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TUESDAY Statistics Seminar: Vegard Antun

Speaker: Vegard Antun, University of Oslo (NOR)
Location: Erling Sverdrups plass, Niels Henrik Abels hus, 8th floor

Title: On Stability of Deep Learning in Image Reconstruction

Abstract: Deep learning has been proposed as a promising tool to increase performance for image reconstruction in medical imaging. In this talk we will introduce the image reconstruction problem, and show, with a lot of examples, how trained neural networks are completely unstable for image reconstruction. We will then present a theoretical result showing how deep learning will typically encourage this type of behavior for image reconstruction and inverse problems in general. 

Earlier Event: April 10
WEDNESDAY lunch: Christos Dimitrakakis
Later Event: April 24
WEDNESDAY lunch: Aliaksandr Hubin