Deep Learning

Learning to Invert Defocus Blur: A Data-Driven Approach to the Helsinki Deblur Challenge
Invited Talk: Presentation of our 1st place winning submission to the Helsinki Deblur Challenge.
Dec 15, 2021 9:50 AM — 10:50 AM Tampere University (Hybrid Virtual Conference)
Theophil Trippe, Martin Genzel, Jan Macdonald, Maximilian März
Code
Near-Exact Recovery for Sparse-View CT via Data-Driven Methods
Poster: Presentation of a detailed analysis of our 1st place winning AAPM DL-Sparse-View CT challenge submission.
Dec 13, 2021 12:45 PM — 2:00 PM Virtual Conference
Martin Genzel, Ingo Gühring, Jan Macdonald, Maximilian März
Code
AAPM DL-Sparse-View CT Challenge Submission Report: Designing an Iterative Network for Fanbeam-CT with Unknown Geometry
Invited Talk: Presentation of our 1st place winning AAPM DL-Sparse-View CT challenge submission.
Jul 28, 2021 4:30 PM — 5:30 PM Virtual Conference
Martin Genzel, Jan Macdonald, Maximilian März
Code
Interval Neural Networks as Instability Detectors for Image Reconstructions
Contributed Talk: Presentation of results from our paper.
Mar 9, 2021 1:45 PM — 2:00 PM Virtual Workshop
Jan Macdonald, Luis Oala, Maximilian März, Wojciech Samek
Code Video
Explaining Neural Network Decisions Is Hard
Poster: Presentation of results based on our papers A Rate-Distortion Framework for Explaining Neural Network Decisions and The Computational Complexity of Understanding Network Decisions.
Jul 17, 2020 Virtual Workshop
Jan Macdonald, Stephan Wäldchen, Sascha Hauch, Gitta Kutyniok
A Rate-Distortion Framework for Explaining Neural Network Decisions
Poster: Presentation of results from our paper.
Oct 24, 2019 Zuse Institut Berlin
Jan Macdonald, Stephan Wäldchen, Sascha Hauch, Gitta Kutyniok
A Rate-Distortion Framework for Explaining Neural Network Decisions
Poster: Presentation of results from our paper.
Sep 9, 2019 Fraunhofer Heinrich-Hertz-Institut
Jan Macdonald, Stephan Wäldchen, Sascha Hauch, Gitta Kutyniok
A Rate-Distortion Framework for Explaining Deep Neural Network Decisions
Invited Talk: Presentation of results from our paper.
Jul 17, 2019 5:30 PM — 6:00 PM Universitat de València
Jan Macdonald, Stephan Wäldchen, Sascha Hauch, Gitta Kutyniok
A Rate-Distortion Framework for Explaining Neural Network Decisions
Poster: Presentation of results from our paper.
Jul 3, 2019 École nationale supérieure d'électrotechnique, d'électronique, d'informatique, d'hydraulique et des télécommunications (ENSEEIHT)
Jan Macdonald, Stephan Wäldchen, Sascha Hauch, Gitta Kutyniok
A Rate-Distortion Framework for Explaining Deep Neural Network Decisions
Contributed Talk: Presentation of results from our paper.
Apr 2, 2019 12:00 PM — 12:25 PM TUM Science and Study Center Raitenhaslach
Jan Macdonald, Stephan Wäldchen, Sascha Hauch, Gitta Kutyniok