2 papers
cs.CV2025
Minimum Data, Maximum Impact: 20 annotated samples for explainable lung nodule classification
Luisa Gallée, Catharina Silvia Lisson, Christoph Gerhard Lisson +5
Classification models that provide human-interpretable explanations enhance clinicians' trust and usability in medical image diagnosis. One research focus is the integration and pr…
cs.CV2025
Hierarchical Vision Transformer with Prototypes for Interpretable Medical Image Classification
Luisa Gallée, Catharina Silvia Lisson, Meinrad Beer +1
Explainability is a highly demanded requirement for applications in high-risk areas such as medicine. Vision Transformers have mainly been limited to attention extraction to provid…