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Toward properties of twice-universality in denoising | IEEE Conference Publication | IEEE Xplore

Toward properties of twice-universality in denoising


Abstract:

We propose a new sequence of universal denoisers motivated by the goal of extending the notion of twice-universality from universal data compression theory to the sliding...Show More

Abstract:

We propose a new sequence of universal denoisers motivated by the goal of extending the notion of twice-universality from universal data compression theory to the sliding window denoising setting. Given a sequence length n and a denoiser, we define the twice-universality penalty of the denoiser as the worst case excess expected denoising loss relative to sliding window denoisers with window length k above and beyond the worst case excess loss of DUDE with parameter k. Given a sequence of window parameters kn, increasing in n sufficiently fast, we use loss estimators to construct a sequence of denoisers that achieves a much smaller twice-universality penalty for k <; kn than the sequence of DUDEs with parameter kn.
Date of Conference: 13-18 June 2010
Date Added to IEEE Xplore: 23 July 2010
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Conference Location: Austin, TX, USA

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