English
 
Help Privacy Policy Disclaimer
  Advanced SearchBrowse

Item

ITEM ACTIONSEXPORT
Add to Basket
 DetailsSummary
  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

 

show all hide all

Basic

show hide
Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-B72E-C Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-B72F-A
Genre: Conference Paper

Files

show Files

Locators

show

Creators

show
hide
 Creators:
Burger, HC1, Author           
Schuler, CJ1, Author           
Harmeling, S1, Author           
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              

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: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: ISBN: 978-1-4673-1226-4
URI: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=arnumber=6247952
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: -