On writer identification for Arabic historical manuscripts

Abedelkadir Asi1, Alaa Abdalhaleem1, Daniel Fecker2, Volker Märgner2, Jihad El-Sana1
1Department of Computer Science, Ben-Gurion University of the Negev, Beersheba, Israel
2Institute for Communications Technology, Technische Universität Braunschweig, Brunswick, Germany

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Abdelhaleem, A., Droby, A., Asi, A., Kassis, M., Al Asam, R., El-sanaa, J.: Wahd: a database for writer identification of arabic historical documents. In: International Workshop on Arabic Script Analysis and Recognition, pp. 140–145 (2017)

Adams, N., Smith, D.: The selected ion flow tube (sift); a technique for studying ion-neutral reactions. Int. J. Mass Spectrom. Ion Phys. 21(3–4), 349–359 (1976)

Altman, R.: The illusion of one writer in historical documents and its effect on automating writer identification. In: Proceedings of the Conference of the International Graphonomics Society, Dijon, France, pp. 1–4 (2009)

Antonacopoulos, A., Downton, A.C.: Special issue on the analysis of historical documents. Int. J. Document Anal. Recognit. (IJDAR) 9, 75–77 (2007)

Asi, A., Cohen, R., Dinstein, I., Kedem, K., El-Sana, J.: A coarse-to-fine approach for layout analysis of ancient manuscripts. In: Proceedings of the International Conference on Frontiers in Handwriting Recognition, Crete Island, Greece, pp. 140–145 (2014)

Awaida, S.M., Mahmoud, S.A.: State of the art in off-line writer identification of handwritten text and survey of writer identification of Arabic text. Educ. Res. Rev. 70(20), 445–463 (2012)

Bay, H., Tuytelaars, T., Van Gool, L.: Surf: speeded up robust features. Comput. Vis. ECCV 2006, 404–417 (2006)

Bensefia, A., Paquet, T., Heutte, L.: A writer identification and verification system. Pattern Recognit. Lett. 26(13), 2080–2092 (2005)

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)

Brink, A., Bulacu, M., Schomaker, L.: How much handwritten text is needed for text-independent writer verification and identification. In: Proceedings of the International Conference on Pattern Recognition, Florida, USA, pp. 1–4 (2008)

Brink, A., Smit, J., Bulacu, M., Schomaker, L.: Writer identification using directional ink-trace width measurements. Pattern Recognit. 45(1), 162–171 (2012)

Bulacu, M., Schomaker, L.: A comparison of clustering methods for writer identification and verification. In: Proceedings of the International Conference on Document Analysis and Recognition, Seoul, South Korea, pp. 1275–1279 (2005)

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)

Caliński, T., Harabasz, J.: A dendrite method for cluster analysis. Commun. Stat. 3(1), 1–27 (1974)

Christlein, V., Bernecker, D., Hönig, F., Maier, A., Angelopoulou, E.: Writer identification using GMM supervectors and exemplar-SVMS. Pattern Recognit. 63, 258–267 (2017)

Cohen, R., Asi, A., Kedem, K., El-Sana, J., Dinstein, I.: Robust text and drawing segmentation algorithm for historical documents. In: Proceedings of the International Workshop on Historical Document Imaging and Processing, Washington, DC, USA, pp. 110–117 (2013)

Dasgupta, S., Gupta, A.: An elementary proof of a theorem of Johnson and Lindenstrauss. Random Struct. Algorithms 22(1), 60–65 (2003)

Fecker, D., Asi, A., Margner, V., El-Sana, J., Fingscheidt, T.: Writer identification for historical documents. In: Proceedings of the International Conference on Pattern Recognition, Stockholm, Sweden, pp. 3050–3055 (2014)

Fecker, D., Asi, A., Pantke, W., Margner, V., El-Sana, J., Fingscheidt, T.: Document writer analysis with rejection for historical Arabic documents. In: Proceedings of the International Conference on Frontiers in Handwriting Recognition, Crete Island, Greece, pp. 743–748 (2014)

Fiel, S., Sablatnig, R.: Writer retrieval and writer identification using local features. In: Proceedings of the International Workshop on Document Analysis Systems, Queensland, Australia, pp. 145–149 (2012)

Fiel, S., Sablatnig, R.: Writer identification and writer retrieval using the fisher vector on visual vocabularies. In: Proceedings of the International Conference on Document Analysis and Recognition, Washington DC, USA, pp. 545–549 (2013)

Fogel, I., Sagi, D.: Gabor filters as texture discriminator. Biol. Cybern. 61(2), 103–113 (1989)

Gordo, A., Forns, A., Valveny, E.: Writer identification in handwritten musical scores with bags of notes. Pattern Recognit. 46(5), 1337–1345 (2013)

