Bringing the Algorithms to the Data -- Secure Distributed Medical Analytics using the Personal Health Train (PHT-meDIC)

no code implementations • 7 Dec 2022 • Marius de Arruda Botelho Herr, Michael Graf, Peter Placzek, Florian König, Felix Bötte, Tyra Stickel, David Hieber, Lukas Zimmermann, Michael Slupina, Christopher Mohr, Stephanie Biergans, Mete Akgün, Nico Pfeifer, Oliver Kohlbacher

The need for data privacy and security -- enforced through increasingly strict data protection regulations -- renders the use of healthcare data for machine learning difficult.

Overcoming Missing and Incomplete Modalities with Generative Adversarial Networks for Building Footprint Segmentation

no code implementations • 9 Aug 2018 • Benjamin Bischke, Patrick Helber, Florian König, Damian Borth, Andreas Dengel

This assumption limits the applications of multi-modal models since in practice the data collection process is likely to generate data with missing, incomplete or corrupted modalities.

Semantic Segmentation