Abstract
This paper describes the on-line Arabic handwriting recognition competition held at tenth International Conference on Document Analysis and Recognition (ICDAR in Proceedings of the 10th international conference on document analysis and recognition, vol 3, pp 1388–1392, 2009). This first competition uses the so-called ADAB database with Arabic on-line handwritten words. At this first competition, 3 groups with 7 different systems have participated. The systems were tested on known data (training datasets made available for the participants, sets 1 to 3) and on one test dataset that is unknown to all participants (set 4). The systems are compared on the most important characteristic of classification systems, the recognition rate. Additionally, the relative speed of the different systems was compared. A short description of the participating groups, their systems, the experimental setup, and the performed results is presented.
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Al-Emami S., Usher M.: On-line recognition of handwritten arabic characters. IEEE Trans. Pattern Anal. Mach. Intell. 7(7), 704–710 (1990)
Alimi, A.M.: Neuro-fuzzy approach to recognize arabic handwritten characters. In: Proceedings of the IEEE International Conference on Neural Networks, vol. 3, pp. 1397–1400, June 1997
Alimi, A.M., Ghorbel, O.A.: Error analysis in an on-line recognition system of arabic handwritten characters. In: Proceedings of the 3rd International Conference on Document Analysis and Recognition (ICDAR), pp. 671–674, Aug 1995
Alsallakh, B., Safadi, H.: AraPen: an arabic online handwriting recognition system. In: Proceedings of the 2nd Conference on Information and Communication Technologies (ICTTA), vol. 1, pp. 1844–1849 (2006)
Baghshah, M.S., Shouraki, S.B., Kasaei, S.: A novel fuzzy approach to recognition of online persian handwriting. In: Proceedings of the 5th International Conference on Intelligent Systems Design and Applications (ISDA), pp. 268 –273 (2005)
Biadsy, F., El-Sana, J., Habash, N.: Online arabic handwriting recognition using hidden markov models. In: Proceedings of the 10th International Workshop on Frontiers in Handwriting Recognition (IWFHR), pp. 85–90 (2006)
Boubaker, H., Kherallah, M., Alimi, A.M.: New strategy for the on-line handwriting modelling. In: Proceedings of the 9th International Conference on Document Analysis and Recognition (ICDAR), vol. 2, pp. 1233–1247, Sept 2007
Boubaker, H., Kherallah, M., Alimi, A.M.: New algorithm of straight or curved baseline detection for short arabic handwritten writing. In: Proceedings of the 10th International Conference on Document Analysis and Recognition (ICDAR), pp. 778–782, July 2009
Daifallah, K., Zarka, N., Jamous, H.: Recognition-based segmentation algorithm for on-line arabic handwriting. In: Proceedings of the 10th International Conference on Document Analysis and Recognition (ICDAR), pp. 886–890 (2009)
El Abed, H., Kherallah, M., Märgner, V., Alimi, A.M.: ICDAR 2009—Arabic online handwriting recognition competition. In: Proceedings of the 10th International Conference on Document Analysis and Recognition (ICDAR), vol. 3, pp. 1388–1392, July 2009
El Abed, H., Märgner, V.: Base de Données et Compétitions—Outils de Développement et d’Évaluation de Systèmes de Reconnaissance de Mots Manuscrits Arabes. In: Proceedings of the 10th Colloque International Francophone sur l’Ecrit et le Document (CIFED), pp. 103–108, Oct 2008
El Abed, H., Märgner, V.: Improvement of arabic handwriting recognition systems combination and/or reject? In: Document Recognition and Retrieval XVI, IS&T/SPIE International Symposium on Electronic Imaging, number 7247-10 (2009)
Elbaati, A., Kherallah, M., El Abed, H., Ennaji, A., Alimi, A.M.: Arabic handwriting recognition using restored stroke chronology. In: Proceedings of the 10th International Conference on Document Analysis and Recognition (ICDAR), pp. 411–415, July 2009
El Abed, H., Märgner, V.: ICDAR 2009— arabic handwriting recognition competition. Inte. J. Doc. Anal. Recognit. 1433–2833 (2010)
El-Sheikh T.S., El-Taweel S.G.: Real-time arabic handwritten character recognition. Pattern Recognit. 23(12), 1323–1332 (1990)
El-Wakil M.S., Shoukry A.A.: On-line recognition of handwritten isolated arabic characters. Pattern Recognit. 22(2), 97–105 (1989)
