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Dynamic optimal transport with mixed boundary condition for color image processing

机译:彩色图像处理混合边界条件的动态最优传输

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Recently, Papadakis et al. [11] proposed an efficient primal-dual algorithm for solving the dynamic optimal transport problem with quadratic ground cost and measures having densities with respect to the Lebesgue measure. It is based on the fluid mechanics formulation by Benamou and Brenier [1] and proximal splitting schemes. In this paper we extend the framework to color image processing. We show how the transportation problem for RGB color images can be tackled by prescribing periodic boundary conditions in the color dimension. This requires the solution of a 4D Poisson equation with mixed Neumann and periodic boundary conditions in each iteration step of the algorithm. This 4D Poisson equation can be efficiently handled by fast Fourier and Cosine transforms. Furthermore, we sketch how the same idea can be used in a modified way to transport periodic 1D data such as the histogram of cyclic hue components of images. We discuss the existence and uniqueness of a minimizer of the associated energy functional. Numerical examples illustrate the meaningfulness of our approach.
机译:最近,Papadakis等人。 [11]提出了一种有效的原始 - 双重算法,用于解决具有二次地基成本的动态最佳运输问题,以及对Lebesgue测量的密度具有措施。它基于Benamou和Brenier [1]和近端分裂方案的流体力学制剂。在本文中,我们将框架扩展到彩色图像处理。我们展示了如何通过在颜色尺寸中规定周期性边界条件来解决RGB彩色图像的运输问题。这需要在算法的每次迭代步骤中解决与混合Neumann和周期边界条件的4D泊松方程。这4D泊松方程可以通过快速傅里叶和余弦变换有效地处理。此外,我们描绘了如何以修改的方式使用相同的想法来传输周期性的1D数据,例如图像的循环色调组件的直方图。我们讨论了相关能源功能的最小化器的存在性和唯一性。数值例子说明了我们方法的有意义。

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