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
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;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.310