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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Jean-Claude Nunes

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2 papers indexed here

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Preprint Sep 2026

TotalSynth: Robust Whole-Body Synthetic CT from MRI and CBCT

Purpose: To develop and evaluate TotalSynth, a reusable pretrained framework for whole-body synthetic CT (sCT) generation from MRI and cone-beam CT (CBCT) images. Materials and Methods: In this retrospective technical study, the dataset was assembled between 2020 and 2026 from SynthRAD challenge data, four prostate coh...

Valentin Boussot, C. Hémon, Anaïs Barateau et al. · 0 citations
Preprint Sep 2026

When Misalignment Becomes Supervision: Structured Label Noise in Supervised Synthetic CT Generation

Supervised synthetic CT (sCT) generation is commonly trained and evaluated as voxel-wise regression against registered reference CT images. In practice, MRI-CT and CBCT-CT pairs are aligned through registration procedures that leave residual misalignments. These residuals are not independent intensity noise but spatial...

Valentin Boussot, C. Hémon, C. Lafond et al. · 0 citations

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