no code implementations • 24 Apr 2024 • Sebastian Doerrich, Francesco Di Salvo, Julius Brockmann, Christian Ledig
The integration of deep learning based systems in clinical practice is often impeded by challenges rooted in limited and heterogeneous medical datasets.
1 code implementation • 19 Feb 2024 • Sebastian Doerrich, Tobias Archut, Francesco Di Salvo, Christian Ledig
Traditional deep learning models implicity encode knowledge limiting their transparency and ability to adapt to data changes.
1 code implementation • 29 Aug 2023 • Sebastian Doerrich, Francesco Di Salvo, Christian Ledig
We introduce unORANIC, an unsupervised approach that uses an adapted loss function to drive the orthogonalization of anatomy and image-characteristic features.