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Corentin Dancette

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Preprint Aug 2026

Curia-MAE: Multi-Modal Multi-Anatomy MAE Pre-Training for 3D Medical Image Segmentation

Radiology foundation models learn transferable representations that can be adapted to new tasks by training only small layers on top of a frozen encoder. Dense prediction tasks such as 3D segmentation are, however, underrepresented in their evaluation, and, with the encoder kept frozen, pre-trained models still fall sh...

Th'eo Danielou, A. Saporta, L. Alberge et al. · 0 citations
Preprint Sep 2026

RadMatch: Auditable Radiology Report Evaluation via Finding-Level Matching

RadMatch is the most clinically aligned metric, matching inter-radiologist agreement on ReXVal and more than doubling the best prior metric on the harder RadEvalExpert, and is designed to extend to other modalities and anatomies.

Charles Corbière, Léo Machado, Aubin Charley et al. · 1 citation

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