4 papers
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…
FastSurfer-CC: A robust, accurate, and comprehensive framework for corpus callosum morphometry
Clemens Pollak, Kersten Diers, Santiago Estrada +2
The corpus callosum, the largest commissural structure in the human brain, is a central focus in research on aging and neurological diseases. It is also a critical target for inter…
Regression is all you need for medical image translation
Sebastian Rassmann, David Kügler, Christian Ewert +1
While Generative Adversarial Nets (GANs) and Diffusion Models (DMs) have achieved impressive results in natural image synthesis, their core strengths - creativity and realism - can…
VINNA for Neonates -- Orientation Independence through Latent Augmentations
Leonie Henschel, David Kügler, Lilla Zöllei +1
Fast and accurate segmentation of neonatal brain images is highly desired to better understand and detect changes during development and disease. Yet, the limited availability of g…