JING Xiaojun, ZHANG Jie, JIANG Haixia, et al., “Incomplete Fingerprint Recognition Based on Inproved GA-PSO,” Chinese Journal of Electronics, vol. 22, no. 4, pp. 769-772, 2013,
Citation: JING Xiaojun, ZHANG Jie, JIANG Haixia, et al., “Incomplete Fingerprint Recognition Based on Inproved GA-PSO,” Chinese Journal of Electronics, vol. 22, no. 4, pp. 769-772, 2013,

Incomplete Fingerprint Recognition Based on Inproved GA-PSO

Funds:  This work is supported by the National Science Foundation of China (No.60872148, No.61143008).
More Information
  • Corresponding author: JING Xiaojun, ZHANG Jie
  • Received Date: 2012-07-01
  • Rev Recd Date: 2012-11-01
  • Publish Date: 2013-09-25
  • Minutiae-based algorithm plays a more and more important role in fingerprint recognition. It is greatly limited by its demand for good image quality and dependence on fingerprint aligning, especially for incomplete fingerprint recognition. Improved Genetic algorithm-Particle swarm optimization (GA-PSO) algorithm is applied to deal with these problems. The proposed algorithm improves GA-PSO in two aspects, population initialization based on reference point pre-aligning and fitness function construction based on fusion of minutiae-matching and orientationmatching. The experimental results on the FVC2004 show the high effectiveness and practicability of our algorithm.
  • loading
  • A. Jain, J. Feng and K. Nandakumar, “Fingerprint matching”,I EEE Computer Society, Vol.43, No.2, pp.36-44, 2010.
    X. Jing, B. Zhang, X Liu and D Wang, “A non-statistical reinstatementa lgorithm for orientation field of incomplete fingerprint”, Chinese Journal of Electronics, Vol.21, No.3, pp.477-480, 2012.
    A. Ross, A. Jain and J. Reismanb, “A hybrid fingerprintm atcher”, Pattern Recognition, Vol.36, No.7, pp.1661-1673,2 003.
    J. Zhou and C. Yang, “Fingerprint recognition by combiningg lobal structure and local cues”, IEEE Trans. on Image Processing,Vol.15, No.7, pp.1953-1964, 2006.
    J. Holland, “Adaptation in Natural and Artificial Systems”,A nn Arbor, MI: Univ. of Michigan Press, 1975.
    K. Premalatha and A. Natarajan, “Hybrid PSO and GA forg lobal maximization”, Int. J. Open Problems Compt. Math.,I CSRS Publication, pp.597-608, 2009.
    J. Kennedy, R. Eberhart, “Particle swarm optimization”, Proceedings of IEEE International Conference on Neural Networks,W ashington, DC: IEEE Press, pp.1942-1948, 1995.
    G. Nie, W. Chen, X. Ye, R. Xu, “Fingerprint classification basedo n both continuously distributed directional image and modifiedv ersion of Poincaréindex”, Acta Electronica Sinica, Vol.34,N o.5, pp.947-952, 2006. (in Chinese)
    H. Jiang, X. Jing, B. Zhang, S. Sun, Hai Huang, “Fingerprintr eference point location based on multi-scale analysis ofw avelet”, Proc. of IEEE Conf. on Network Infrastructure andD igital Content, Beijing, China, pp.240-245, 2010.
    D. Maltonl, D. Maio, A. Jain, S. Prabhakar, “Handbook of FingerprintR ecognition”, Springer, New York, USA, pp.171-172,1 20-123, 2009.
    M. Srinivas, L. Patnaik, “Adaptive probabilities of crossover and mutation in genetic algorithms”, IEEE Trans. on Systems,M an and Cybernetics, Vol.24, No.4, pp.656-66, 1994.
    X. Tan, B. Bhanu, “Fingerprint matching by genetic algorithms”, Pattern Recognition, Vol.39, No.3, pp.465-477, 2006.
    X. Jiang and W. Yau, “Fingerprint minutiae matching basedo n the local and global structures”, Proc. of IEEE Conf. on Pattern Recognition, Barcelona, Spanish, pp.1038-1041, 2000.
  • 加载中


    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (497) PDF downloads(1138) Cited by()
    Proportional views


    DownLoad:  Full-Size Img  PowerPoint