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.'

Dao Thauvin, Stéphane Herbin, Wassila Ouerdane, Céline Hudelot (2024). Interpretable Image Classification through an Argumentative Dialog between Encoders. 27TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE.

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Marie-Ange Boum, Stéphane Herbin, Pierre Fournier, Pierre Lassalle (2024). Continual Learning in Remote Sensing : Leveraging Foundation Models and Generative Classifiers to Mitigate Forgetting. IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium.

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Clément Barbier, Baptiste Abeloos, Stéphane Herbin (2024). How to Efficiently Adapt Foundation Models to Remote Sensing for Object Detection?. IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium.

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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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Filipo Studzinski Perotto, Anthony Fernandes Pires, Jean-Loup Farges, Youcef Bouchebaba, Mohammed Belcaid, Eric Bonnafous, Claire Pagetti, Frédéric Boniol, Xavier Pucel, Adrien Chan-Hon-Tong, Stéphane Herbin, Mario Cassaro, Sofiane Kraiem (2024). Thinking the Certification Process of Embedded ML-based Aeronautical Components Using AIDGE, a French Open and Sovereign AI Platform. International Conference on Cognitive Aircraft Systems.

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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