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Artistic edge and corner enhancing smoothing

机译:艺术性的边缘和角落增强冰沙

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摘要

Two important visual properties of paintings and painting-like images are the absence of texture details and the increased sharpness of edges as compared to photographic images. Painting-like artistic effects can be achieved from photographic images by filters that smooth out texture details, while preserving or enhancing edges and corners. However, not all edge preserving smoothers are suitable for this purpose. We present a simple nonlinear local operator that generalizes both the well known Kuwahara filter and the more general class of filters known in the literature as “criterion and value filter structure.” This class of operators suffers from intrinsic theoretical limitations which give rise to a dramatic instability in presence of noise, especially on shadowed areas. Such limitations are discussed in the paper and overcome by the proposed operator. A large variety of experimental results shows that the output of the proposed operator is visually similar to a painting. Comparisons with existing techniques on a large set of natural images highlight conditions on which traditional edge preserving smoothers fail, whereas our approach produces good results. In particular, unlike many other well established approaches, the proposed operator is robust to degradations of the input image such as blurring and noise contamination.
机译:与摄影图像相比,绘画和类似绘画的图像的两个重要视觉属性是缺少纹理细节和边缘清晰度的提高。可以通过平滑纹理细节的滤镜从摄影图像中获得绘画般的艺术效果,同时保留或增强边缘和角落。但是,并非所有的边缘保持平滑器都适合于此目的。我们提供了一个简单的非线性局部算子,该算子将著名的Kuwahara滤波器和文献中称为“标准和值滤波器结构”的更通用的滤波器归类。这类操作员受到固有的理论限制,在存在噪声的情况下,特别是在阴影区域,会引起极大的不稳定。这种局限性在本文中进行了讨论,并被建议的运营商克服。大量的实验结果表明,提出的算子的输出在视觉上类似于绘画。与大量自然图像上的现有技术进行比较可以突出显示传统的边缘保留平滑器无法满足的条件,而我们的方法可以产生良好的效果。特别是,与许多其他公认的方法不同,所提出的算子对于输入图像的降级(例如模糊和噪声污染)具有鲁棒性。

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