Title :
Robust SVD-Based Audio Watermarking Scheme With Differential Evolution Optimization
Author :
Baiying Lei ; Ing Yann Soon ; Ee-Leng Tan
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
In this paper, a robust audio watermarking scheme based on singular value decomposition (SVD) and differential evolution (DE) using dither modulation (DM) quantization algorithm is proposed. Two novel SVD-based algorithms, lifting wavelet transform (LWT)-discrete cosine transform (DCT)-SVD and discrete wavelet transform (DWT)-DCT-SVD, are developed for audio copyright protection. In our method, LWTDWT is first applied to decompose the host signal and obtain the corresponding approximate coefficients followed by DCT to take advantage of “energy compaction” property. SVD is further performed to acquire the singular values and enhance the robustness of the scheme. The adaptive DM quantization is adopted to quantize the singular values and embed the watermark. To withstand desynchronization attacks, synchronization code is inserted using audio statistical characteristics. Furthermore, the conflicting problem of robustness and imperceptibility is effectively resolved by the DE optimization. Simulation results demonstrate that both the LWT-DCT-SVD and DWT-DCT-SVD methods not only have good imperceptibility performance, but also resist general signal processing, hybrid and desynchronization attacks. Compared with the previous DWT-DCT, support vector regression (SVR)-DWT-DCT and DWT-SVD methods, our method obtains more robustness against the selected attacks.
Keywords :
audio watermarking; copy protection; copyright; differential equations; discrete cosine transforms; discrete wavelet transforms; optimisation; singular value decomposition; DE; DE optimization; DM quantization algorithm; DWT-DCT SVD algorithm; LWT DCT SVD algorithm; SVR-DWT-DCT method; adaptive DM quantization; audio copyright protection; audio statistical characteristics; desynchronization attacks; differential evolution; differential evolution optimization; discrete wavelet transform DCT SVD algorithm; dither modulation quantization algorithm; energy compaction property; general signal processing; imperceptibility performance; lifting wavelet transform-discrete cosine transform SVD algorithm; robust SVD-based audio watermarking scheme; singular value decomposition; support vector regression; synchronization code; Discrete wavelet transforms; Robustness; Synchronization; Vectors; Watermarking; Audio watermarking; DE; DM; DWT-DCT-SVD; LWT-DCT-SVD; synchronization;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TASL.2013.2277929