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Video denoising algorithm based on improved dual-domain filtering and 3D block matching

机译:基于改进的双域滤波和3D块匹配的视频降噪算法

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This study introduces an algorithm for video denoising based on improved dual-domain filtering and 3D block matching. The wavelet thresholding based on 3D block matching is introduced to make full use of the correlation of video sequence in order to apply dual-domain filtering to the video. A layered approach is used that attempts denoising in both a base layer and a detail layer. The result of wavelet thresholding based on 3D block matching is used as a guide image to make the base layer smoother. Shrinkage of short-time Fourier transform coefficients further decreases the noise in the detail layer. Experimental results show that the authors' algorithm generates a better base layer and detail layer than the traditional dual-domain filtering algorithms. The subjective and objective comparisons of different algorithms also prove that the proposed algorithm performs better for video denoising.
机译:本研究介绍了一种基于改进的双域滤波和3D块匹配的视频降噪算法。引入基于3D块匹配的小波阈值处理,以充分利用视频序列的相关性,以便对视频应用双域滤波。使用了一种分层方法,该方法尝试在基础层和细节层中都进行降噪。基于3D块匹配的小波阈值化结果用作指导图像,以使基础层更平滑。短时傅立叶变换系数的减小进一步降低了细节层中的噪声。实验结果表明,与传统的双域过滤算法相比,作者的算法产生了更好的基础层和细节层。不同算法的主观和客观比较也证明了该算法在视频去噪方面表现更好。

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