Automatic Heart and Vessel Segmentation Using Random Forests and a Local Phase Guided Level Set Method

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• 关键词：Image segmentation ; Level set ; Coherent propagation ; Local phase analysis ; Shape model
• 刊名：Lecture Notes in Computer Science
• 出版年：2017
• 出版时间：2017
• 年：2017
• 卷：10129
• 期：1
• 页码：159-164
• 丛书名：Reconstruction, Segmentation, and Analysis of Medical Images
• ISBN：978-3-319-52280-7
• 卷排序：10129

文摘

In this report, a novel automatic heart and vessel segmentation method is proposed. The heart segmentation pipeline consists of three major steps: heart localization using landmark detection, heart isolation using statistical shape model and myocardium segmentation using learning based voxel classification and local phase analysis. In our preliminary test, the proposed method achieved encouraging results.