activity
20162022
most citedSolving Inverse Problems With Deep Neural Networks -- Robustness Included?

150 citations · 213 across the 12 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

cs.CV2022★ 2 cited

Let's Enhance: A Deep Learning Approach to Extreme Deblurring of Text Images

Theophil Trippe, Martin Genzel, Jan Macdonald +1

This work presents a novel deep-learning-based pipeline for the inverse problem of image deblurring, leveraging augmentation and pre-training with synthetic data. Our results build…

eess.IV2022★ 30 cited

Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning

Martin Genzel, Ingo Gühring, Jan Macdonald +1

This work is concerned with the following fundamental question in scientific machine learning: Can deep-learning-based methods solve noise-free inverse problems to near-perfect acc…