most citedMask the Unknown: Assessing Different Strategies to Handle Weak Annotations in the MICCAI2023 Mediastinal Lymph Node Quantification Challenge

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eess.IV2024★ 1 cited

MedEdit: Counterfactual Diffusion-based Image Editing on Brain MRI

Malek Ben Alaya, Daniel M. Lang, Benedikt Wiestler +2

Denoising diffusion probabilistic models enable high-fidelity image synthesis and editing. In biomedicine, these models facilitate counterfactual image editing, producing pairs of…

eess.IV2023

3D Masked Autoencoders with Application to Anomaly Detection in Non-Contrast Enhanced Breast MRI

Daniel M. Lang, Eli Schwartz, Cosmin I. Bercea +2

Self-supervised models allow (pre-)training on unlabeled data and therefore have the potential to overcome the need for large annotated cohorts. One leading self-supervised model i…