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          Institute: MPI für biologische Kybernetik     Collection: Biologische Kybernetik     Display Documents



ID: 270011.0, MPI für biologische Kybernetik / Biologische Kybernetik
Product of Edgeperts
Authors:Gehler, P.V.; Welling, M.
Date of Publication (YYYY-MM-DD):2005-08
Title of Proceedings:Advances in Neural Information Processing System 18
Start Page:8
End Page:8
Physical Description:1
Audience:Not Specified
Intended Educational Use:No
Abstract / Description: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-of-the-art
denoising performance on benchmark images.
External Publication Status:published
Document Type:Conference-Paper
Communicated by:Holger Fischer
Affiliations:MPI für biologische Kybernetik/Empirical Inference (Dept. Schölkopf)
Identifiers:LOCALID:3531
URL:http://www.kyb.mpg.de/bs/people/pgehler/index.htm
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