Label propagation through edge-preserving filters

Richard Rzeszutek, D. Androutsos
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引用次数: 4

Abstract

In this paper we investigate methods for propagating automatically generated or user-defined labels through an image using edge-preserving filters. We focus on the domain transform filter as it has been used for propagation purposes in the past. The method we present addresses some of the numerical issues that arise with using the filter directly and also improve on the results by better respecting the underlying image structure during the label propagation. Finally we also demonstrate how a filter-based approach is preferable to using global optimization for interpolating automatically generated sparse features.
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标签传播通过边缘保持滤波器
在本文中,我们研究了使用边缘保持滤波器通过图像传播自动生成或用户自定义标签的方法。我们关注域变换滤波器,因为它在过去被用于传播目的。我们提出的方法解决了直接使用滤波器时出现的一些数值问题,并且通过在标签传播过程中更好地尊重底层图像结构来改进结果。最后,我们还演示了基于过滤器的方法如何优于使用全局优化来插值自动生成的稀疏特征。
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