DocumentCode
1931621
Title
Bit plane slicing technique for iris based biometric system
Author
Mehrotra, Hunny ; Badrinath, G.S. ; Majhi, Banshidhar ; Gupta, Phalguni
Author_Institution
Dept. of CSE, Nat. Inst. of Technol. Rourkela, Rourkela, India
fYear
2010
fDate
28-30 Oct. 2010
Firstpage
350
Lastpage
355
Abstract
This paper proposes a novel approach for feature extraction using bit plane slicing. This technique is preferred over some traditional methods of feature extraction using orthogonal and non orthogonal transforms that uses real features. The extracted real features are computationally expensive in terms of time and storage. The proposed iris based biometric system is implemented by localizing the inner pupil and outer iris boundary using dynamic thresholding technique and Circular Hough Transform. The localized iris texture is mapped into rectangular block to extract unique descriptors. For feature extraction and iris code generation bit plane slicing approach is used. After generation of bit codes, matching is done using bitwise XOR operator. The system is tested on BATH, CASIA and IITK databases and outperforms existing approaches in terms of accuracy.
Keywords
Hough transforms; feature extraction; image matching; image segmentation; image texture; iris recognition; BATH; CASIA; IITK database; biometric system; bit codes; bit plane slicing technique; bitwise XOR operator; circular Hough transform; dynamic thresholding; feature extraction; iris boundary; iris texture; Databases; Feature extraction; Image segmentation; Iris; Iris recognition; Wavelet transforms; Bit Plane Slicing; Dynamic Thresholding; Hamming Distance; Hough Transform; Personal Verification;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel Distributed and Grid Computing (PDGC), 2010 1st International Conference on
Conference_Location
Solan
Print_ISBN
978-1-4244-7675-6
Type
conf
DOI
10.1109/PDGC.2010.5679970
Filename
5679970
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