Machine Learning Techniques for Fingerprint Identification: A Short Review

作者: Ali Ismail Awad , None

DOI: 10.1007/978-3-642-35326-0_52

关键词: Matching (statistics)BiometricsMachine learningArtificial intelligenceGround truthFingerprintReliability (computer networking)Computer scienceFingerprint imageFeature extractionImplementation

摘要: Fingerprint is considered as a dominant biometric trait due to its acceptability, reliability, high security level and low cost. Due the demand on fingerprint identification system deployments, lot of challenges are keep arising in each system’s phase including image enhancement, feature extraction, features matching classification. Machine learning techniques introduce non traditional solutions challenges. This paper presents short survey that emphasizes implementations basic machine notions for compensating some problems. contributes ground truth developing based algorithms near future.

参考文章(35)
Ali Ismail Awad, Kensuke Baba, Fingerprint Singularity Detection: A Comparative Study international conference on software engineering and computer systems. pp. 122- 132 ,(2011) , 10.1007/978-3-642-22170-5_11
Serina Egawa, Ali Ismail Awad, Kensuke Baba, Evaluation of Acceleration Algorithm for Biometric Identification networked digital technologies. pp. 231- 242 ,(2012) , 10.1007/978-3-642-30567-2_19
S. N. Sivanandam, S. Sumathi, S. N. Deepa, Introduction to Neural Networks Using Matlab 6.0 ,(2006)
Tao Xiong, V. Cherkassky, A combined SVM and LDA approach for classification international joint conference on neural network. ,vol. 3, pp. 1455- 1459 ,(2005) , 10.1109/IJCNN.2005.1556089
Guang Yang, Daming Shi, Chai Quek, Fingerprint Minutia Recognition with Fuzzy Neural Network Advances in Neural Networks – ISNN 2005. pp. 165- 170 ,(2005) , 10.1007/11427445_26
En Zhu, Jianping Yin, Chunfeng Hu, Guomin Zhang, Quality Estimation of Fingerprint Image Based on Neural Network Lecture Notes in Computer Science. pp. 65- 70 ,(2005) , 10.1007/11539117_10
Aggelos Pikrakis, Sergios Theodoridis, Dionisis Cavouras, Konstantinos Koutroumbas, Introduction to Pattern Recognition: A Matlab Approach ,(2010)
Davide Maltoni, Anil K. Jain, Dario Maio, Salil Prabhakar, Handbook of Fingerprint Recognition ,(2005)
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)