3 papers
cs.CV2025
Arbitrary Data as Images: Fusion of Patient Data Across Modalities and Irregular Intervals with Vision Transformers
Malte Tölle, Mohamad Scharaf, Samantha Fischer +7
A patient undergoes multiple examinations in each hospital stay, where each provides different facets of the health status. These assessments include temporal data with varying sam…
cs.CV2024
FUNAvg: Federated Uncertainty Weighted Averaging for Datasets with Diverse Labels
Malte Tölle, Fernando Navarro, Sebastian Eble +3
Federated learning is one popular paradigm to train a joint model in a distributed, privacy-preserving environment. But partial annotations pose an obstacle meaning that categories…
eess.IV2022
Posterior temperature optimized Bayesian models for inverse problems in medical imaging
Max-Heinrich Laves, Malte Tölle, Alexander Schlaefer +1
We present Posterior Temperature Optimized Bayesian Inverse Models (POTOBIM), an unsupervised Bayesian approach to inverse problems in medical imaging using mean-field variational…