A discrete universal denoiser and its application to binary images

@inproceedings{Ordentlich2003ADU,
  title={A discrete universal denoiser and its application to binary images},
  author={Erik Ordentlich and Gadiel Seroussi and Sergio Verd{\'u} and Marcelo J. Weinberger and Tsachy Weissman},
  booktitle={ICIP},
  year={2003}
}
In a recent work [1], the authors introduced a discrete universal denoiser(DUDE) for recovering a signal with finite-valued components corrupted by finite-valued, uncorrelated noise. The DUDE is asymptotically optimal and universal, in the sense of asymptotically achieving, without access to any information on the statistics of the clean signal, the same performance as the best denoiser that does have access to such information. It is also practical, and can be implemented in low complexity. In… CONTINUE READING
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