International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
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Volume 75 - Issue 18 |
Published: August 2013 |
Authors: Badre-Eddine El Kessab, Cherki Daoui, Belaid Bouikhalene |
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Badre-Eddine El Kessab, Cherki Daoui, Belaid Bouikhalene . Handwritten Tifinagh Text Recognition using Neural Networks and Hidden Markov Models. International Journal of Computer Applications. 75, 18 (August 2013), 54-60. DOI=10.5120/13354-0127
@article{ 10.5120/13354-0127, author = { Badre-Eddine El Kessab,Cherki Daoui,Belaid Bouikhalene }, title = { Handwritten Tifinagh Text Recognition using Neural Networks and Hidden Markov Models }, journal = { International Journal of Computer Applications }, year = { 2013 }, volume = { 75 }, number = { 18 }, pages = { 54-60 }, doi = { 10.5120/13354-0127 }, publisher = { Foundation of Computer Science (FCS), NY, USA } }
%0 Journal Article %D 2013 %A Badre-Eddine El Kessab %A Cherki Daoui %A Belaid Bouikhalene %T Handwritten Tifinagh Text Recognition using Neural Networks and Hidden Markov Models%T %J International Journal of Computer Applications %V 75 %N 18 %P 54-60 %R 10.5120/13354-0127 %I Foundation of Computer Science (FCS), NY, USA
This paper deals with a recognition system of character for handwritten Tifinagh Text. Here in this work a neural network (the multi-layer perceptron MLP) and Hidden Markov Models (HMM) are proposed for handwritten characters identification. The features of Tifinagh characters are abstracted by mathematical morphology. Acquisition, scanning, thinning and text segmentation are also done in preprocessing phase before the classification with MLP and HMM. This work has achieved approximately 80% of success rate for Tifinagh handwritten text identification.