Publications

You can also find my articles on my Google Scholar profile.

fig4 Take One Gram of Neural Features, Get Enhanced Group Robustness
Simon Roburin, Charles Corbière, Gilles Puy, Nicolas Thome, Mathieu Aubry, Renaud Marlet Patrick Pérez
ECCV Workshop on Out-Of-Distribution Generalization in Computer Vision 2022

fig4 Beyond First-Order Uncertainty Estimation with Evidential Models for Open-World Recognition
Charles Corbière, Marc Lafon, Nicolas Thome, Matthieu Cord, Patrick Pérez
ICML Workshop on Uncertainty and Robustness in Deep Learning 2021

fig4 Confidence Estimation via Auxiliary Models
Charles Corbière, Nicolas Thome, Matthieu Cord, Patrick Pérez
IEEE Transactions on Pattern Analysis and Machine Intelligence

fig4 Addressing Failure Prediction by Learning Model Confidence
Charles Corbière, Nicolas Thome, Avner Bar-Hen, Matthieu Cord, Patrick Pérez
NeurIPS 2019
[code] [poster]

fig4 Leveraging Weakly Annotated Data for Fashion Image Retrieval and Label Prediction
Charles Corbière, Hedi Ben-younes, Alexandre Ramé, Charles Ollion
ICCV Computer Vision for Fashion Worskshop 2017