Incremental retraining, clinical implementation, and acceptance rate of deep learning auto-segmentation for male pelvis in a multiuser environment.

Jingwei Duan,Carlos E Vargas,Nathan Y Yu,Brady S Laughlin,Diego Santos Toesca,Sameer Keole,Jean Claude M Rwigema,William W Wong,Steven E Schild,Xue Feng,Quan Chen,Yi Rong

Medical physics（2023）

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摘要

The commercial DLAS software with the incremental retraining function was validated and clinically adopted for prostate patients in a multi-user environment. AI-based auto-delineation of the prostate and OARs is shown to achieve improved physician acceptance, overall clinical utility, and accuracy.

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关键词

deep learning auto-segmentation,inter-observer contour variation,prostate radiotherapy

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