Abstract
Writer Identification/Verification being a biometric personal authentication technique can be extensively used for personal verification. Currently, it has gained a renewed interest in researchers due to the promising prospect in real life applications like forensic, security, access control, etc. In the proposed work, we have modified and evaluated the performance of different textural features for writer verification on unconstrained Bangla isolated characters. A collection of 500 documents of isolated Bangla characters from 100 writers consisting of total 35,500 Bangla characters (25,500 alphabets + 5000 Bangla numerals + 5000 Bangla vowel modifiers) are used in this respect. The combination of features yields better performance. The evaluation of results shows that our method is effective and can be applied on large database.
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References
Fornes, A., Llados, J., Sanchez, G., Bunke, H.: Writer identification in old handwritten music scores. In: Proceedings of 8th IAPR workshop on DAS, pp. 347–353 (2008)
Chaudhry, R., Pant, S.K.: Identification of authorship using lateral palm print: a new concept. J. Forensic Sci. 141, 49–57 (2004)
Schomaker, L.: Advances in writer identification and verification. In: Proceedings of 9th ICDAR, vol. 2, pp. 1268–1273 (2007)
Plamondon, R., Lorette, G.: Automatic signature verification and writer identification: the state of the art. Pattern Recogn. 22(2), 107–131 (1989)
Chan, L.F., Kamins, D., Zimerann, K.: Signature recognition through spectral analysis. Pattern Recogn. 22, 39–44 (1989)
Wan, L., Wan, B., Lin, Z.-C.: On-line signature verification with two stage statistical models. In: Proceedings of 8th ICDAR, pp. 282–286 (2005)
Prakash, H.N., Guru, D.S.: Offline signature verification: an approach based on score level fusion. Int. J. Comput. Appl. 1(18), 52–58 (2010)
Yilmaz, M.B., Yanikoglu, B., Tirkaz, C., Kholmatov, A.: Offline signature verification using classifier combination of HOG and LBP features. In: Proceedings of IJCB, pp. 1–7 (2011)
Malik, M.I., Liwicki, M., Dengel, A.: Evaluation of local and global features for offline signature verification. In: Proceedings of 1st AFHA, pp. 26–30 (2011)
Liwicki, M., Malik, M.I., van den Heuvel, C.E., Xiaohong, C., Berger, C., Stoel, R., Blumenstein, M., Found, B.: Signature verification competition for online and offline skilled forgeries (SigComp2011). In: Proceedings of 11th ICDAR, pp. 1480–1484 (2011)
Ferrer, M., Vargas, J., Morales, A., Ordonez, A.: Robustness of offline signature verification based on gray level features. IEEE Trans. Inf. Forensics Secur. 7(3), 966–977 (2012)
Neamah, K., Mohamad, D., Saba, T., Rehman, A.: Discriminative features mining for offline handwritten signature verification. 3D Res. 5(1), 1–6 (2014)
Srihari, S., Cha, S., Arora, H., Lee, S.: Individuality of handwriting. J. Forensic Sci. 47(4), 1–17 (2002)
Said, H.E.S., Tan, T.N., Baker, K.D.: Personal identification based on handwritting. Pattern Recogn. 33, 149–160 (2000)
Bulacu, M., Schomaker, L., Vuurpijl, L.: Writer identification using edge-based directional features. In: Proceedings of 7th ICDAR, vol. 2, pp. 937–941 (2003)
Siddiqi, I., Vincent, N.: Writer identification in handwritten documents. In: Proceedings of 9th ICDAR, pp. 108–112 (2007)
Jain, R., Doermann, D.: Writer identification using an alphabet of contour gradient descriptors. In: Proceedings of 12th ICDAR, pp. 550–554 (2013)
Ghiasi, G., Safabakhsh, R.: Offline text-independent writer identification using codebook and efficient code extraction methods. Image Vis. Comput. 31, 379–391 (2013)
