Abstract
The vulnerability of digital audio signals for different types of risks requires an imperceptible and robust digital audio watermarking scheme. In this research, we propose creating one such imperceptible and robust hybrid watermarking scheme based on a discrete wavelet transform (DWT) and Schur decomposition hybrid method. The proposed scheme embeds the foreground bits of the watermarking image into the least significant bit of the diagonal coefficients of the triangular matrix S generated from Schur decomposition. Schur decomposition is applied on the second sub-band HL2 generated from applying a second-level 2D-Haar DWT on the first channel of the original audio signal. We analyze the proposed digital audio watermarking scheme’s performance in terms of signal to noise ratio (SNR), objective difference grades (ODG), and subjective difference grades (SDG) that resulting 81.43, 4.78 and 0.184, respectively. The resulting of payload capacity, NC, and BER are as high as 319.29 bps, 0.9911, and 0.0135, respectively. Experimental results confirm that the proposed scheme is inaudible and robust against common types of attacks such as Gaussian noise, re-quantization, re-sampling, low-pass filter, high-pass filter, echo, MP3 compression, and cropping. In comparison with state-of-the-art audio watermarking schemes, the proposed scheme’s performance is superior in term of imperceptibility, robustness, and data payload size.
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References
Abd El-Samie FE (2009) An efficient singular value decomposition algorithm for digital audio watermarking. Int J Speech Technol 12:27–45. https://doi.org/10.1007/s10772-009-9056-2
Alanizy N, Alanizy A, Baghoza N, et al (2018) 3-Layer PC Text Security via Combining Compression, AES Cryptography 2LSB Image Steganography, Journal of Research in Engineering and Applied Sciences (JREAS), Vol. 3, No. 4, Pages: 118–124, October 2018
Alassaf N, Gutub A, Parah SA, Al Ghamdi M (2018) Enhancing Speed of SIMON: A Light-Weight-Cryptographic Algorithm for IoT Applications, Multimedia Tools and Applications: An International Journal - Springer, ISSN 1380–7501, DOI https://doi.org/10.1007/s11042-018-6801-z, Published online: 5 2018
Al-Haj A (2014) An imperceptible and robust audio watermarking algorithm. EURASIP J Audio, Speech, Music Proc 2014:1–12. https://doi.org/10.1186/s13636-014-0037-2
Al-Haj A (2014) A dual transform audio watermarking algorithm. Multimed Tools Appl 73:1897–1912. https://doi.org/10.1007/s11042-013-1645-z
Al-Haj A, Twal C, Mohammad A (2010) Hybrid DWT-SVD audio watermarking. 2010 5th Int Conf Digit Inf Manag ICDIM 2010:525–529. https://doi.org/10.1109/ICDIM.2010.5664651
Aljuaid N, Gutub A, Khan E (2018) Enhancing PC Data Security via Combining RSA Cryptography and Video Based Steganography", Journal of Information Security and Cybercrimes Research (JISCR), Vol. 1, No. 1, Pages: 8–18, Published by Naif Arab University for Security Sciences (NAUSS), June 2018
Attari AA, AsgharBeheshtiShirazi A (2017) Robust and Blind Audio Watermarking in Wavelet Domain. In: Proceedings of the International Conference on Graphics and Signal Processing - ICGSP ‘17. Singapore, Singapore, pp 69–73
Bansal N, Bansal A, Deolia V, Pathak P (2015) Comparative Analysis of LSB, DCT and DWT for Digital Watermarking. In: 2nd International Conference on Computing for Sustainable Global Development (INDIACom). Mathura, India, pp 40–45
Bassia P, Pitas I, Nikolaidis N (2001) Robust audio watermarking in the time domain. IEEE Trans Multimed 3:232–241
Bhat V, Sengupta KI, Das A (2010) An adaptive audio watermarking based on the singular value decomposition in the wavelet domain. Digit Sign Proc 20:1547–1558
Bhat V, Sengupta I, Das A (2011) An audio watermarking scheme using singular value decomposition and dither-modulation quantization. Multimed Tools Appl 52:369–383
Charfeddine M, El’Arbi M, Ben AC (2014) A new DCT audio watermarking scheme based on preliminary MP3 study. Multimed Tools Appl 70:1521–1557. https://doi.org/10.1007/s11042-012-1167-0
Choudhary A, Chauhan S (2012) Schur decomposition and dither modulation: an efficient and robust audio watermarking technique. Proc CUBE:744–748. https://doi.org/10.1145/2381716.2381858
Deb K, Rahman MA, Sultana KZ et al (2014) DCT and DWT based robust audio watermarking scheme for copyright protection. J Korea Inst Sign Proc Syst 15:1–9
Deokar SM, Dhaigude B (2015) Blind Audio Watermarking Based On Discrete Wavelet and Cosine Transform. In: 2015 International Conference on Industrial Instrumentation and Control (ICIC). Pune, pp 264–268
