图像金字塔生成中的非线性滤波器

I. Defée, Y. Neuvo
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引用次数: 5

摘要

研究了在图像金字塔生成中使用非线性边缘和细节保持中值滤波器的可能性。非线性插值滤波器应该更好地利用图像结构,并且可以期望原始图像与插值图像之间的差异具有低熵,因为图像信息将在很大程度上被去除。然而,还有许多其他因素会影响差分图像的熵,理论期望必须通过实验来验证。介绍了几种保细节中值型插值滤波器。这些过滤器以各种组合用于生成图像金字塔。测量了差分图像的熵,并与线性滤波器进行了比较。结果表明,非线性滤波器对各种类型的图像都有良好的处理效果,其结果与最佳线性滤波器接近。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonlinear filters in image pyramid generation
The possibility of using nonlinear edge- and detail-preserving median-type filters for image pyramid generation is investigated. Nonlinear interpolation filters should make better use of image structure and the differences between original and interpolated images can be expected to have low entropy as the image information will be removed from them to a high extent. However, there are many other factors which have impact on the entropy of the difference images and the theoretical expectations must be checked experimentally. Several types of detail-preserving median-type filters for interpolation are described. These filters are used in various combinations for the generation of image pyramids. Entropy of differential images is measured and compared to linear filters. The results show that the nonlinear filters perform well on various types of images and give results which are close to the best linear filters.<>
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