DocumentCode :
3134596
Title :
Off-Line Features Integration for On-Line Handwriting Graphemes Modeling Improvement
Author :
Boubaker, Houcine ; Chaabouni, Aymen ; Tagougui, Najiba ; Kherallah, Monji ; Alimi, Adel M. ; Abed, H.E.
Author_Institution :
REGIM: Res. Group on Intell. Machines, Univ. of Sfax, Sfax, Tunisia
fYear :
2012
fDate :
18-20 Sept. 2012
Firstpage :
69
Lastpage :
74
Abstract :
This paper deals with the improvement of an on-line Arabic handwriting modeling system based on graphemes segmentation. The presented strategy consists in the integration of off-line features to assimilate and take up the handwriting style variation in a multi-writer context. The main contribution of the presented work consists in making off-line fuzzy template for each on-line segmented graphemes trajectory and the extraction of geometric moments invariants by using a method adapted to the irregular spatial sampling of their on-line trajectory. The experimental results prove the added value of the introduced features on the discriminative power of the developed handwriting modeling system.
Keywords :
fuzzy set theory; geometry; handwriting recognition; natural language processing; text analysis; geometric moments invariant; graphemes segmentation; handwriting style variation; multiwriter context; off-line features integration; off-line fuzzy template; on-line Arabic handwriting modeling system; on-line handwriting graphemes modeling; on-line segmented graphemes trajectory; spatial sampling; Adaptation models; Context; Feature extraction; Hidden Markov models; Shape; Trajectory; Writing; Grapheme segmentation; Off-line features; fuzzy template; geometric moments invariants; on-line handwriting modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Frontiers in Handwriting Recognition (ICFHR), 2012 International Conference on
Conference_Location :
Bari
Print_ISBN :
978-1-4673-2262-1
Type :
conf
DOI :
10.1109/ICFHR.2012.244
Filename :
6424372
Link To Document :
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