Robust SVD-Based Audio Watermarking Scheme With Differential Evolution Optimization | IEEE Journals & Magazine | IEEE Xplore

Robust SVD-Based Audio Watermarking Scheme With Differential Evolution Optimization


Abstract:

In this paper, a robust audio watermarking scheme based on singular value decomposition (SVD) and differential evolution (DE) using dither modulation (DM) quantization al...Show More

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, LWT\DWT 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.
Published in: IEEE Transactions on Audio, Speech, and Language Processing ( Volume: 21, Issue: 11, November 2013)
Page(s): 2368 - 2378
Date of Publication: 21 August 2013

ISSN Information:

Author image of Baiying Lei
Nanyang Technological University, Singapore, Singapore, SG
Baiying Lei received her M.Eng degree in electronics science and technology from Zhejiang University, China in 2007, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore in 2013. She was previously with the School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. She is currently with the Department of Biomedical Engineering, School of Medicine, National-Regional...Show More
Baiying Lei received her M.Eng degree in electronics science and technology from Zhejiang University, China in 2007, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore in 2013. She was previously with the School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. She is currently with the Department of Biomedical Engineering, School of Medicine, National-Regional...View more
Author image of Ing Yann Soon
School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore
Ing Yann Soon received the B.Eng. (first-class honors) and M.Sc. degrees in electrical engineering from the National University of Singapore in 1987 and 1991, respectively, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore, in 2003. He was with Chartered Industries of Singapore as a Senior Engineer before joining NTU in 1991 as a faculty member. He is currently an Associate Professor lecturing in ...Show More
Ing Yann Soon received the B.Eng. (first-class honors) and M.Sc. degrees in electrical engineering from the National University of Singapore in 1987 and 1991, respectively, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore, in 2003. He was with Chartered Industries of Singapore as a Senior Engineer before joining NTU in 1991 as a faculty member. He is currently an Associate Professor lecturing in ...View more
Author image of Ee-Leng Tan
School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore
Ee-Leng Tan received his B.Eng. (first-class honors) and Ph.D. degrees in Electrical and Electronic Engineering from Nanyang Technological University in 2003 and 2012, respectively. Currently, he is with NTU as a research fellow. His research interests include image/audio processing and real-time digital signal processing.
Ee-Leng Tan received his B.Eng. (first-class honors) and Ph.D. degrees in Electrical and Electronic Engineering from Nanyang Technological University in 2003 and 2012, respectively. Currently, he is with NTU as a research fellow. His research interests include image/audio processing and real-time digital signal processing.View more

Author image of Baiying Lei
Nanyang Technological University, Singapore, Singapore, SG
Baiying Lei received her M.Eng degree in electronics science and technology from Zhejiang University, China in 2007, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore in 2013. She was previously with the School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. She is currently with the Department of Biomedical Engineering, School of Medicine, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen University, P. R. China. Her current research interests include audio/image signal processing, digital watermarking and encryption, machine learning and pattern recognition.
Baiying Lei received her M.Eng degree in electronics science and technology from Zhejiang University, China in 2007, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore in 2013. She was previously with the School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. She is currently with the Department of Biomedical Engineering, School of Medicine, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen University, P. R. China. Her current research interests include audio/image signal processing, digital watermarking and encryption, machine learning and pattern recognition.View more
Author image of Ing Yann Soon
School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore
Ing Yann Soon received the B.Eng. (first-class honors) and M.Sc. degrees in electrical engineering from the National University of Singapore in 1987 and 1991, respectively, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore, in 2003. He was with Chartered Industries of Singapore as a Senior Engineer before joining NTU in 1991 as a faculty member. He is currently an Associate Professor lecturing in the School of Electrical and Electronic Engineering. His current research interests include speech processing, image/video processing, and other digital signal processor-based applications.
Ing Yann Soon received the B.Eng. (first-class honors) and M.Sc. degrees in electrical engineering from the National University of Singapore in 1987 and 1991, respectively, and the Ph.D. degree from Nanyang Technological University (NTU), Singapore, in 2003. He was with Chartered Industries of Singapore as a Senior Engineer before joining NTU in 1991 as a faculty member. He is currently an Associate Professor lecturing in the School of Electrical and Electronic Engineering. His current research interests include speech processing, image/video processing, and other digital signal processor-based applications.View more
Author image of Ee-Leng Tan
School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore
Ee-Leng Tan received his B.Eng. (first-class honors) and Ph.D. degrees in Electrical and Electronic Engineering from Nanyang Technological University in 2003 and 2012, respectively. Currently, he is with NTU as a research fellow. His research interests include image/audio processing and real-time digital signal processing.
Ee-Leng Tan received his B.Eng. (first-class honors) and Ph.D. degrees in Electrical and Electronic Engineering from Nanyang Technological University in 2003 and 2012, respectively. Currently, he is with NTU as a research fellow. His research interests include image/audio processing and real-time digital signal processing.View more
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