Literature DB >> 33816837

A fast iris recognition system through optimum feature extraction.

Humayan Kabir Rana1, Md Shafiul Azam2, Mst Rashida Akhtar3, Julian M W Quinn4, Mohammad Ali Moni4,5.   

Abstract

With an increasing demand for stringent security systems, automated identification of individuals based on biometric methods has been a major focus of research and development over the last decade. Biometric recognition analyses unique physiological traits or behavioral characteristics, such as an iris, face, retina, voice, fingerprint, hand geometry, keystrokes or gait. The iris has a complex and unique structure that remains stable over a person's lifetime, features that have led to its increasing interest in its use for biometric recognition. In this study, we proposed a technique incorporating Principal Component Analysis (PCA) based on Discrete Wavelet Transformation (DWT) for the extraction of the optimum features of an iris and reducing the runtime needed for iris template classification. The idea of using DWT behind PCA is to reduce the resolution of the iris template. DWT converts an iris image into four frequency sub-bands. One frequency sub-band instead of four has been used for further feature extraction by using PCA. Our experimental evaluation demonstrates the efficient performance of the proposed technique. ©2019 Rana et al.

Entities:  

Keywords:  Biometrics; DWT; Daugman’s Rubber Sheet Model; Gabor filter; Hough Transformation; Iris Recognition; PCA

Year:  2019        PMID: 33816837      PMCID: PMC7924705          DOI: 10.7717/peerj-cs.184

Source DB:  PubMed          Journal:  PeerJ Comput Sci        ISSN: 2376-5992


  2 in total

1.  Efficient iris recognition by characterizing key local variations.

Authors:  Li Ma; Tieniu Tan; Yunhong Wang; Dexin Zhang
Journal:  IEEE Trans Image Process       Date:  2004-06       Impact factor: 10.856

2.  Automated diabetic macular edema (DME) grading system using DWT, DCT Features and maculopathy index.

Authors:  U Rajendra Acharya; Muthu Rama Krishnan Mookiah; Joel E W Koh; Jen Hong Tan; Sulatha V Bhandary; A Krishna Rao; Yuki Hagiwara; Chua Kuang Chua; Augustinus Laude
Journal:  Comput Biol Med       Date:  2017-03-19       Impact factor: 4.589

  2 in total
  2 in total

1.  Iris recognition approach for identity verification with DWT and multiclass SVM.

Authors:  Mohamed A El-Sayed; Mohammed A Abdel-Latif
Journal:  PeerJ Comput Sci       Date:  2022-03-23

2.  Robust proportional overlapping analysis for feature selection in binary classification within functional genomic experiments.

Authors:  Muhammad Hamraz; Naz Gul; Mushtaq Raza; Dost Muhammad Khan; Umair Khalil; Seema Zubair; Zardad Khan
Journal:  PeerJ Comput Sci       Date:  2021-06-01
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.