1 code implementation • 18 Jul 2024 • Anna M. Wundram, Paul Fischer, Michael Muehlebach, Lisa M. Koch, Christian F. Baumgartner
Our results show that it is possible to achieve the desired coverage with small prediction ranges, highlighting the potential of performance range prediction as a valuable tool for output quality control.
1 code implementation • 15 Jul 2024 • Leonard Siegert, Paul Fischer, Mattias P. Heinrich, Christian F. Baumgartner
Deformable image registration is fundamental to many medical imaging applications.
1 code implementation • 11 Jul 2024 • Paul Fischer, Hannah Willms, Moritz Schneider, Daniela Thorwarth, Michael Muehlebach, Christian F. Baumgartner
We evaluate our algorithm on real clinical planing volumes from five different anatomical regions and show that our novel subgroup RCPS (SG-RCPS) algorithm leads to prediction intervals that jointly control the risk for multiple subgroups.
1 code implementation • 4 Aug 2023 • Paul Fischer, Thomas Küstner, Christian F. Baumgartner
We demonstrate that our proposed method produces high-quality reconstructions as well as uncertainty quantification that is substantially better calibrated than several strong baselines.
no code implementations • 3 Jul 2023 • Paul Fischer, Emil Lundt Larsen, Carsten Witt
We consider a simple setting in neuroevolution where an evolutionary algorithm optimizes the weights and activation functions of a simple artificial neural network.