Publications

This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.

Search for Publication


Year(s) from:  to 
Author:
Keywords (separated by spaces):

Product of Edge-Perts

Peter Gehler and Max Welling
Advances in Neural Information Processing Systems 18
2005

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.


Download in pdf format
@InProceedings{eth_biwi_00655,
  author = {Peter Gehler and Max Welling},
  title = {Product of Edge-Perts},
  booktitle = {Advances in Neural Information Processing Systems 18},
  year = {2005},
  pages = {419-426},
  keywords = {}
}