DocumentCode
1127141
Title
A Variational Approach to Degraded Document Enhancement
Author
Moghaddam, Reza Farrahi ; Cheriet, Mohamed
Author_Institution
Synchromedia Lab. for Multimedia Commun. in Telepresence, Ecole de Technol. Super., Montreal, QC, Canada
Volume
32
Issue
8
fYear
2010
Firstpage
1347
Lastpage
1361
Abstract
The goal of this paper is to correct bleed-through in degraded documents using a variational approach. The variational model is adapted using an estimated background according to the availability of the verso side of the document image. Furthermore, for the latter case, a more advanced model based on a global control, the flow field, is introduced. The solution of each resulting model is obtained using wavelet shrinkage or a time-stepping scheme, depending on the complexity and nonlinearity of the models. When both sides of the document are available, the proposed model uses the reverse diffusion process for the enhancement of double-sided document images. The results of experiments with real and synthesized samples are promising. The proposed model, which is robust with respect to noise and complex background, can also be applied to other fields of image processing.
Keywords
document image processing; image enhancement; wavelet transforms; degraded document enhancement; document image; image processing; variational approach; wavelet shrinkage; PDE-based image processing; Variational framework; bleed-through effect.; document enhancement;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.2009.141
Filename
5156506
Link To Document