改进的向量值allen-cahn相场模型的数值方法及其在多相图像分割中的应用

IF 0.3 Q4 MATHEMATICS, APPLIED
H. Lee, June-Yub Lee
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引用次数: 2

摘要

本文提出了一种利用多相场模型进行多相图像分割的有效数值方法。该方法将向量值Allen- Cahn相场方程与包含规定界面宽度和保真度常数的初始数据拟合项相结合。利用近年来发展的混合算子分裂方法,对向量值Allen-Cahn相场方程进行了有效的数值求解。将改进的向量值Allen-Cahn方程分解为一个非线性方程和一个带源项的线性扩散方程。采用隐式格式对线性扩散方程进行离散化,得到的隐式离散方程组采用多重网格法求解。该非线性方程的半解析解为闭解。并通过显式处理线性扩散方程的源项,解耦求解改进的向量值Allen-Cahn方程。通过解耦控制方程,可以加快多阶段分割过程。我们对多相图像分割进行了一些有特色的数值实验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A NUMERICAL METHOD FOR THE MODIFIED VECTOR-VALUED ALLEN–CAHN PHASE-FIELD MODEL AND ITS APPLICATION TO MULTIPHASE IMAGE SEGMENTATION
In this paper, we present an efficient numerical method for multiphase image segmentation using a multiphase-field model. The method combines the vector-valued Allen- Cahn phase-field equation with initial data fitting terms containing prescribed interface width and fidelity constants. An efficient numerical solution is achieved using the recently developed hybrid operator splitting method for the vector-valued Allen-Cahn phase-field equation. We split the modified vector-valued Allen-Cahn equation into a nonlinear equation and a linear diffusion equation with a source term. The linear diffusion equation is discretized using an implicit scheme and the resulting implicit discrete system of equations is solved by a multigrid method. The nonlinear equation is solved semi-analytically using a closed-form solution. And by treating the source term of the linear diffusion equation explicitly, we solve the modified vector-valued Allen-Cahn equation in a decoupled way. By decoupling the governing equation, we can speed up the segmentation process with multiple phases. We perform some characteristic numerical experiments for multiphase image segmentation.
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