Sie haben Javascript deaktiviert!
Sie haben versucht eine Funktion zu nutzen, die nur mit Javascript möglich ist. Um sämtliche Funktionalitäten unserer Internetseite zu nutzen, aktivieren Sie bitte Javascript in Ihrem Browser.

Info-Icon This content is not available in English
Show image information

Monday, 03.06.2019 | 16.45 - 17.45 Uhr | Hörsaal D2

Mathematisches Kolloquium: Prof. Dr. Carola-Bibiane Schönlieb, Universität Cambridge

Vortrag: Deep Learning for Inverse Problems - Some Recent Approaches

Abstract: In this talk we discuss the idea of data- driven regularisers for inverse imaging problems. We are in particular interested in the combination of model-based and purely data-driven image processing approaches. In this context we will make a journey from “shallow” learning for computing optimal parameters for variational regularisation models by bilevel optimization to the investigation of different approaches that use deep neural networks for solving inverse imaging problems. Alongside all approaches that are being discussed, their numerical solution and available solution guarantees will be stated.

The University for the Information Society