DocumentCode :
1632942
Title :
Page Rule-Line Removal Using Linear Subspaces in Monochromatic Handwritten Arabic Documents
Author :
Abd-Almageed, Wael ; Kumar, Jayant ; Doermann, David
Author_Institution :
Language & Media Process. Lab., Univ. of Maryland at Coll. Park, College Park, MD, USA
fYear :
2009
Firstpage :
768
Lastpage :
772
Abstract :
In this paper we present a novel method for removing page rule lines in monochromatic handwritten Arabic documents using subspace methods with minimal effect on the quality of the foreground text. We use moment and histogram properties to extract features that represent the characteristics of the underlying rule lines. A linear subspace is incrementally built to obtain a line model that can be used to identify rule line pixels. We also introduce a novel scheme for evaluating noise removal algorithms in general and we use it to assess the quality of our rule line removal algorithm. Experimental results presented on a data set of 50 Arabic documents, handwritten by different writers, demonstrate the effectiveness of the proposed method.
Keywords :
document image processing; feature extraction; handwritten character recognition; image denoising; method of moments; natural languages; statistical analysis; text analysis; feature extraction; foreground text quality; histogram property; linear subspace method; moment property; monochromatic handwritten Arabic document; noise removal algorithm; page rule-line removal; Educational institutions; Feature extraction; Handwriting recognition; Hidden Markov models; Laboratories; Optical character recognition software; Optical noise; Testing; Text analysis; Text recognition; Rule line; data description; subspace;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Document Analysis and Recognition, 2009. ICDAR '09. 10th International Conference on
Conference_Location :
Barcelona
ISSN :
1520-5363
Print_ISBN :
978-1-4244-4500-4
Electronic_ISBN :
1520-5363
Type :
conf
DOI :
10.1109/ICDAR.2009.276
Filename :
5277504
Link To Document :
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