Ghaleb, A.L.H., Assaleh, K.: Online arabic handwriting recognition using continuous gaussian mixture HMMs. In: Proceedings International Conference on Intelligent and Advanced Systems (ICIAS), pp. 1183–1186 (2007)
Graves, A.: Supervised sequence labelling with recurrent neural networks. Ph.D. in Informatics, Fakultat für Informatik—Technische Universität München, Germany (2008)
Graves, A., Fernández, S., Gomez, F., Schmidhuber, J.: Connectionist temporal classification: labelling unsegmented sequence data with recurrent neural networks. In: Proceedings of the 23rd International Conference on Machine Learning (ICML), pp. 369–376, June 2006
Graves, A., Fernàndez, S., Schmidhuber, J.: Multi-dimensional recurrent neural networks. In: Proceedings of the 17th International Conference on Artificial Neural Networks (ICANN), vol. 1, pp. 549–558, Sept 2007
Graves A., Liwicki M., Fernández S., Bertolami R., Bunke H., Schmidhuber J.: A novel connectionist system for unconstrained handwriting recognition. IEEE Trans. Pattern Anal. Mach. Intell. 31(5), 855–868 (2009)
Guyon, I., Schomaker, L., Plamondon, R., Liberman, M., Janet, S.: UNIPEN project of on-line data exchange and recognizer benchmarks. In: Proceedings of the 12th International Conference on Pattern Recognition (ICPR), pp. 29–33, Oct 1994
Halavati, S., Jamzad, M., Soleymani, M.: A novel approach to persian online hand writing recognition. In: Proceedings of the 4th World Enformatika Conference (WEC 05), vol. 6, pp. 232–236, June 2005
Hamdani, M., El Abed, H., Kherallah, M., Alimi, A.M.: Combining multiple HMMs using on-line and off-line features for off-line Arabic handwriting recognition. In: Proceedings of the 10th International Conference on Document Analysis and Recognition (ICDAR), vol. 1, pp. 201–205, July 2009
Hochreiter S., Schmidhuber J.: Long short-term memory. Neural Comput. 9(8), 1735–1780 (1997)
Kherallah M., Bouri F., Alimi A.M.: On-line arabic handwriting recognition system based on visual encoding and genetic algorithm. Eng Appl. Artif. Intell. 22, 153–170 (2009)
Kherallah, M., Haddad, L., Alimi, A.M., Mitiche, A.: Towards the design of handwriting recognition system by neuro-fuzzy and beta—elliptical approaches. In: Proceedings of the Artficial Intelligence Applications & Innovations (AIAI), 18th IFIP World Computer Congress, pp. 187–196 (2004)
Kherallah M., Haddad L., Alimi A.M., Mitiche A.: On-line handwritten digit recognition based on trajectory and velocity modeling. Pattern Recognit. Lett. 29, 580–594 (2008)
Lacquaniti F., Terzuolo C., Viviani P.: The law relating the kinematic and figural aspects of drawing movements. Acta Psychol. 54(1–3), 115–130 (1983)
Märgner, V., El Abed, H.: ICDAR 2007 arabic handwriting recognition competition. In: Proceedings of the 9th International Conference on Document Analysis and Recognition (ICDAR), vol. 2, pp. 1274–1278 (2007)
Märgner, V., Pechwitz, M., El Abed, H.: ICDAR 2005 arabic handwriting recognition competition. In: Proceedings of 8th International Conference on Document Analysis and Recognition (ICDAR), vol. 1, pp. 70–74 (2005)
Razavi, S.M., Kabir, E.: A database for online persian handwritten recognition. In: the Proceedings of the 6th Conference on Intelligent Systems (in Farsi) (2004)
Sternby J., Morwing J., Andersson J., Friberg C.: On-line arabic handwriting recognition with templates. Pattern Recognit. 42(12), 3278–3286 (2009)
Viard-Gaudin, C., Lallican, P.M., Knerr, S., Binter, P.: The IRESTE on/off (IRONOFF) dual handwriting database. In: Proceedings of the 5th International Conference on Document Analysis and Recognition (ICDAR), pp. 455–458 (1999)
Vision Objects. Myscript handwriting recognition engine. http://www.visionobjects.com/handwriting-recognition/how-does-myscript-work/ Nov 2009
Viviani P., Cenzato M.: Segmentation and coupling in complex movements. J. Exp. Psychol.: Hum., Percept. Perform 11(6), 828–845 (1985)
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El Abed, H., Kherallah, M., Märgner, V. et al. On-line Arabic handwriting recognition competition. IJDAR 14, 15–23 (2011). https://doi.org/10.1007/s10032-010-0124-6
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DOI: https://doi.org/10.1007/s10032-010-0124-6