Automatic left ventricle segmentation from cardiac magnetic resonance images using a capsule network.
JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY(2020)
摘要
The evaluation metrics of medical image segmentation indicate that the proposed method in combination with postprocessing and feature detection effectively improves segmentation accuracy for cardiac MRI. To the best of our knowledge, this study is the first to use a deep learning model based on capsule networks to systematically evaluate end-to-end LV segmentation.
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关键词
Deep learning,LV segmentation,capsule network,cardiac magnetic resonance imaging (CMRI)
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