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
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;
Conference_Titel :
Parallel Distributed and Grid Computing (PDGC), 2010 1st International Conference on
Conference_Location :
Solan
Print_ISBN :
978-1-4244-7675-6
DOI :
10.1109/PDGC.2010.5679970