Abstract
The judgment of forged passports plays an important role in the immigration control system and requires the automatic recognition of passports as the pre-phase processing. This paper, for the recognition of passports, proposed a novel method using the enhanced RBF network based on ART2. The proposed method extracts code sequence blocks and individual codes by applying the Sobel masking, the smearing and the contour tracking algorithms in turn to passport images. The enhanced RBF network was proposed and used for the recognition of individual codes, which applies the ART2 algorithm to the learning structure of the middle layer. The experiment results showed that the proposed method has superior in performance in the recognition of passport.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Ryu, J.U., Kim, K.B.: The Passport Recognition by Using Smearing Method and Fuzzy ART Algorithm. Proc. of KKFIS 12(1), 37–42 (2002)
Sonka, M., Havac, V., Boyle, R.: Image Processing, Analysis and Machine Vision, pp. 113–121. University Press, Cambridge (1993)
Gonzalez, R.C., Woods, R.E.: Digital Image Processing. Addison-Wesley, Reading (1992)
Parker, J.R.: Algorithm for Image Processing and Computer Vision. Wesley Computer Publishing (1996)
Gorman, L.O., Kasturi, R.: Document Image Analysis Systems. IEEE Computer 5, 5–8 (1992)
Wahl, F.M., Wong, K.Y., Casey, R.G.: Block Segmentation and Text Extraction in Mixed Text/Image Documents. Computer Vision, Graphics and Image Processing 22, 375–390 (1982)
Kim, S.O., Lim, E.K., Kim, M.H.: An Enhancement of Removing Noise Branches by Detecting Noise Blobs. J. of Korea Multimedia Society 6(3), 419–428 (2003)
Panchapakesan, C., Ralph, D., Palaniswami, M.: Effects of Moving the Centers in an RBF Network. Proc. of IJCNN 2, 1256–1260 (1998)
Watanabe, M., Kuwata, K., Katayma, R.: Adaptable Tree-Structured Self Generating Radial Basis Function and its Application to Nonlinear Identification Problem. In: Proc. of IIZUKA, pp. 167–170 (1994)
Capenter, G.A., Grossberg, S.: ART2: self-organization of stable category recognition code for analog input patterns. OPTICS 26(23), 4919–4930 (1897)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kim, KB., Kim, YJ., Oh, AS. (2004). An Intelligent System for Passport Recognition Using Enhanced RBF Network. In: Zhang, J., He, JH., Fu, Y. (eds) Computational and Information Science. CIS 2004. Lecture Notes in Computer Science, vol 3314. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30497-5_118
Download citation
DOI: https://doi.org/10.1007/978-3-540-30497-5_118
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-24127-0
Online ISBN: 978-3-540-30497-5
eBook Packages: Computer ScienceComputer Science (R0)