基于多尺度各向异性Kuwahara滤波的图像和视频提取

J. Kyprianidis
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引用次数: 40

摘要

各向异性Kuwahara滤波器是一种边缘保持滤波器,对于从图像或视频中创建风格化抽象特别有用。它是基于Kuwahara滤波器的推广,适应图像特征的局部结构。本文讨论了各向异性Kuwahara滤波器的两个局限性。首先,通过在扇区加权项计算中加入阈值,可以避免伪影,并在噪声破坏区域获得平滑结果。其次,提出了一种多尺度计算方案,在低通滤波金字塔上同时传播局部方向估计和滤波结果。这允许一个强大的抽象效果,并避免在大的低对比度区域的伪影。传播由计算过程中产生的局部方差和各向异性控制,没有额外的开销,从而形成了一个特别适合GPU实时处理的高效方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Image and video abstraction by multi-scale anisotropic Kuwahara filtering
The anisotropic Kuwahara filter is an edge-preserving filter that is especially useful for creating stylized abstractions from images or videos. It is based on a generalization of the Kuwahara filter that is adapted to the local structure of image features. In this work, two limitations of the anisotropic Kuwahara filter are addressed. First, it is shown that by adding thresholding to the weighting term computation of the sectors, artifacts are avoided and smooth results in noise-corrupted regions are achieved. Second, a multi-scale computation scheme is proposed that simultaneously propagates local orientation estimates and filtering results up a low-pass filtered pyramid. This allows for a strong abstraction effect and avoids artifacts in large low-contrast regions. The propagation is controlled by the local variances and anisotropies that are derived during the computation without extra overhead, resulting in a highly efficient scheme that is particularly suitable for real-time processing on a GPU.
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