Local and Global Intensity Information Integrated Geodesic Model for Image Segmentation

Ping Wang, K. Sun, Zhen Chen
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引用次数: 13

Abstract

In this paper, we propose a novel active contour model for image segmentation integrating the local and global intensity information into the geodesic model. A signed pressure forces function based on the statistical information of gray intensity is used to replace the edge stopping function in the traditional geodesic model. The minimization of the energy of contour is implemented by level set method with a binary level set function avoiding the problem of reinitializing the traditional level set function to a signed distance function. Experimental results show the proposed model can obtain improved segmentation result compared to related method. It can effectively prevent the boundary leakage while maintaining robustness against the initialization position.
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图像分割的局部和全局强度信息集成测地线模型
本文提出了一种将局部和全局强度信息融合到测地线模型中的图像分割活动轮廓模型。采用基于灰度统计信息的带符号压力函数代替传统测地线模型中的边缘停止函数。利用二值水平集函数的水平集方法实现轮廓能量的最小化,避免了将传统的水平集函数重新初始化为带符号距离函数的问题。实验结果表明,与相关方法相比,该模型可以获得更好的分割效果。它可以有效地防止边界泄漏,同时保持对初始化位置的鲁棒性。
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