External Validation and Retraining of DeepBleed: The First Open-Source 3D Deep Learning Network for the Segmentation of Spontaneous Intracerebral and Intraventricular Hemorrhage.

Haoyin Cao,Andrea Morotti,Federico Mazzacane,Dmitriy Desser,Frieder Schlunk, Christopher Güttler,Helge Kniep,Tobias Penzkofer,Jens Fiehler,Uta Hanning,Andrea Dell'Orco,Jawed Nawabi

Journal of clinical medicine（2023）

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摘要

The model demonstrated good generalization in an external validation cohort. Location-specific variances improved significantly after retraining. External validation and retraining are important steps to consider before applying deep learning models in new clinical settings.

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关键词

intracerebral hemorrhage, automated segmentation, deep learning, multicenter, external validation

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