MDLW02 | Prof. Thomas Pock | Deep learning and inverse problems

Описание: MDLW02 | Prof. Thomas Pock | Deep learning and inverse problems

Speaker: Professor Thomas Pock (Graz University of Technology)
Date: 29th Sept 2021 - 11:50 to 12:30
Venue: INI Seminar Room 1
Title: Deep learning and inverse problems
Event: (MDLW02) Deep learning and inverse problems
Abstract: In this talk, I will show how to use learning techniques to significantly improve energy-based models. I will start by showing that even for the simplest models such as total variation, one can greatly improve the accuracy of the numerical approximation by learning the „best discretization within a class of consistent discretizations. Then I will move forward to more expressive models and show how they can be learned in order to give state-of-the art performance for image reconstruction problems, such as denoising, superresolution, MRI and CT.

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