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篇名
Bayesian Level Set Methods for Textured Image Segmentation
作者 Yao-Tien Chen (Yao-Tien Chen)
英文摘要
A level set method based on the Bayesian risk is proposed for textured image segmentation. First, the textured image is converted into the graylevel image. Second, the Bayesian risk is formed by false-positive and false-negative fraction in a hypothesis test. Through minimizing the average risk of decision in favor of the hypotheses, the level set evolution functional is deduced for finding the boundaries of targets. Third, to prevent the propagating curves from generating excessively irregular shapes and lots of small regions, curvature and gradient of edges in the image are integrated into the functional. Finally, the Euler-Lagrange formula is used to find the iterative level set equation from the derived functional. Comparing with other level-set methods, the proposed approach relies on the optimum decision of pixel classification; thus the approach has more reliability in theory and practice. Experiments show that the proposed approach can accurately extract the complicated textured image; moreover, the algorithm is extendable for multiphase segmentation.
起訖頁 49-53
關鍵詞 textured imagelevel set methodBayesian riskhypothesis test
刊名 影像處理暨通訊期刊  
期數 200912 (1:1期)
出版單位 元培醫事科技大學行動科技應用系
該期刊-上一篇 Breast Tumor Registration and Reconstruction for Three-Dimensional Ultrasound
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