IIR双边滤波器的复系数表示

Norishige Fukushima, Kenjiro Sugimoto, S. Kamata
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引用次数: 6

摘要

在本文中,我们提出了一种无限脉冲响应(IIR)复系数滤波,用于基于欧几里得距离的滤波,例如双边滤波。递归滤波是保边滤波中最有效的一种滤波方法。递归双边滤波和域变换滤波都属于这种类型。这些过滤器通过测地线距离测量像素强度之间的差异。此外,这些过滤器不具有可分离性。相位使滤波器对噪声敏感。双边过滤不存在这些问题,但比较耗时。本文提出了一种复指数函数的保边滤波方法。将这些IIR滤波的结果叠加到FIR滤波中,其中包括双边滤波。对于双边滤波,提高余弦函数用于有效逼近。实验结果表明,该滤波器具有较好的逼近性和较低的计算量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Complex coefficient representation for IIR bilateral filter
In this paper, we propose an infinite impulse response (IIR) filtering with complex coefficients for Euclid distance based filtering, e.g. bilateral filtering. Recursive filtering of edge-preserving filtering is the most efficient filtering. Recursive bilateral filtering and domain transform filtering belong to this type. These filters measure the difference between pixel intensities by geodesic distance. Also, these filters do not have separability. The aspects make the filter sensitive to noises. Bilateral filtering does not have these issues, but it is time-consuming. In this paper, edge-preserving filtering with the complex exponential function is proposed. The resulting stack of these IIR filtering is merged to approximated edge-preserving in FIR filtering, which includes bilateral filtering. For bilateral filtering, a raised-cosine function is used for efficient approximation. The experimental results show that the proposed filter, named IIR bilateral filter, approximates well and the computational cost is low.
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