2 papers
eess.IV2026
Dataset Collections: Challenges of Large-Scale Data Aggregation in 3D Medical Image Datasets
Yannick Kirchhoff, Saikat Roy, Elisa Stegmeier +30
The development of deep learning-based medical AI depends on high-quality annotated data. Yet, dataset creation remains constrained by the need for expert radiologist annotations,…
cs.CV2026
nnFoundation: 3D Foundation Models for Radiology
Constantin Ulrich Harsy, Tassilo Wald, Karol Gotkowski +80
Radiological artificial intelligence has advanced rapidly, yet most systems remain narrowly task-specific, data-intensive, and fragile under domain shift. Foundation models promise…