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Author

M. Shen

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Aug 2026

Performance of deep learning auto-segmentation models for cardiac substructures in paediatric proton beam therapy

Both automated and manual segmentation models performed adequately for the whole heart, but led to suboptimal results for cardiac substructures, poorer than what is observed in reports of auto segmentation in adult patients, emphasises the need for deep learning models specifically trained on paediatric data.

L. Goyal, R. Bell, K. Banfill et al. · 0 citations
Preprint Aug 2026

Anatomically Consistent Cross-Contrast Super-Resolution of Anisotropic Brain T2w MRI

VIPP-SR (View-Independent Patched Projection Super-Resolution), a cross-contrast guided super-resolution framework that restores the inter-plane resolution of an existing anisotropic T2w volume without an isotropic ground-truth T2w, is proposed.

M. Shen, Haicheng Wang, Meghna Trivedi et al. · 0 citations

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