Products of "Edge-perts"

Gehler, PV; Welling, M

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Products of "Edge-perts"

Gehler, P., & Welling, M. (2006). Products of "Edge-perts". In Y. Weiss, B. Schölkopf, & J. Platt (Eds.), Advances in Neural Information Processing Systems 18: Proceedings of the 2005 Conference (pp. 419-426). Cambridge, MA, USA: MIT Press.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-D1EB-0 Version Permalink: https://hdl.handle.net/21.11116/0000-0004-9C00-C

Genre: Conference Paper

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https://papers.nips.cc/paper/2797-products-of-edge-perts.pdf (Publisher version) Open Access status unknown

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Creators:
Gehler, PV^{1, 2}, Author
Welling, M, Author

Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794

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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: Date issued: 2006-05

Publication Status: Issued

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Identifiers: BibTex Citekey: 5518

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Title: Nineteenth Annual Conference on Neural Information Processing Systems (NIPS 2005)

Place of Event: Vancouver, BC, Canada

Start-/End Date: 2005-12-05 - 2005-12-08

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Title: Advances in Neural Information Processing Systems 18: Proceedings of the 2005 Conference

Source Genre: Proceedings

Creator(s):
Weiss, Y, Editor
Schölkopf, B¹, Editor
Platt, J, Editor

Affiliations:
1 Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497794

Publ. Info: Cambridge, MA, USA : MIT Press

Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 419 - 426 Identifier: ISBN: 0-262-23253-7