Digital watermarking algorithm in SWT domain based on robust local feature

Panpan NIU; Siyu YANG; Li WANG; Hongying YANG; Li LI; Xiangyang WANG

doi:10.11959/j.issn.1000-436x.2019228

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Digital watermarking algorithm in SWT domain based on robust local feature

Correspondences | 更新时间：2024-06-05

- Digital watermarking algorithm in SWT domain based on robust local feature
- Journal on Communications Vol. 40, Issue 11, Pages: 187-198(2019)
- 作者机构：
  
  1. 辽宁师范大学计算机与信息技术学院，辽宁大连 116029
  2. 大连理工大学电子信息与电气工程学部，辽宁大连 116023
- 作者简介：
- 基金信息：
  
  The National Natural Science Foundation of China(61472171);The National Natural Science Foundation of China(61701212);China Postdoctoral Science Foundation Funded Project(2018T110220);Key Scientific Research Project of Liaoning Provincial Department(LZ2019001);The Natural Science Foundation of Liaoning Province(2019-ZD-0468)
- DOI：10.11959/j.issn.1000-436x.2019228
  CLC： TP391
- Online First：2019-11，
  
  Published：25 November 2019
- 稿件说明：
移动端阅览
Panpan NIU, Siyu YANG, Li WANG, et al. Digital watermarking algorithm in SWT domain based on robust local feature[J]. Journal on Communications, 2019, 40(11): 187-198.
DOI：

Panpan NIU, Siyu YANG, Li WANG, et al. Digital watermarking algorithm in SWT domain based on robust local feature[J]. Journal on Communications, 2019, 40(11): 187-198. DOI： 10.11959/j.issn.1000-436x.2019228.

摘要

基于目前绝大多数数字音频水印方案仅仅能够对抗简单的常规信号处理，尚无法有效抵抗破坏性较强的局部去同步攻击，提出了一种基于稳健特征点的平稳小波域数字音频水印算法。首先利用高斯滤波技术计算出平稳小波域低频子带的一阶平滑梯度响应并确定基准阈值，进而提取出分布均匀且性能稳定的音频特征点；然后结合短时能量自适应确定适合于水印嵌入的局部特征音频段；最后利用扩展抖动调制方法将水印信息嵌入局部特征音频段中。仿真实验结果证明，所提算法具有较好的不可感知性，并且对常规信号处理（MP3压缩等）和去同步攻击（音调伸缩等）均具有较好的稳健性。利用描述能力强且性能稳定的平滑梯度刻画局部数字音频性质，提出一种基于平滑梯度的平稳小波域音频特征点提取方法，有效解决音频特征点稳定性差且分布极不均匀的缺点，提高了数字音频水印对幅度伸缩、局部变调、随机剪切等去同步攻击的抵抗能力。

Abstract

Aiming at the challenging work to design a robust digital audio watermarking algorithm against desynchronization attacks

a new second generation digital audio watermarking in stationary wavelet transform (SWT) domain based on robust local audio feature was proposed.First

the first-order smooth gradient response of the low-pass sub-band coefficient was calculated using Gaussian filter.Then

the short-term energy was utilized to adaptively determine local feature audio segments for embedding.Finally

the watermark information was embedded into local feature audio segments with spread transform dither modulation.The experimental results show that the proposed approach has not only good transparency

but also has strong robustness against common audio processing such as MP3 compression and good robustness against the desynchronization attacks such as pitch-scale modification et al.A SWT domain audio feature point extraction method based on smooth gradient is proposed

which effectively solves the drawbacks of poor stability and uneven distribution of audio feature points

and improves the resistance of digital audio watermarks to amplitude-scale modification

pitch-scale modification

random cropping

and jittering attacks.

关键词

Keywords

references

QASIM A F , MEZIANE F , ASPIN R . Digital watermarking:applicability for developing trust in medical imaging workflows state of the art review [J ] . Computer Science Review , 2018 , 27 : 45 - 60 .

SU Z P , YUE F , JIANG J G , et al . SNR-constrained heuristics for optimizing the scaling parameter of robust audio watermarking [J ] . IEEE Transactions on Multimedia , 2018 , 20 ( 10 ): 2631 - 2644 .

KAUR A , DUTTA M K . An optimized high payload audiowatermarking algorithm based on LU-factorization [J ] . Multimedia Systems , 2018 , 24 ( 3 ): 341 - 353 .

HUA G , HUANG J , SHI Y Q , et al . Twenty years of digital audio watermarking-a comprehensive review [J ] . Signal Processing , 2016 , 128 : 222 - 242 .

JIANG W Z , HUANG X H , QUAN Y J . Audio watermarking algorithm against synchronization attacks using global characteristics and adaptive frame division [J ] . Signal Processing , 2019 , 162 : 153 - 160 .

BASSIA P , PITAS I , NIKOLAIDIS N . Robust audio watermarking in the time domain [J ] . IEEE Transactions on Multimedia , 2001 , 3 ( 2 ): 232 - 241 .

HU H T , HSU L Y . Robust,transparent and high-capacity audio watermarking in DCT domain [J ] . Signal Processing , 2015 , 109 : 226 - 235 .

