Enhancing Fingerprint Recognition Using Minutiae-Based and Image-Based Matching Techniques

Biometrics recognition has been one of the standout research areas in the past decades as the demand for security systems increases, and fingerprint recognition remains as a popular choice due to the ease of acquiring such data and fingerprint is universally accepted as a feature that is unique to all individuals. One of the limitations of existing fingerprint recognition techniques is that these systems tend to fall short when the available fingerprint is of low quality. This work describes a simple hybrid method that improves the performance of fingerprint recognition technique by fusing minutiae-based and image-based techniques, extracting features from both techniques to compensate the limitations of each of them. Results show that the proposed hybrid method is capable of achieving better recognition rate. Further analyses indicate that the percentage of similarity score and the Euclidean distance computation are both improved, in general.

[1]  S. L. Lai,et al.  Image based fingerprint verification , 2002, Student Conference on Research and Development.

[2]  Fred Hudson,et al.  Fingerprint verification in multimodal biometrics , 2006, 2006 IEEE Region 5 Conference.

[3]  K. Kale,et al.  Mathematical Morphology Approach for Genuine Fingerprint Feature Extraction , 2007 .

[4]  Akshay Girdhar,et al.  Fingerprint Verification System Using Minutiae Extraction Technique , 2008 .

[5]  Ju Cheng Yang,et al.  A fingerprint verification algorithm using tessellated invariant moment features , 2008, Neurocomputing.

[6]  Arun Ross,et al.  Fingerprint matching using minutiae and texture features , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[7]  Venu Govindaraju,et al.  Integrating minutiae based fingerprint matching with local mutual information , 2008, 2008 19th International Conference on Pattern Recognition.

[8]  Morshed U. Chowdhury,et al.  Fingerprint Recognition System Using Hybrid Matching Techniques , 2007, 6th IEEE/ACIS International Conference on Computer and Information Science (ICIS 2007).

[9]  Anil K. Jain,et al.  Fingerprint Image Enhancement: Algorithm and Performance Evaluation , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  Loris Nanni,et al.  Descriptors for image-based fingerprint matchers , 2009, Expert Syst. Appl..

[11]  Anil K. Jain,et al.  FVC2002: Second Fingerprint Verification Competition , 2002, Object recognition supported by user interaction for service robots.

[12]  Arun Ross,et al.  A hybrid fingerprint matcher , 2002, Object recognition supported by user interaction for service robots.