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  Products of "Edge-perts"

Gehler, P. (2006). Products of "Edge-perts". Advances in Neural Information Processing Systems 18: Proceedings of the 2005 Conference, 419-426.

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 Creators:
Gehler, PV1, Author           
Weiss, Editor
Y., Editor
Schölkopf, B., Editor
Platt, J., Editor
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              

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 Abstract: Images represent an important and abundant source of data. Understanding their statistical structure has important applications such as image compression and restoration. In this paper we propose a particular kind of probabilistic model, dubbed the “products of edge-perts model” to describe the structure of wavelet transformed images. We develop a practical denoising algorithm based on a single edge-pert and show state-ofthe-art denoising performance on benchmark images.

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 Dates: 2006-05
 Publication Status: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: ISBN: 0-262-23253-7
URI: http://nips.cc/Conferences/2005/
BibTex Citekey: 5518
 Degree: -

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Title: Nineteenth Annual Conference on Neural Information Processing Systems (NIPS 2005)
Place of Event: Vancouver, BC, Canada
Start-/End Date: -

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Title: Advances in Neural Information Processing Systems 18: Proceedings of the 2005 Conference
Source Genre: Journal
 Creator(s):
Affiliations:
Publ. Info: Cambridge, MA, USA : MIT Press
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 419 - 426 Identifier: -