H. Mandeville

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.