Djeddi, C., Souici-Meslati, L., Ennaji, A.: Writer recognition on Arabic handwritten documents. In: Proceedings of 5th ICISP, pp. 493–501 (2012)
Abdi, M.N., Khemakhem, M.: A model-based approach to offline text-independent Arabic writer identification and verification. Pattern Recogn. 48(5), 1890–1903 (2015)
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)
Halder, C., Thakur, K., Phadikar, S., Roy, K.: Writer Identification from handwritten Devanagari script. In: Proceedings of INDIA-2015, pp. 497–505 (2015)
Ding, H., Wu, H., Zhang, X., Chen, J.P.: Writer identification based on local contour distribution feature. Int. J. Signal Process. Image Process Pattern Recogn. 7(1), 169–180 (2014)
Garain, U., Paquet, T.: Off-line multi-script writer identification using AR coefficients. In: Proceedings of 10th ICDAR, pp. 991–995 (2009)
Chanda, S., Franke, K., Pal, U., Wakabayashi, T.: Text independent writer identification for Bengali script. In: Proceedings of ICPR, pp. 2005–2008 (2010)
Halder, C., Roy, K.: Individuality of isolated Bangla numerals. J. Netw. Innov. Comput. 1, 33–42 (2013)
Halder, C., Roy, K.: Individuality of isolated Bangla characters. In: Proceedings of ICDCCom, pp. 1–6 (2014)
Yamazaki, Y., Nagao, T., Komatsu, N.: Text-indicated writer verification using hidden Markov models. In: Proceedings of 7th ICDAR, pp. 329–332 (2003)
Zois, E., Anastassopoulos, V.: Morphological waveform coding for writer identification. IEEE Trans. Pattern Recogn. 33(3), 385–398 (2000)
Srihari, S.N., Beal, M.J., Bandi, K., Shah, V.: A statistical model for writer verification. In: Proceedings of 8th ICDAR, pp. 1105–1109 (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)
Marti, U., Bunke, H.: The IAM-database: an english sentence database for offline handwriting recognition. Int. J. Doc. Anal. Recogn. 5(1), 39–46 (2002)
Schomaker, L., Vuurpijl, L.: Forensic writer identification: a benchmark data set and a comparison of two systems. NICI, Nijmegen (2000). technical report
Guyon, I., Schomaker, L., Plamondon, R., Liberman, R., Janet, S.: UNIPEN project of online data exchange and recognizer benchmarks. In: Proceedings of 12th ICPR, pp. 29–33 (1994)
Bulacu, M., Schomaker, L., Brink, A.: Text-independent writer identification and verification on offline arabic handwriting. In: Proceedings of 9th ICDAR, pp. 769–773 (2007)
Pechwitz, M., Maddouri, S., Margner, V., Ellouze, N., Amiri, H.: IFN/ENIT-database of handwritten arabic words. In: Proceedings of CIFED, pp. 129–136 (2002)
Gupta, S., Namboodiri, A.: Text dependent writer verification using boosting. In: Proceedings of 11th ICFHR (2008)
Duhamel, P., Vetterli, M.: Fast Fourier transforms: a tutorial review and a state of the art. Sig. Process. 1(9), 259–299 (1990)
Haralick, R.M., Shanmugan, K., Dinstein, I.: Textural features for image classification. IEEE Trans. Syst. Man Cybern. SMC-3(6), 610–621 (1973)
Ahmed, N., Natarajan, T., Rao, K.R.: Discrete cosine transform. IEEE Trans. Comput. C-23(1), 90–93 (1974)
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One of the author would like to thank Department of Science and Technology (DST) for support in the form of INSPIRE fellowship.
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Halder, C., Obaidullah, S.M., Paul, J., Roy, K. (2016). Writer Verification on Bangla Handwritten Characters. In: Chaki, R., Cortesi, A., Saeed, K., Chaki, N. (eds) Advanced Computing and Systems for Security. Advances in Intelligent Systems and Computing, vol 396. Springer, New Delhi. https://doi.org/10.1007/978-81-322-2653-6_4
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DOI: https://doi.org/10.1007/978-81-322-2653-6_4
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