Noise removal via Bayesian wavelet coring

E P Simoncelli and E H Adelson

Published in Proc 3rd IEEE Int'l Conf on Image Proc (ICIP), vol.I pp. 379--382, Sep 1996.
© IEEE Signal Processing Society

DOI: 10.1109/ICIP.1996.559512

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  • The classical solution to the noise removal problem is the Wiener filter, which utilizes the second-order statistics of the Fourier decomposition. Subband decompositions of natural images have significantly non-Gaussian higher-order point statistics; these statistics capture image properties that elude Fourier-based techniques. We develop a Bayesian estimator that is a natural extension of the Wiener solution, and that exploits these higher-order statistics. The resulting nonlinear estimator performs a ``coring'' operation. We provide a simple model for the subband statistics, and use it to develop a semi-blind noise-removal algorithm based on a steerable wavelet pyramid.

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  • Bayesian wavelet denoising: Simoncelli98e, Portilla03
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