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小波域中基于维纳滤波器的自适应调谐分段三次埃尔米特插值用于扫描电子显微镜图像

Adaptive tuning piecewise cubic Hermite interpolation with Wiener filter in wavelet domain for scanning electron microscope images.

作者信息

Yeap Zhi Xuan, Sim Kok Swee, Tso Chih Ping

机构信息

Multimedia University, Melaka, Malaysia.

出版信息

Microsc Res Tech. 2019 Apr;82(4):402-414. doi: 10.1002/jemt.23181. Epub 2018 Dec 21.

Abstract

Image processing is introduced to remove or reduce the noise and unwanted signal that deteriorate the quality of an image. Here, a single level two-dimensional wavelet transform is applied to the image in order to obtain the wavelet transform sub-band signal of an image. An estimation technique to predict the noise variance in an image is proposed, which is then fed into a Wiener filter to filter away the noise from the sub-band of the image. The proposed filter is called adaptive tuning piecewise cubic Hermite interpolation with Wiener filter in the wavelet domain. The performance of this filter is compared with four existing filters: median filter, Gaussian smoothing filter, two level wavelet transform with Wiener filter and adaptive noise Wiener filter. Based on the results, the adaptive tuning piecewise cubic Hermite interpolation with Wiener filter in wavelet domain has better performance than the other four methods.

摘要

引入图像处理技术来去除或减少降低图像质量的噪声和不需要的信号。在此,对图像应用单级二维小波变换,以获得图像的小波变换子带信号。提出了一种估计图像中噪声方差的技术,然后将其输入维纳滤波器,以滤除图像子带中的噪声。所提出的滤波器称为小波域中带维纳滤波器的自适应调谐分段三次埃尔米特插值。将该滤波器的性能与四种现有滤波器进行比较:中值滤波器、高斯平滑滤波器、带维纳滤波器的两级小波变换和自适应噪声维纳滤波器。基于结果,小波域中带维纳滤波器的自适应调谐分段三次埃尔米特插值比其他四种方法具有更好的性能。

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