Dilated Convolutional Neural Networks for Cardiovascular MR Segmentation in Congenital Heart Disease

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• 关键词：Deep learning ; Dilated convolutional neural networks ; Medical image segmentation ; Cardiovascular MR ; Congenital heart disease
• 刊名：Lecture Notes in Computer Science
• 出版年：2017
• 出版时间：2017
• 年：2017
• 卷：10129
• 期：1
• 页码：95-102
• 丛书名：Reconstruction, Segmentation, and Analysis of Medical Images
• ISBN：978-3-319-52280-7
• 卷排序：10129

文摘

We propose an automatic method using dilated convolutional neural networks (CNNs) for segmentation of the myocardium and blood pool in cardiovascular MR (CMR) of patients with congenital heart disease (CHD).