Daniel Sonntag

Scientific Director, Interactive Machine Learning, DFKI; Professor of Applied Artificial Intelligence, University of Oldenburg

German Research Center for Artificial Intelligence (DFKI) · University of Oldenburg

Daniel Sonntag is Scientific Director of Interactive Machine Learning at DFKI and has held the endowed chair of Applied Artificial Intelligence at the University of Oldenburg since 2020. His work centres on interactive machine learning with human feedback for industrial and medical applications.

Research Collaboration and Funded Projects 1 filter all →

Large vision models for robust and trustworthy medical image understanding

completed

Research collaboration · 2022 – 2024

Large vision models for robust and trustworthy medical image understanding

This collaboration investigates the applicability of large vision models to medical imaging, addressing robustness, generalization, and trustworthiness under …

Medical Imaging Responsible AI Radiology

Publications 2 filter all →

Joint self-supervised image-volume representation learning with intra-inter contrastive clustering

Duy M. H. Nguyen, Hoang Nguyen, Truong TN Mai, Tri Cao, Binh T Nguyen, Nhat Ho, Paul Swoboda, Shadi Albarqouni, Pengtao Xie, Daniel Sonntag

Proceedings of the AAAI Conference on Artificial Intelligence, 2023

Conference CORE A*19.6% acc. ❝ 12 Radiology Neuroradiology

Publisher PDF Interactive explainer BibTeX

Lvm-med: Learning large-scale self-supervised vision models for medical imaging via second-order graph matching

Duy M. H. Nguyen, Hoang Nguyen, Nghiem Diep, Tan Ngoc Pham, Tri Cao, Binh Nguyen, Paul Swoboda, Nhat Ho, Shadi Albarqouni, Pengtao Xie, Daniel Sonntag, Mathias Niepert