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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Posts
portfolio
publications
Vulnerability of Person Re-Identification Models to Metric Adversarial Attacks.
Quentin Bouniot, Romaric Audigier, Angélique Loesch
CVPRW, 2020
Optimal Transport as a Defense Against Adversarial Attacks
Quentin Bouniot, Romaric Audigier, Angélique Loesch
ICPR, 2021
Improving Few-Shot Learning through Multi-task Representation Learning Theory
Quentin Bouniot, Ievgen Redko, Romaric Audigier, Angélique Loesch, Amaury Habrard
ECCV, 2022
Towards Few-Annotation Learning for Object Detection: Are Transformer-Based Models More Efficient?
Quentin Bouniot, Angélique Loesch, Romaric Audigier, Amaury Habrard
WACV, 2023
Proposal-Contrastive Pretraining for Object Detection from Fewer Data
Quentin Bouniot, Romaric Audigier, Angelique Loesch, Amaury Habrard
ICLR, 2023
Towards Few-Annotation Learning in Computer Vision: Application to Image Classification and Object Detection tasks
Quentin Bouniot
PhD Thesis, 2023
Tailoring Mixup to Data for Calibration
Quentin Bouniot, Pavlo Mozharovskyi, Florence d'Alché-Buc
ICLR, 2025
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Permalink
Jayneel Parekh, Quentin Bouniot, Pavlo Mozharovskyi, Alasdair Newson, Florence d'Alché-Buc
ICLR, 2025
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport
Quentin Bouniot, Ievgen Redko, Anton Mallasto, Charlotte Laclau, Oliver Struckmeier, Karol Arndt, Markus Heinonen, Ville Kyrki, Samuel Kaski
CVPR, 2025
talks
teaching
Algorithms and complexity
Teaching Assistant, CentraleSupélec, Université Paris-Saclay, 1900
Recent Advances in Responsible AI
Course Lecturer, Télécom Paris, Institut Polytechnique de Paris, 1900