Title :
On-line writer recognition for Thai based on velocity of barycenter of pen-point movement
Author :
Thumwarin, Pitak ; Matsuura, Takenobu
Author_Institution :
Dept. of Commun. Eng., Tokai Univ., Hiratsuka-shi, Japan
Abstract :
We propose an on-line writer recognition method for Thai based on velocity of barycenter of pen-point movement. The barycenter is determined from the center point of script and two adjacent pen-point positions with respect to time in handwriting process. In this paper, the Fourier coefficients or the velocity and trajectory of the barycenter are considered as the input and output of FIR (finite impulse response) system, respectively. In this case, the impulse response of the FIR system is interpreted as the feature of handwriting. The K-L expansion of the impulse response is used for writer recognition. Writer recognition experiments are performed on database consisting of 6,642 Thai scripts written by 81 writers. As the result. Type I (false rejection) and Type II (false acceptance) error rates were 1.50% and 0.05%. respectively.
Keywords :
Fourier series; error statistics; handwriting recognition; interactive devices; natural languages; transient response; FIR; Fourier coefficient; K-L expansion; Thai script; Type I error rate; Type II error rate; barycenter velocity; database; false acceptance; false rejection; finite impulse response system; handwriting process; impulse response; on-line writer recognition method; pen-point movement; Acceleration; Feature extraction; Finite impulse response filter; Fourier series; Handwriting recognition; Information technology; Sampling methods; Velocity measurement; Writing;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1419442