Hassane, A., Al-Madeed, S.: ICFHR 2012 competition on writer identification challenge 2: Arabic scripts. In: Proceedings of the International Workshop on Frontiers in Handwriting Recognition, Bari, Italy, pp. 835–840 (2012)

Holland, S.M.: Principal Components Analysis (PCA). University of Georgia, Georgia (2008)

Jain, R., Doermann, D.: Combining local features for offline writer identification. In: Proceedings of the International Conference on Frontiers in Handwriting Recognition, Crete Island, Greece, pp. 583–588 (2014)

Khalifa, E., Al-Maadeed, S., Tahir, M.A., Bouridane, A., Jamshed, A.: Off-line writer identification using an ensemble of grapheme codebook features. Pattern Recognit. Lett. 59, 18–25 (2015)

Li, Y., Wang, S., Tian, Q., Ding, X.: A survey of recent advances in visual feature detection. Neurocomputing 149, 736–751 (2015)

Liang, Y., Liu, L., Xu, Y., Xiang, Y., Zou, B.: Multi-task gloh feature selection for human age estimation. In: 2011 18th IEEE International Conference on Image Processing (ICIP), pp. 565–568. IEEE (2011)

Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)

Maaten, L., Postma, E.: Improving automatic writer identification. In: Proceedings of the Belgium–Netherlands Conference on Artificial Intelligence, Brussels, Belgium, pp. 260–266 (2005)

Mahmoud, S.A., Ahmad, I., Al-Khatib, W.G., Alshayeb, M., Parvez, M.T., Märgner, V., Fink, G.A.: Khatt: an open arabic offline handwritten text database. Pattern Recognit. 47(3), 1096–1112 (2014)

Mahmoud, S.A., Ahmad, I., Al-Khatib, W.G., Alshayeb, M., Parvez, M.T., Margner, V., Fink, G.A.: Khatt: an open Arabic offline handwritten text database. Pattern Recognit. 47(3), 1096–1112 (2014)

Mikolajczyk, K., Schmid, C.: A performance evaluation of local descriptors. IEEE Trans. Pattern Anal. Mach. Intell. (PAMI) 27(10), 1615–1630 (2005)

Newell, A.J., Griffin, L.D.: Natural image character recognition using oriented basic image features. In: Proceedings of the International Conference on Digital Image Computing Techniques and Applications, Queensland, Australia, pp. 191–196 (2011)

Plamondon, R., Lorette, G.: Automatic signature verification and writer identification the state of the art. Pattern Recognit. 22(2), 107–131 (1989)

Said, H.E.S., Baker, K., Tan, T.: Personal identification based on handwriting. In: Proceedings of the International Conference on Pattern Recognition, Queensland, Australia, pp. 1761–1764 (1998)

Schlapbach, A., Bunke, H.: Off-linewriter identification using Gaussian mixture models. In: Proceedings of the International Conference on Pattern Recognition, Hong Kong, China, pp. 992–995 (2006)

Schlapbach, A., Bunke, H.: A writer identification and verification system using HMM based recognizers. Pattern Anal. Appl. 10(1), 33–43 (2007)

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

Spasova, V.G.: Experimental evaluation of keypoints detector and descriptor algorithms for indoors person localization. Annu. J. Electron. 8, 85–87 (2014)

Sreeraj, M., Idicula, S.M.: A survey on writer identification schemes. Int. J. Comput. Appl. 26(2), 23–33 (2011)

Srihari, S., Tomai, C., Zhang, B., Lee, S.: Individuality of numerals. In: Proceedings of the International Conference on Document Analysis and Recognition, Edinburgh, Scotland, pp. 1096–1100 (2003)

Srihari, S.N., Cha, S.H., Arora, H., Lee, S.: Individuality of handwriting: a validation study. In: Proceedings of the International Conference on Document Analysis and Recognition, Seatle, USA, pp. 106–109 (2001)

vml: WAHD dataset. https://www.cs.bgu.ac.il/~vml/wahad.html (2016). Accessed 2016

Zhang, B., Srihari, S.N.: Analysis of handwriting individuality using word features. In: Proceedings of the International Conference on Document Analysis and Recognition, Edinburgh, Scotland, pp. 1142–1146 (2003)

Zhang, B., Srihari, S.N., Lee, S.: Individuality of handwritten characters. In: Proceedings of the International Conference on Document Analysis and Recognition, Edinburgh, Scotland, pp. 1086–1090 (2003)

Zois, E., Anastassopoulos, V.: Morphological waveform coding for writer identification. Pattern Recognit. 33(3), 385–398 (2000)