Bouniot, Quentin

10 publications

CVPR 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

ICLR 2025 Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh, Quentin Bouniot, Pavlo Mozharovskyi, Alasdair Newson, Florence d'Alché-Buc

NeurIPS 2025 Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models Mateusz Pach, Shyamgopal Karthik, Quentin Bouniot, Serge Belongie, Zeynep Akata

ICLR 2025 Tailoring Mixup to Data for Calibration Quentin Bouniot, Pavlo Mozharovskyi, Florence d'Alché-Buc

ICMLW 2024 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

ICLR 2023 Proposal-Contrastive Pretraining for Object Detection from Fewer Data Quentin Bouniot, Romaric Audigier, Angelique Loesch, Amaury Habrard

ICCVW 2023 The Robust Semantic Segmentation UNCV2023 Challenge Results Xuanlong Yu, Yi Zuo, Zitao Wang, Xiaowen Zhang, Jiaxuan Zhao, Yuting Yang, Licheng Jiao, Rui Peng, Xinyi Wang, Junpei Zhang, Kexin Zhang, Fang Liu, Roberto Alcover-Couso, Juan C. SanMiguel, Marcos Escudero-Viñolo, Hanlin Tian, Kenta Matsui, Tianhao Wang, Fahmy Adan, Zhitong Gao, Xuming He, Quentin Bouniot, Hossein Moghaddam, Shyam Nandan Rai, Fabio Cermelli, Carlo Masone, Andrea Pilzer, Elisa Ricci, Andrei Bursuc, Arno Solin, Martin Trapp, Rui Li, Angela Yao, Wenlong Chen, Ivor Simpson, Neill D. F. Campbell, Gianni Franchi

WACV 2023 Towards Few-Annotation Learning for Object Detection: Are Transformer-Based Models More Efficient? Quentin Bouniot, Angélique Loesch, Romaric Audigier, Amaury Habrard

ECCV 2022 Improving Few-Shot Learning Through Multi-Task Representation Learning Theory Quentin Bouniot, Ievgen Redko, Romaric Audigier, Angélique Loesch, Amaury Habrard

CVPRW 2020 Vulnerability of Person Re-Identification Models to Metric Adversarial Attacks Quentin Bouniot, Romaric Audigier, Angélique Loesch