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🌟 Github | 📄 Paper Link

CuriaBench; Benchmark for the paper Curia: A Multi-Modal Foundation Model for Radiology

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Usage

This repo contains evaluation datasets fro mthe Curia paper https://arxiv.org/abs/2509.06830.

You can run the curia evaluation pipeline using our github repo at https://github.com/raidium-med/curia.

The Curia-B model is available on huggingface: https://huggingface.co/raidium/curia

Acknowledgments

The benchmark has been built from the following public datasets:

• CT Organ Recognition — TotalSegmentator (CT) — Wasserthal et al., Nat. Commun., 2023. https://github.com/wasserth/TotalSegmentator
• MRI Organ Recognition — TotalSegmentator MRI — D’Antonoli et al., arXiv:2405.19492, 2024. https://arxiv.org/abs/2405.19492
• Cross-Modality Organ Recognition — TotalSegmentator CT & MRI — Wasserthal et al., Nat. Commun., 2023. https://github.com/wasserth/TotalSegmentator
• Neuroimaging Age Estimation — IXI Dataset — Brain Development Project. https://brain-development.org/ixi-dataset/
• Lung Nodule Malignancy — LUNA16 — Setio et al., Med. Image Anal., 2017. https://luna16.grand-challenge.org/
• Kidney Lesion Malignancy — KiTS23 — Heller et al., arXiv:2307.01984, 2023. https://kits-challenge.org/
• Tumor Localisation — DeepLesion — Yan et al., J. Med. Imaging, 2018. https://nihcc.app.box.com/v/DeepLesion
• ACL Tear — KneeMRI dataset — Štajduhar et al., Comput. Methods Programs Biomed., 2017. https://zenodo.org/records/14789903
• Myocardial Infarction — EMIDEC — MICCAI 2020 Challenge. https://emidec.com/
• Stroke — ATLAS v2.0 — Liew et al., Front. Neuroinform., 2022. https://fcon_1000.projects.nitrc.org/indi/retro/atlas.html
• Alzheimer’s Disease — OASIS-1 — Marcus et al., J. Cogn. Neurosci., 2007. https://www.oasis-brains.org/
• Pulmonary Infections — COVIDx CT — Gunraj et al., Front. Med., 2021. https://github.com/haydengunraj/COVIDNet-CT/blob/master/docs/dataset.md

Cite our paper

@article{dancette2025curia,
  title={Curia: A Multi-Modal Foundation Model for Radiology},
  author={Dancette, Corentin and Khlaut, Julien and Saporta, Antoine and Philippe, Helene and Ferreres, Elodie and Callard, Baptiste and Danielou, Th{\'e}o and Alberge, L{\'e}o and Machado, L{\'e}o and Tordjman, Daniel and others},
  journal={arXiv preprint arXiv:2509.06830},
  year={2025}
}