Title :
Online Arabic Handwriting Modeling System Based on the Graphemes Segmentation
Author :
Boubaker, Houcine ; El Baati, Abdelkarim ; Kherallah, Monji ; Alimi, Adel M. ; Elabed, Haikel
Author_Institution :
REGIM: Res. Group on Intell. Machines, Univ. of Sfax, Sfax, Tunisia
Abstract :
We present in this paper a new approach of online Arabic handwriting modeling based on the graphemes segmentation. This segmentation rests on the previous detection of baseline. It involves the detection of two types of topologically meaningful points: the backs of the valleys adjoining the baseline and the angular points. The stage of features extraction allows to model the shapes of segmented graphemes by relevant geometric parameters and to estimate their diacritics fuzzy affectation rates. The test results show a significant improvement in recognition rate with the introduction of new pertinent parameters.
Keywords :
feature extraction; fuzzy set theory; geometry; handwriting recognition; handwritten character recognition; image segmentation; natural language processing; object detection; shape recognition; angular point; baseline detection; diacritics fuzzy affectation rate; feature extraction; geometric parameter; graphemes segmentation; online Arabic handwriting modeling system; point detection; shape modeling; Feature extraction; Handwriting recognition; Hidden Markov models; Manganese; Shape; Text analysis; Trajectory; baseline detection; grapheme segmentation; handwriting modeling; online handwriting;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.507