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Efficient Denoising of Piecewise-Smooth Signals with Forward-Backward FIR Smoothers

机译:使用前后FIR平滑器对分段平滑信号进行高效去噪

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A forward-backward (FB) unbiased finite impulse response (UFIR) smoothing algorithm is addressed to provide efficient denoising of piecewise-smooth signals with known or identifiable edge positions. Owing to the time-variant horizon, the algorithm unites advantages of linear structures with robustness of nonlinear ones. The FB UFIR smoother proposed has been examined in Gaussian and heavy-tailed noise environments and compared to the nonlinear myriad filter fitting the Cauchy statistics. Based upon, we show that the smoother is able to preserve edges without jitter and provide denoising with sufficient robustness against outliers.
机译:解决了前向(FB)无偏有限冲激响应(UFIR)平滑算法,可对边缘位置已知或可识别的分段平滑信号进行有效降噪。由于时变的视野,该算法将线性结构的优点与非线性结构的鲁棒性结合在一起。提出的FB UFIR平滑器已在高斯和重尾噪声环境中进行了检查,并与拟合柯西统计的非线性无数滤波器进行了比较。基于此,我们证明了平滑器能够保留边缘而不会产生抖动,并且能够提供对异常值足够的鲁棒性去噪。

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