Title :
Experimental approach on thresholding using reverse biorthogonal wavelet decomposition for eye image
Author :
Abidin, Z.Z. ; Manaf, Mazani ; Shibhgatullah, Abdul Samad
Author_Institution :
Univ. Teknikal Malaysia Melaka (UTeM), Durian Tunggal, Malaysia
Abstract :
This study focus on compression in wavelet decomposition for security in biometric data. The objectives of this research are two folds: a) to investigate whether compressed human eye image differ with the original eye and b) to obtain the compression ratio values using proposed methods. The experiments have been conducted to explore the application of sparsity-norm balance and sparsity-norm balance square root techniques in wavelet decomposition. The eye image with [320x280] dimension is used through the wavelet 2D tool of Matlab. The results showed that, the percentage of coefficients before compression energy was 99.65% and number of zeros were 97.99%. However, the percentage of energy was 99.97%, increased while the number of zeros was same after compression. Based on our findings, the impact of the compression produces different ratio and with minimal lost after the compression. The future work should imply in artificial intelligent area for protecting biometric data.
Keywords :
data compression; iris recognition; security of data; wavelet transforms; Matlab; artificial intelligent; biometric data security; compression energy; compression ratio values; human eye image compression; reverse biorthogonal wavelet decomposition; sparsity-norm balance square root techniques; wavelet 2D tool; Biomedical imaging; Cryptography; Ear; MATLAB; Three-dimensional displays;
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2013 IEEE International Conference on
Conference_Location :
Melaka
Print_ISBN :
978-1-4799-0267-5
DOI :
10.1109/ICSIPA.2013.6708031