Development of a national deep learning-based auto-segmentation model for the heart on clinical delineations from the DBCG RT nation cohort.

Emma Riis Skarsø,Lasse Refsgaard,Abhilasha Saini,Ditte Sloth Møller,Ebbe Laugaard Lorenzen,Else Maae,Karen Andersen,Maja Vestmø Maraldo, Marie Louise Milo,Tine Bisballe Nyeng,Birgitte Vrou Offersen,Stine Sofia Korreman

Acta oncologica (Stockholm, Sweden)（2023）

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摘要

This study demonstrated a deep learning-based auto-segmentation model trained on curated clinical delineations which performs on par with a model trained on dedicated delineations, making it easier to develop multi-institutional auto-segmentation models.

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Deep learning-based auto-segmentation, clinical delineations, whole heart, breast cancer, radiotherapy

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