Stéphane HERBIN

Senior Researcher

ONERA

I am a senior researcher (Directeur de Recherche, HDR) in the Department of Information Processing and Systems at ONERA.

My research addresses mostly the design of artificial intelligence methods applied to perception and language.

keywords: computer vision, perceptual systems, vision & language, trustworthy AI, small data learning, continual learning, explainability, remote sensing.

Publications

For an up-to-date list of publications, check out my Google Scholar.'

Pol Labarbarie, Adrien Chan-Hon-Tong, Stéphane Herbin, Milad Leyli-Abadi (2024). Optimal Transport Based Adversarial Patch to Leverage Large Scale Attack Transferability. The International Conference on Learning Representations (ICLR 2024).

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Karim Benmeziane, Patrick Fabiani, Stéphane Herbin, Jérôme Lacaille, Emmanuel Ledinot (2023). Trusting Machine-Learning Applications in Aeronautics. 2023 IEEE Aerospace Conference.

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Adrien Le Coz, Stéphane Herbin, Faouzi Adjed (2023). Explaining an Image Classifier with a Generative Model Conditioned by Uncertainty. Uncertainty Meets Explainability| Workshop and Tutorial@ ECML-PKDD 2023.

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Dao Thauvin, Stéphane Herbin (2023). Knowledge Informed Sequential Scene Graph Verification Using VQA.

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Pol Labarbarie, Adrien Chan-Hon-Tong, Stéphane Herbin, Milad Leyli-Abadi (2022). Benchmarking and Deeper Analysis of Adversarial Patch Attack on Object Detectors. Workshop Artificial Intelligence Safety-AI Safety (IJCAI-ECAI Conference).

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Background

Education

• PhD in Applied Mathematics

  ENS de Cachan

  1997

• Master of Science

  University of Illiois at Urbana-Champaign

  1992

• Ingénieur

  Supélec

  1990

Contact

• stephane.herbin_at_onera.fr
• +33 1 80 38 65 69
• 6, Chemin de la Vauve aux Granges, Palaiseau, 91120