Title :
ICA based informed source separation for watermarked audio signals
Author :
Sharanya, R. ; Sugumar, D. ; Skaria, Surya Merry ; Zacharias, Jismy N. ; Rosebell, V.J.R.
Author_Institution :
Dept of ECE, Karunya Univ., Coimbatore, India
Abstract :
This paper presents an efficient, digital audio watermarking method based on one dimensional multilevel discrete wavelet transform(MDWT) and discrete cosine transform (DCT) for the application of copyright protection. The proposed scheme also employs informed source separation for the watermark extracted audio signal based on independent component analysis (ICA). The watermark is detected and extracted to verify the ownership at the receiver end. This algorithm is realized to embed a binary image watermark into the audio signal and improve the imperceptibility of watermarks. In addition, the performance of the proposed algorithm in terms of Signal to Noise Ratio (SNR), Peak Signal to Noise Ratio (PSNR) and Normalized Root Mean Square Error (NRMSE) are also studied. The proposed scheme achieved good robustness against most of the attacks such as requantization, filtering, addition and multiplication of noise. The experimental result shows that the SNR value is about 36.12dB for the proposed algorithm, whereas by using only MDWT technique method gives only 30dB.
Keywords :
audio signals; audio watermarking; copyright; discrete cosine transforms; discrete wavelet transforms; image watermarking; independent component analysis; binary image watermark; copyright protection; digital audio watermarking; discrete cosine transform; independent component analysis; informed source separation; multilevel discrete wavelet transform; normalized root mean square error; peak signal to noise ratio; watermarked audio signals; Discrete cosine transforms; Robustness; Signal to noise ratio; Source separation; Speech; Watermarking; Audio Watermarking; Copyright protection; Independent Component Analysis; Informed Source Separation;
Conference_Titel :
Electronics Computer Technology (ICECT), 2011 3rd International Conference on
Conference_Location :
Kanyakumari
Print_ISBN :
978-1-4244-8678-6
Electronic_ISBN :
978-1-4244-8679-3
DOI :
10.1109/ICECTECH.2011.5941872