DocumentCode
3705955
Title
Restoration of ancient colored documents foreground/background separation
Author
Amal Ghomrassi;Mohamed Aymen Charrada;Najoua Essoukri Ben Amara
Author_Institution
Advanced System in Electrical Engineering research unit (SAGE), National Engineering School of Sousse, University of Sousse, Sousse, Tunisia
fYear
2015
fDate
3/1/2015 12:00:00 AM
Firstpage
1
Lastpage
6
Abstract
In this paper, we propose a new approach for foreground/background separation to restore degraded ancient documents suffering from recto/verso transparency. This approach is used to process single-sided documents and proceeds in three steps: The first step aims to separate between the background and foreground of the image by a contrast enhancement using gamma correction and histogram stretching. The second step consists in separating the final foreground and the remaining noised pixels. This step is based on the pixel-level characterization of the initial foreground followed by a Principal Component Analysis. Then, the results are ameliorated using a Fuzzy C-Means classification with two classes followed by a maximum likelihood algorithm to refine the results and to correct the misclassified pixels. Finally, the third step allows the reconstruction of the final restored image using the obtained foreground and background. The new approach presents the advantage of the accuracy of its results.
Keywords
"Image restoration","Degradation","Image color analysis","Principal component analysis","Algorithm design and analysis","Blind source separation","Histograms"
Publisher
ieee
Conference_Titel
Systems, Signals & Devices (SSD), 2015 12th International Multi-Conference on
Type
conf
DOI
10.1109/SSD.2015.7348120
Filename
7348120
Link To Document