful tools for spotting misinformation online”.
I am heavily invested in the IPOL (Image Processing On Line) journal and demo system for open science and reproducible research. In particular, I am a cofounder and the main organizer of the IPOL MLBriefs workshop and hackhathon since its creation in April 2022. Four editions have already taken place, the last one was held in May, 2024.
Between 2022 and 2024, I was involved in the coordination and development of the BrevetAI platform, to offer a learning-by-doing training on artificial intelligence and disseminate knowledge about AI to the public. This platform is being developed as part of the SaclAI-School training program of the Université Paris-Saclay, piloted by the DATAIA institute.
Professional course
Researcher
EPFL
2024 --
Researcher
ENS Paris-Saclay, Université Paris-Saclay, Centre Borelli
2022 -- 2024
PhD student
ENS Paris-Saclay, Université Paris-Saclay, Centre Borelli
2017 -- 2021
Education
PhD in applied mathematics
Image forgery detection through demosaicing analysis : unconcealment of a signature Supervised by Jean-Michel Morel and Rafael Grompone
ENS Paris-Saclay, Université Paris-Saclay, Centre Borelli
2021
Master in applied mathematics
Mathematics, Vision, Learning (MVA)
ENS Paris-Saclay, Université Paris-Saclay
2017