Fingerprint Image Classification using Singular Points and Orientation Information
Journal Title: International Journal of engineering Research and Applications - Year 2017, Vol 7, Issue 9
Abstract
The fingerprint classification process is an essential task that reduces fingerprint matching time of an Automatic fingerprint identification system, where a large database is used. It is still a challenging task. The proposed work classifies the fingerprints by using singular points and orientation information below the core point. As the first step of proposed work, features like orientation field and singular points are extracted. Orientation field is estimated using multi-scale principal component analysis and singular points are detected using shape analysis of binary candidate region image. To speed up the classification process, rules based on location of singular points and orientation information below upper core point are used for classification. The proposed work is tested on most popular public NIST special database 4 and experimental results show that classification accuracy is 92.2 % for five-class problem and 97.35% for four-class problem without rejection. Also, the proposed work classifies more accurately the ambiguous fingerprint images into its primary as well as secondary class.
Authors and Affiliations
K. S. Jeyalakshmi, T. Kathirvalava kumar
Keywords
Related Articles
- EP ID EP392134
- DOI 10.9790/9622-0709023342.
- Views 142
- Downloads 0
Good Quality and High Image Compression using DWT-DCT Technique
The issue of minimizing the amount of data needed to denote the digitized image is addressed by image compression. It is specially used for compression of images, where tolerable degradation is needed. The world has foun...
Self-organizing Behavior of Y-junctions of Graphene Nanoribbons
With the help of our molecular dynamics simulation we want to motivate emerging and development of technological methods for building of carbon nanostructure networks. We shall study self-organizing behaviors of graphene...
Comparative Study between Various PAPR Reduction Technique
This paper presents the comparative study between various PAPR reduction technique such as partial transmit sequence, DFT spreading, Clipping and filtering. The peak to average power ratio of the time domain envelope is...
Security Design Framework For Data Management And Distribution For Middleware In Grid Extended Cloud Computing
This research paper is a novel and innovative idea of providing a security framework for Data Management and Distribution for Middleware technology for Grid extended Clouds, with a validation on a case study. The propose...
Fingerprint Based Security System using GSM Module
This paper mainly focuses on using wireless technology for security effectively. The system is SMS-based and uses biometric technology to revolutionize the standards of security. It uses a GSM Modem to send an SMS to the...