Unsupervised Segmentation Framework with Active Contour Models for Cine Cardiac MRI

2021 IEEE International Conference on Image Processing (ICIP)(2021)

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摘要
Deep learning methods have made remarkable progress in medical image segmentation tasks, but these methods require enough labeled data, which tends to be difficult for medical tasks. To tack this issue, we propose an unsupervised segmentation framework by combining deep learning networks with the active contour model. We design an iterative loop process that the network can be trained with outputs...
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关键词
Deep learning,Training,Image segmentation,Annotations,Magnetic resonance imaging,Predictive models,Iterative methods
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