JOURNAL ARTICLE

ICA BASED DIGITAL IMAGE WATERMARKING BASED ON REDUNDANT DISCRETE WAVELET TRANSFORM

G. ThirugnanamS. Arulselvi

Year: 2012 Journal:   ICTACT Journal on Image and Video Processing Vol: 02 (03)Pages: 375-381   Publisher: ICT Academy

Abstract

In recent years, access to multimedia data has become much easier due to rapid growth of the internet. While this is usually considered an improvement of everyday life, it also makes unauthorized copying and distributing of multimedia data much easier, therefore presenting a field of watermarking. Many literatures have reported about Discrete Wavelet Transform watermarking techniques for data security. However, DWT based watermarking schemes are found to be less robust against image processing attacks and the shift variance of Wavelet Packet Transform causes inaccurate extraction. In this paper, an attempt is made to develop a watermarking scheme based on RDWT and extraction using Independent Component Analysis (ICA). Various ICA like Fast ICA, Radical ICA, Pearson ICA, Jade ICA, Maximum Likelihood ICA, Mean Field ICA and Kernel ICA are proposed and implemented for extraction. Simulation results reveal that Fast ICA produces better Similarity Measure and Mutual Information over other ICA methods.

Keywords:
Independent component analysis Digital watermarking Discrete wavelet transform Computer science Artificial intelligence Pattern recognition (psychology) Wavelet transform Wavelet Wavelet packet decomposition Computer vision Image (mathematics)

Metrics

1
Cited By
0.00
FWCI (Field Weighted Citation Impact)
13
Refs
0.19
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Advanced Steganography and Watermarking Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Digital Media Forensic Detection
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Blind Source Separation Techniques
Physical Sciences →  Computer Science →  Signal Processing
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