Using deep learning convolutional neural networks to automatically perform cerebral aqueduct CSF flow analysis

Cheng-Hsien Tsou,Yun-Chung Cheng,Chin-Yin Huang,Jeon-Hor Chen,Wen-Hsien Chen,Jyh-Wen Chai,Clayton Chi-Chang Chen

Journal of Clinical Neuroscience（2021）

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摘要

•Convolutional neural networks can automatically measure aqueduct CSF flow accurately.•MultiResUNet had better performance than UNet for cerebral aqueduct segmentation.•Failed cases had very low aqueduct CSF flow or blood vessels close to the aqueduct.

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关键词

Deep learning,Cerebral aqueduct,Cerebrospinal fluid,Magnetic resonance imaging

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