• DocumentCode
    2255520
  • Title

    Fingerprint identification and recognition using backpropagation neural network

  • Author

    Jin, Adrian Lim Hooi ; Chekima, Ai ; Dargham, Jamal Ahmad ; Fan, Liau Chung

  • Author_Institution
    Sch. of Eng. & Inf. Technol., Universiti Malaysia Sabah, Malaysia
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    98
  • Lastpage
    101
  • Abstract
    Biometrics is a technology which identifies a person based on his physiology or behavioral characteristics. Fingerprint identification and recognition is a biometrics method that has been widely used in various applications because of its reliability and accuracy in the process of recognizing and verifying a person´s identity. The main purpose of this paper is to develop a fingerprint identification and recognition system. The system consists of three main parts, image acquisition, processing and identification and recognition. Fingerprint images are acquired and stored in the database in the image acquisition stage. These images are then enhanced in the image processing stage by performing gray level enhancement, spatial filtering, image sharpening, edge detection, segmentation, and thinning processes. After the image has been processed, it is fed into the backpropagation neural network as input in order to train the network. After training, the neural network is ready to perform the identification and recognition operations (matching process). A neural network has been successfully developed to identify and recognize the core part of fingerprint images.
  • Keywords
    backpropagation; edge detection; fingerprint identification; image enhancement; image segmentation; image thinning; neural nets; backpropagation neural network; biometrics; edge detection; fingerprint identification; fingerprint images; fingerprint recognition; gray level enhancement; image acquisitions; image processing; image segmentation; image sharpening; image thinning; spatial filtering; Backpropagation; Biometrics; Fingerprint recognition; Image databases; Image matching; Image processing; Image recognition; Neural networks; Physiology; Spatial databases;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Research and Development, 2002. SCOReD 2002. Student Conference on
  • Print_ISBN
    0-7803-7565-3
  • Type

    conf

  • DOI
    10.1109/SCORED.2002.1033066
  • Filename
    1033066