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2018 | OriginalPaper | Buchkapitel

Knowledge Transfer for Writer Identification

verfasst von : Diego Bertolini, Luiz S. Oliveira, Yandre M. G. Costa, Lucas G. Helal

Erschienen in: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications

Verlag: Springer International Publishing

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Abstract

The technical literature on writer identification usually considers the best case scenario in terms of data availability, i.e., a database composed of hundreds of writers with several documents per writer is available to train the machine learning models. However, in real-life problems such a database may not be available. In this context, learning from one dataset and transferring the knowledge to other would be extremely useful. In this paper we show how to transfer knowledge from one dataset to another through a framework that uses a writer-independent approach based on dissimilarity. Experiments on five different databases under single- and multi-script environments showed that the proposed approach achieves good results. This is an important contribution since it makes it possible do deploy the writer identification system even when no data from that particular writer are available for training.

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Al-Maadeed, S.: Text-dependent writer identification for Arabic handwriting. J. Electr. Comput. Eng. (2012)

Bensefia, A., Paquet, T.: Writer identification based on a single handwriting word samples. EURASIP J. Image Video Process. 2016(1), 34 (2016)CrossRef

Bertolini, D., Oliveira, L.S., Justino, E., Sabourin, R.: Texture-based descriptors for writer identification and verification. Expert Syst. Appl. 40(6), 2069–2080 (2013)CrossRef

Bertolini, D., Oliveira, L.S., Sabourin, R.: Multi-script writer identification using dissimilarity. In: International Conference on Pattern Recognition (ICPR), pp. 3020–3025. IAPR (2016)

Brink, A., Schomaker, L., Bulacu, M.: Towards explainable writer verification and identification using vantage writers. In: 9th International Conference on Document Analysis and Recognition, Curitiba, Brazil, pp. 824–828 (2007)

Bulacu, M., Schomaker, L.: Text-independent writer identification and verification using textural and allographic features. IEEE Trans. Pattern Anal. Mach. Intell. 29(4), 701–717 (2007)CrossRef

Chen, J., Kellokumpu, V., Zhao, G., Pietikäinen, M.: RLBP: robust local binary pattern. In: Proceedings of the British Machine Vision Conference (2013)

Djeddi, C., Gattal, A., Souici-Meslat, L., Siddiqi, I., Chibani, Y., Abed, H.: LAMIS-MSHD: a multi-script offline handwriting database. In: ICFHR, pp. 93–97 (2014)

Djeddi, C., Siddiqi, I., Souici-Meslati, L., Ennaji, A.: Text-independent writer recognition using multi-script handwritten texts. Pattern Recogn. Lett. 34, 1196–1202 (2013)CrossRef

10.

Freitas, C., Oliveira, L.S., Sabourin, R., Bortolozzi, F.: Brazilian forensic letter database. In: 11th International Workshop on Frontiers on Handwriting Recognition, Montreal, Canada (2008)

11.

Hannad, Y., Siddiqi, I., Kettani, M.: Writer identification using texture descriptors of handwritten fragments. Expert Syst. Appl. 47, 14–22 (2016)CrossRef

12.

Hanusiak, R.K., Oliveira, L.S., Justino, E., Sabourin, R.: Writer verification using texture-based features. Int. J. Doc. Anal. Recogn. (IJDAR) 15(3), 213–226 (2012)CrossRef

13.

Haralick, R., Shanmugam, K., Dinstein, I.: Textural features for image classification. IEEE Trans. Syst. Man. Cybern. 3(6), 610–621 (1973)CrossRef

14.

Kameya, H., Mori, S., Oka, R.: A segmentation-free biometric writer verification method based on continuous dynamic programming. Pattern Recogn. Lett. 27(6), 567–577 (2006)CrossRef

15.

Khan, F.A., Tahir, M., Khelifi, F., Bouridane, A., Almotaeryi, R.: Robust off-line text independent writer identification using bagged discrete cosine transform features. Expert Syst. Appl. 71, 404–415 (2017)CrossRef

16.

Kleber, F., Fiel, S., Diem, M., Sablatnig, R.: CVL-Database: an off-line database for writer retrieval, writer identification and word spotting. In: 12th International Conference on Document Analysis and Recognition, pp. 560–564. IEEE (2013)

17.

Maadeed, S.A., Ayouby, W., Hassaïne, A., Aljaam, J.M.: QUWI: an Arabic and English handwriting dataset for offline writer identification. In: 2012 International Conference on Frontiers in Handwriting Recognition, pp. 746–751, September 2012

18.

Marti, U.-V., Bunke, H.: The IAM-database: an English sentence database for offline handwriting recognition. Int. J. Doc. Anal. Recogn. 5(1), 39–46 (2002)CrossRefMATH

19.

Ojala, T., Pietikainen, M., Maenpaa, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 24(7), 971–987 (2002)CrossRefMATH

20.

Ojansivu, V., Heikkilä, J.: Blur insensitive texture classification using local phase quantization. In: Elmoataz, A., Lezoray, O., Nouboud, F., Mammass, D. (eds.) ICISP 2008. LNCS, vol. 5099, pp. 236–243. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-69905-7_27 CrossRef

21.

Pan, S.J., Yang, Q.: A survey on transfer learning. IEEE Trans. Knowl. Data Eng. 22(10), 1345–1359 (2010)CrossRef

22.

Siddiqi, I., Djeddi, C., Raza, A., Souici-meslati, L.: Automatic analysis of handwriting for gender classification. Pattern Anal. Appl. 18(4), 887–899 (2015)MathSciNetCrossRef

23.

Siddiqi, I., Vincent, N.: Text independent writer recognition using redundant writing patterns with contour-based orientation and curvature features. Pattern Recogn. 43(11), 3853–3865 (2010)CrossRefMATH

24.

Vapnik, V.: The Nature of Statistical Learning Theory. Springer, New York (1995). https://doi.org/10.1007/978-1-4757-2440-0 CrossRefMATH

25.

Wang, X., Ding, X.: An effective writer verification algorithm using negative samples. In: 2004 Ninth International Workshop on Frontiers in Handwriting Recognition, IWFHR-9 2004, pp. 509–513. IEEE (2004)

Titel: Knowledge Transfer for Writer Identification
verfasst von: Diego Bertolini
Luiz S. Oliveira
Yandre M. G. Costa
Lucas G. Helal
Verlag: Springer International Publishing
Buch: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Print ISBN: 978-3-319-75192-4

Electronic ISBN: 978-3-319-75193-1

Copyright-Jahr: 2018
DOI: https://doi.org/10.1007/978-3-319-75193-1_13

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