PUMA
Istituto di Scienza e Tecnologie dell'Informazione     
Tonazzini A., Salerno E., Mochi M., Bedini L. Bleed-through removal from degraded documents using a color decorrelation method. Published in: LNCS 3163 Link The document has been submitted to Conference: IAPR Workshop on Document Analysis Systems - University of Florence, Italy, September 8-10, 2004, Technical report, 2004.
 
 
Abstract
(English)
A color decorrelation strategy to improve the human or automatic readability of degraded documents is presented. The particular degradation that is considered here is bleed-through, that is, a pattern that interferes with the text to be read due to seeping of ink from the reverse side of the document. A simplified linear model for this degradation is introduced to permit the application of decorrelation techniques to the RGB components of the color data images, and to compare this strategy to the independent component analysis approach. Some examples from an extensive experimentation with real ancient documents are described, and the possibility to further improve the restoration performance by using hyperspectral/multispectral data is envisaged.
Subject Blind Source Separation
Independent Component Analysis
Principal Component Analysis
I.4 Image Processing and Computer Vision I.4.3 Enhancement
I.5 Pattern Recognition I.5.4 Applications: Text processing
I.7 Document and Text Processing I.7.7 Document Capture: Documentanalysis



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