HWANG M J , LEE J S , LEE M S , et al . SVD-based adaptive QIM watermarking on stereo audio signals [J ] . IEEE Transactions on Multimedia , 2017 , 20 ( 1 ): 45 - 54 .

TERCHI Y , BOUGUEZEL S . A blind audio watermarking technique based on a parametric quantization index modulation [J ] . Multimedia Tools and Applications , 2018 , 77 ( 19 ): 25681 - 25708 .

NADEAU A , SHARMA G . An audio watermark designed for efficient and robust resynchronization after analog playback [J ] . IEEE Transactions on Information Forensics ＆ Security , 2017 , 12 ( 6 ): 1393 - 1405 .

唐鑫 , 马兆丰 , 钮心忻 , 等 . 基于变分贝叶斯学习的音频水印盲检测方法 [J ] . 通信学报 , 2015 , 36 ( 1 ): 121 - 128 .

TANG X , MA Z F , NIU X X , et al . Blind audio watermarking mechanism based on variational Bayesian learning [J ] . Journal on Communications , 2015 , 36 ( 1 ): 121 - 128 .

KHALDI K , BOUDRAA A O . Audio watermarking via EMD [J ] . IEEE Transactions on Audio,Speech,and Language Processing , 2009 , 14 ( 12 ): 2619 - 2622 .

HU H T , CHANG J R , LIN S J . Synchronous blind audio watermarking via shape configuration of sorted LWT coefficient magnitudes [J ] . Signal Processing , 2018 , 147 : 190 - 202 .

WANG X Y , CUI Y R , YANG H Y , et al . A new content-based digital audio watermarking algorithm for copyright protection [C ] // International Conference on Information Security(Infosecu’04) . 2004 : 62 - 69 .

LI W , XUE X , LU P . Localized audio watermarking technique robust against time-scale modification [J ] . IEEE Transactions on Multimedia , 2006 , 8 ( 1 ): 60 - 69 .

MA X H , ZHANG B , DING X Y . Self-synchronization blind audio watermarking based on feature extraction and subsampling [C ] // International Symposium on Neural Networks 2007,Lecture Notes in Computer Science . 2007 : 40 - 46 .

鲍德旺 , 杨红颖 , 祁薇 , 等 . 基于音频特征的抗去同步攻击数字水印算法 [J ] . 中国图象图形学报 , 2009 , 14 ( 12 ): 2619 - 2622 .

BAO D W , YANG H Y , QI W , et al . A content based audio watermarking against desynchronization attacks [J ] . Journal of Image and Graphics , 2009 , 14 ( 12 ): 2619 - 2622 .

PUN C M , JIANG J J , LEE M C . Robust and self-synchronized audio watermarking by invariant feature points [J ] . Information , 2012 , 15 ( 2 ): 815 - 829 .

PUN C M , YUAN X C . Robust segments detector for de-synchronization resilient audio watermarking [J ] . IEEE Transactions on Audio Speech and Language Processing , 2013 , 21 ( 11 ): 2412 - 2424 .

YUAN X C , PUN C M , CHEN C L P . Robust mel-frequency cepstral coefficients feature detection and dual-tree complex wavelet transform for digital audio watermarking [J ] . Information Sciences , 2015 , 298 : 159 - 179 .

XIANG Y , NATGUNANATHAN I , PENG D , et al . Spread spectrum audio watermarking using multiple orthogonal PN sequences and variable embedding strengths and polarities [J ] . IEEE/ACM Transactions on Audio,Speech and Language Processing , 2018 , 26 ( 3 ): 529 - 539 .

彭宏 . 基于机器学习方法的数字音频水印技术研究 [D ] . 成都:电子科技大学 , 2010 .

PENG H . Digital audio watermarking techniques based on machine learning method [D ] . Chengdu:University of Electronic Science and Technology of China , 2010 .

张翼鹏 , 陈亮 , 郝欢 . 采用量子神经网络的音频水印新算法 [J ] . 信号处理 , 2013 , 29 ( 6 ): 684 - 690 .

ZHANG Y P , CHEN L , HAO H . The new audio watermarking algorithm using quantum neural networks [J ] . Signal Processing , 2013 , 29 ( 6 ): 684 - 690 .

JLIL M , BUTT F A , MALIK A . Short-time energy,magnitude,zero crossing rate and autocorrelation measurement for discriminating voiced and unvoiced segments of speech signals [C ] // IEEE International Conference on Technological Advances . 2013 : 208 - 212 .

BITAR A W , DARAZI R , COUCHOT J.F . Blind digital watermarking in PDF documents using spread transform dither modulation [J ] . Multimedia Tools and Applications , 2017 , 76 ( 1 ): 143 - 161 .

ELLMAUTHALER A , PAGLIARI C L . Multiscale image fusion using the undecimated wavelet transform with spectral factorization and nonorthogonal filter banks [J ] . IEEE Transactions on Image Processing , 2013 , 22 ( 3 ): 1005 - 1017 .

DESSEIN A , CONT A . An information-geometric approach to real-time audio segmentation [J ] . IEEE Signal Processing Letters , 2013 , 20 ( 4 ): 331 - 334 .

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