DocumentCode
2501788
Title
An Efficient Method for Offline Text Independent Writer Identification
Author
Ghiasi, Golnaz ; Safabakhsh, Reza
Author_Institution
Comput. Eng. & Inf. Technol. Dept., Amirkabir Univ. of Technol., Tehran, Iran
fYear
2010
fDate
23-26 Aug. 2010
Firstpage
1245
Lastpage
1248
Abstract
This paper proposes, an efficient method for text independent writer identification using a codebook. The occurrence histogram of the shapes in the codebook is used to create a feature vector for the handwriting. There is a wide variety of different shapes in the connected components obtained from handwriting. Small fragments of connected components should be used to avoid complex patterns. A new and more efficient method is introduced for this purpose. To evaluate the methods, writer identification is conducted on three varieties of a Farsi database. These varieties include texts of short, medium and large lengths. Experimental results show the efficiency of the method especially for short texts.
Keywords
handwriting recognition; text analysis; visual databases; Farsi database; codebook; offline text independent writer identification; Databases; Feature extraction; Hidden Markov models; Histograms; Shape; Text analysis; Training; Farsi; codebook; handwriting; writer identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location
Istanbul
ISSN
1051-4651
Print_ISBN
978-1-4244-7542-1
Type
conf
DOI
10.1109/ICPR.2010.310
Filename
5597137
Link To Document