Abstract
In this paper, a new method for face and palmprint recognition has been proposed based on hierarchical multiscale local binary pattern (HMLBP) and adaptive LBP with directional statistical features (ALBPF) methods. It’s build a hierarchical multiscale ALBPF histogram for an image. By using HMLBP, the representative features of “non-uniform” patterns are extracted at a smaller scale. On the other hand, using ALBPF improves the efficiency by incorporating mean and standard deviation statistical features in addition to minimizing the directional difference along different orientation .The results of experiments conducted on 2 public face databases and 2 public palmprint databases show that our proposed method has better recognition accuracy than LBP, ALBPF and HMLBP methods.
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References
Weaver, A.: Biometric authentication. Computer 39(2), 96–97 (2006)
Belhumeur, V., Hespanha, J., Kriegman, D.: Eigenfaces vs. Fisherfaces: Recognition using Class Specific Linear Projection. IEEE Trans. PAMI 19(7), 711–720 (1997)
Michael, G., Connie, T., Andrew, T.: Touch-less palm print biometrics: Novel design and implementation. Image and Vision Computing 26(12), 1551–1560 (2008)
Turk, M., Pentland, A.: Face recognition using eigenfaces. In: IEEE Conf. on Computer Vision and Pattern Recognition, pp. 586–591 (June 1991)
Ahonen, T., Hadid, A., Pietikainen, M.: Face description with local binary patterns: application to face recognition. IEEE Trans. on Pattern Analysis and Machine Intelligence 28, 2037–2040 (2006)
Raja, Y., Gong, S.: Sparse multiscale local binary patterns. In: Proceeding of 17th British Machine Vision Conference (2006)
Liao, S.C., Zhu, X.X., Lei, Z., Zhang, L., Li, S.Z.: Learning Multi-Scale Block Local Binary Patterns for Face Recognition. In: Proceedings of IAPR/IEEE International Conference on Biometrics, Seoul, Korea, pp. 828–837 (August 2007)
Wang, X., Gong, H., Zhang, H.: Palmprint Identification using Boosting Local Binary Pattern. In: 18th International Conference on Pattern Recognition, vol. 3, pp. 503–506 (2006)
Hanmandlu, M., Gureja, A., Jain, A.: Palm Print Recogntion using Local Binary Pattern Operator and Support Vector Machines. In: International Conference on Signal and Image Processing, pp. 158–162 (2010)
Ojala, T., Pietikainen, M., Maenpaa, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(7), 971–987 (2002)
Guo, Z., Zhang, L., Zhang, D., Mou, X.: Hierarchical multiscale LBP for face and palmprint recognition. In: International Conference on Image Processing (ICIP), pp. 4521–4524 (2010)
Guo, Z., Zhang, L., Zhang, D., Zhang, S.: Rotation Invariant Texture Classification Using Adaptive LBP with Directional Statistical Features. In: 17th IEEE International Conference on Image Processing, Hong Kong, pp. 285–288 (2010)
Mohamed, A.A., Yampolskiy, R.V.: Wavelet-Based Multiscale Adaptive LBP with Directional Statistical Features for Recognizing Artificial Faces. ISRN Machine Vision 2012 (2012)
Wu, X., Wang, K., Zhang, D.: HMMs based palmprint identification. In: Zhang, D., Jain, A.K. (eds.) ICBA 2004. LNCS, vol. 3072, pp. 775–781. Springer, Heidelberg (2004)
PolyUPalmprint Database, http://www.comp.polyu.edu.hk/~biometrics
CASIA Palmprint Database, http://www.csbr.ia.ac.cn
JAFFE Facial expression database, http://www.kasrl.org/jaffe.html
ORL Face Database, http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html
Shih, F.Y., Chuang, C.F., Wang, P.P.: Performance Comparison of Facial Expression Recongition in JAFFE Database. International Journal of Pattern Recognition and Artificial Intelligence 22(3), 445–459 (2008)
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Shams, G., Ismail, M., Bassiouny, S., Ghanem, N. (2014). Face and Palmprint Recognition Using Hierarchical Multiscale Adaptive LBP with Directional Statistical Features. In: Campilho, A., Kamel, M. (eds) Image Analysis and Recognition. ICIAR 2014. Lecture Notes in Computer Science(), vol 8815. Springer, Cham. https://doi.org/10.1007/978-3-319-11755-3_12
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DOI: https://doi.org/10.1007/978-3-319-11755-3_12
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