Author

K. Maier-Hein

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#artificial intelligence Preprint Sep 2026

Feature Space Guidance for Breast Cancer Classification in DCE-MRI

Dynamic contrast enhanced breast MRI (DCE-MRI) is a powerful clinical tool for breast cancer detection, providing high resolution anatomical detail together with rich temporal contrast information. However, high dimensional 4D inputs, small lesions, and heterogeneous acquisition protocols across clinical sites hinder r...

Benjamin Hamm, Y. Kirchhoff, Maximilian R. Rokuss et al. · 0 citations

Preprint Aug 2026

Resolution Meets Reduction: Efficient Visual Context for 3D Radiology Report Generation

At matched LLM token budgets, anatomy-guided region of interest cropping is the most consistent strategy, improving clinical macro F1 in 19 of 20 settings, and increasing input resolution further is strongly projector-dependent: the PerceiverResampler, paired with higher-resolution Curia features, yields the strongest...

Jonathan Suprijadi, Raphael Stock, Moritz Langenberg et al. · 1 citation