Abstract
In this work we propose a person specific document image retrieval system based on face images. Face images are extracted from all the documents and the document labels are tagged to the face images. We created synthetic documents, borrowing face images from ORL [7] face database. Experimental results based on Principal component analysis have revealed an improvement in retrieval time without any compromise in accuracy. This work address an important requirement in case of business and legal document image management system.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Marinai, S., Marino, E., Soda, G.: Exploring digital libraries with document image retrieval. In: Kovács, L., Fuhr, N., Meghini, C. (eds.) ECDL 2007. LNCS, vol. 4675, pp. 368–379. Springer, Heidelberg (2007)
Srihari, S.N., Shetty, S., Chen, S., Srinivasan, H., Huang, C., Agam, G., Frieder, O.: Document image retrieval using signatures as queries (2006)
Guru, D.S., Vikram, T.N.: 2D Paiwise FLD.: A robust methodology for face recognition. In: Proceedings of IEEE AutoID, pp. 99–102 (2007)
Yang, J., Zhang, D., Frangi, A.F., Yang, J.: Two dimensional PCA: a new approach to appearance based face representation and recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 26(1), 131–137 (2004)
Li, M., Yuan, V.: 2DLDA: A statistical linear discriminant analysis for image matrix. Pattern Recognition Letters 26(5), 527–532 (2005)
Yang, J., Zhang, D., Yang, X., Yang, J.: Two dimensional discriminant transform for face recognition. Pattern Recognition 38(7), 1125–1129 (2005)
Nagabhushan, P., Guru, D.S., Shekar, B.H.: 2D2-FLD: An efficient approach for appearance based object recognition. Journal of Neurocomputing 69, 934–940 (2006)
Ghosh, A.K.: On optimum choice of k in nearest neighbor classification. Computational statistics and data analysis 50(11), 3113–3123 (2005)
Wu, H., Chen, Q., Yachida, M.: Face detection from color images using fuzzy pattern matching methods. IEEE transactions on Pattern Analysis and Machine Intelligence 21(6), 557–563 (1999)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2008 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
T.N, V., Urs, S.R., Chidananda Gowda, K. (2008). Person Specific Document Retrieval Using Face Biometrics. In: Buchanan, G., Masoodian, M., Cunningham, S.J. (eds) Digital Libraries: Universal and Ubiquitous Access to Information. ICADL 2008. Lecture Notes in Computer Science, vol 5362. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-89533-6_47
Download citation
DOI: https://doi.org/10.1007/978-3-540-89533-6_47
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-89532-9
Online ISBN: 978-3-540-89533-6
eBook Packages: Computer ScienceComputer Science (R0)