Title :
A contourlet-based method for writer identification
Author :
He, Zhenyu ; Tang, Yuan Yan ; You, Xinge
Author_Institution :
Dept. of Comput. Sci., Hong Kong Baptist Univ., China
Abstract :
Handwriting-based writer identification is a hot research topic in the field of pattern recognition. Typically, there are four modes of writer identification: on-line text-dependent, on-line text-independent, off-line text-dependent, off-line text-independent; and off-line text-independent is the most challenging problem among them because many valuable writing features are not available in this case, such as shape features, dynastic writing information and etc. In this paper, we focus on the text-independent writer identification based on off-line Chinese handwriting and present a new contourlet-based GGD (Generalized Gaussian Density) method. This novel method achieves a good experiment result in our experiments.
Keywords :
Gaussian processes; handwriting recognition; handwritten character recognition; Chinese handwriting; contourlet based generalized Gaussian density; dynastic writing information; handwriting-based writer identification; pattern recognition; shape feature; text-dependent writer identification; text-independent writer identification; writing feature; Computer science; Fabrics; Feature extraction; Helium; Humans; Mathematics; Pattern recognition; Shape; Transducers; Writing; Gabor; Generalized Gaussian Density; Writer identification; contourlet; wavelet;
Conference_Titel :
Systems, Man and Cybernetics, 2005 IEEE International Conference on
Print_ISBN :
0-7803-9298-1
DOI :
10.1109/ICSMC.2005.1571173