Search Results for author: Stefano Woerner

Found 2 papers, 1 papers with code

A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta)

no code implementations24 Apr 2024 Stefano Woerner, Arthur Jaques, Christian F. Baumgartner

While the field of medical image analysis has undergone a transformative shift with the integration of machine learning techniques, the main challenge of these techniques is often the scarcity of large, diverse, and well-annotated datasets.

cross-domain few-shot learning

Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals

1 code implementation1 Mar 2023 Susu Sun, Stefano Woerner, Andreas Maier, Lisa M. Koch, Christian F. Baumgartner

Furthermore, as we show in this paper, current explanation techniques do not perform adequately in the multi-label scenario, in which multiple medical findings may co-occur in a single image.

Classification Clinical Knowledge +1

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