Séminaire ISTerre

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Physical Models and Machine Learning for Scientific Imaging

jeudi 19 octobre 2023 - 10h45

Julien Mairal - Institut National de Recherche en Informatique et en Automatique - Inria, Grenoble (introduction S. Giffard-Roisin 10:45 - 11:00)
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Deep learning has revolutionized image processing and is often considered to outperform classical approaches based on accurate modeling of the image formation process. In this presentation, we will discuss the interplay between model-based and learning-based paradigms, and show that hybrid approaches show great promises for scientific imaging, where interpretation and robustness to real-world degradation is important. We will present two applications on super-resolution and high-dynamic range imaging from photographic bursts, and exoplanet detection from direct high-contrast imaging.

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Equipe organisatrice : Grands Séminaires ISTerre

Amphithéâtre Killian, Maison des Géosciences, 38400 Saint Martin d'Hères

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