English
 
User Manual Privacy Policy Disclaimer Contact us
  Advanced SearchBrowse

Item

ITEM ACTIONSEXPORT
  Image denoising: Can plain Neural Networks compete with BM3D?

Burger, H., Schuler, C., & Harmeling, S. (2012). Image denoising: Can plain Neural Networks compete with BM3D? In 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012) (pp. 2392-2399). Piscataway, NJ, USA: IEEE.

Item is

Basic

show hide
Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-B72E-C Version Permalink: http://hdl.handle.net/21.11116/0000-0001-1A0B-7
Genre: Conference Paper

Files

show Files

Locators

show
hide
Description:
-

Creators

show
hide
 Creators:
Burger, HC1, Author              
Schuler, CJ1, Author              
Harmeling, S1, Author              
Affiliations:
1Dept. Empirical Inference, Max Planck Institute for Intelligent Systems, Max Planck Society, DE, ou_1497647              

Content

show
hide
Free keywords: -
 Abstract: Image denoising can be described as the problem of mapping from a noisy image to a noise-free image. The best currently available denoising methods approximate this mapping with cleverly engineered algorithms. In this work we attempt to learn this mapping directly with a plain multi layer perceptron (MLP) applied to image patches. While this has been done before, we will show that by training on large image databases we are able to compete with the current state-of-the-art image denoising methods. Furthermore, our approach is easily adapted to less extensively studied types of noise (by merely exchanging the training data), for which we achieve excellent results as well.

Details

show
hide
Language(s):
 Dates: 2012-06
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: DOI: 10.1109/CVPR.2012.6247952
BibTex Citekey: BurgerSH2012
 Degree: -

Event

show
hide
Title: 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012)
Place of Event: Providence, RI, USA
Start-/End Date: -

Legal Case

show

Project information

show

Source 1

show
hide
Title: 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012)
Source Genre: Proceedings
 Creator(s):
Affiliations:
Publ. Info: Piscataway, NJ, USA : IEEE
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 2392 - 2399 Identifier: ISBN: 978-1-4673-1226-4