2.5D and 3D segmentation of brain metastases with deep learning on multinational MRI data.

Jon André Ottesen,Darvin Yi,Elizabeth Tong,Michael Iv,Anna Latysheva,Cathrine Saxhaug,Kari Dolven Jacobsen,Åslaug Helland,Kyrre Eeg Emblem,Daniel L Rubin,Atle Bjørnerud,Greg Zaharchuk,Endre Grøvik

Frontiers in neuroinformatics（2022）

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摘要

Our results show that deep learning can yield highly accurate segmentations of brain metastases with few false positives in multinational data, but the accuracy degrades for metastases with an area smaller than 0.4 cm.

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关键词

2.5D,3D,MRI,brain metastases,deep learning,segmentation

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