16 citations · 25 across the 9 of their papers we have counts for
3 papers · 1 filter
Look What the Probes Dragged In! Real-World Chest X-ray Shortcuts in MedCLIP
Nikolette Pedersen, Regitze Sydendal, Veronika Cheplygina +1
Vision-language models, such as contrastive language-image pre-training (CLIP)-based approaches, have reached state-of-the-art (SOTA) results in medical artificial intelligence. Ho…
Robustness of transferability estimation metrics for medical imaging
Niclas Claßen, Théo Sourget, Dovile Juodelyte +2
In transfer learning, the choice of source model largely influences the performance on a target dataset. Still, selecting a fitting source remains a challenging task, especially in…
Dataset Diversity Metrics and Impact on Classification Models
Théo Sourget, Niclas Claßen, Jack Junchi Xu +2
The diversity of training datasets is usually perceived as an important aspect to obtain a robust model. However, the definition of diversity is often not defined or differs across…