Title :
An interactive system for the automatic generation of huge handwriting databases from a few specimens
Author :
Djioua, Moussa ; Plamondon, Réjean
Author_Institution :
Dept. de Genie Electr., Ecole Polytech. de Montreal, Montreal, QC, Canada
Abstract :
The Sigma-Lognormal model of the kinematic theory of rapid human movements, has been implemented in an interactive software tool, allowing the generation of databases of unlimited size from a few online handwriting specimens of letters and words. Online trajectories of a target word produced by a few writers are fitted by the Sigma-Lognormal parameters; using the interactive system. Thereafter, the fiducial pattern of the word is constructed and the writer variability is circumscribed respectively from the mean values and the standard deviations of the extracted parameters. Typical simulation results obtained by randomly fixing the parameters inside these realistic intervals are presented to highlight the ability of the generator to produce a large variety of multi-writer and writer-dependent handwriting patterns as observed in real data. Overall, this software tool provides new insights on the development of huge databases for the training and testing of online handwriting classifiers and recognizers.
Keywords :
database management systems; handwriting recognition; interactive systems; software tools; automatic generation; huge handwriting databases; interactive software tool; interactive system; kinematic theory; online handwriting specimens; rapid human movements; sigma-lognormal model; Data mining; Databases; Handwriting recognition; Interactive systems; Iterative algorithms; Kinematics; Pattern recognition; Software testing; Software tools; Trajectory;
Conference_Titel :
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4244-2174-9
Electronic_ISBN :
1051-4651
DOI :
10.1109/ICPR.2008.4761931