Dhar PK, Shimamura T (2017) Blind audio watermarking in transform domain based on singular value decomposition and exponential-log operations. Radioengineering 26:552–561. https://doi.org/10.13164/re.2017.0552
Dong L, Yan Q, Lv Y, Deng S (2017) Full band watermarking in DCT domain with Weibull model. Multimed Tools Appl 76:1983–2000. https://doi.org/10.1007/s11042-015-3115-2
Dutt S (2011) A DWT-HAAR based audio watermarking algorithm. 416–419
Elgamal a F (2013) Block-based watermarking for color images using DCT and DWT. Int J Comput Appl 66:33–40
feng LJ, Wang HX, Wu T et al (2017) Norm ratio-based audio watermarking scheme in DWT domain. Multimed Tools Appl:1–17. https://doi.org/10.1007/s11042-017-5024-z
Full EWK, Metkar S, Kamble HC (2014) Image watermarking by SCHUR decomposition. Int J Inf Comput Technol 4:1155–1159
Ganic E, Eskicioglu AM (2004) Robust DWT-SVD domain image watermarking. Proc 2004 Multimed Secur Work Multimed Secur - MM&Sec ‘04 166 . doi: https://doi.org/10.1145/1022431.1022461
Gutub A (2017) Counting-Based Secret Sharing Technique for Multimedia Applications, Multimedia Tools and Applications: An International Journal - Springer, ISSN 1380–7501, DOI https://doi.org/10.1007/s11042-017-5293-6, Published online: 2 November 2017
Hemalatha S, Acharya UD, Renuka a, Kamath PR (2012) A novel colorImage steganography using Discrete Wavelet Transform. Proc Second Int Conf Comput Sci Eng Inf Technol - CCSEIT ‘12 223–226 . doi: https://doi.org/10.1145/2393216.2393254
Hsu LY, Hu HT (2015) Blind image watermarking via exploitation of inter-block prediction and visibility threshold in DCT domain. J Vis Commun Image Represent 32:130–143. https://doi.org/10.1016/j.jvcir.2015.07.017
Hu HT, Hsu LY (2015) Robust, transparent and high-capacity audio watermarking in DCT domain. Signal Process 109:226–235. https://doi.org/10.1016/j.sigpro.2014.11.011
Hu HT, Hsu LY (2016) A DWT-based rational dither modulation scheme for effective blind audio watermarking. Circuits, Syst Sign Proc 35:553–572. https://doi.org/10.1007/s00034-015-0074-9
Hu HT, Hsu LY (2017) Incorporating spectral shaping filtering into DWT-based vector modulation to improve blind audio watermarking. Wirel Pers Commun 94:221–240. https://doi.org/10.1007/s11277-016-3178-z
Hu HT, Hsu LY, Chou HH (2014) Variable-dimensional vector modulation for perceptual-based DWT blind audio watermarking with adjustable payload capacity. Digit Sign Process A Rev J 31:115–123. https://doi.org/10.1016/j.dsp.2014.04.014
Hu HT, Hsu LY, Chou HH (2014) Perceptual-based DWPT-DCT framework for selective blind audio watermarking. Signal Process 105:316–627. https://doi.org/10.1016/j.sigpro.2014.05.003
Hu HT, Chen SH, Hsu LY (2014) Incorporation of perceptually energy-compensated qim into dwt-dct based blind audio watermarking. In: Proceedings - 2014 10th International Conference on Intelligent Information Hiding and Multimedia Signal Processing. Kitakyushu, Japan, pp 748–752
Hu HT, Hsu LY, Garcia-Alfaro J (2015) Exploring DWT-SVD-DCT feature parameters for robust multiple watermarking against JPEG and JPEG2000 compression. Comput Electr Eng 41:52–63. https://doi.org/10.1016/j.compeleceng.2014.08.001
Hua G, Huang J, Shi YQ et al (2016) Twenty years of digital audio watermarking—a comprehensive review. Signal Process 128:222–242. https://doi.org/10.1016/j.sigpro.2016.04.005
Kabal P (2003) An Examination and Interpretation of ITU-R BS. 1387: Perceptual Evaluation of Audio Quality
Karajeh H, Maqableh M (2018) An imperceptible , robust , and high payload capacity audio watermarking scheme based on the DCT transformation and Schur decomposition. Analog Integr Circ Sig Process. https://doi.org/10.1007/s10470-018-1332-0
Kaur N, Kaur U (2013) Audio watermarking using Arnold transformation with DWT-DCT. Int J Comput Sci Eng 2:286–294
Kaur A, Dutta MK, Soni KM, Taneja N (2017) Localized & self adaptive audio watermarking algorithm in the wavelet domain. J Inf Secur Appl 33:1–15. https://doi.org/10.1016/j.jisa.2016.12.003
Kavadia C, Lodha A (2013) A review on spatial & transform domain digital watermarking techniques. Int J Adv Res Comput Sci 4:20–22
Lei B, Soon IY, Zhou F et al (2012) A robust audio watermarking scheme based on lifting wavelet transform and singular value decomposition. Signal Process 92:1985–2001
Li D, Ji Y, Kim J (2011) A Quantified Audio Watermarking Algorithm Based on DWT-DCT. In: Communications in Computer and Information Science. Springer, Berlin, Heidelberg, pp 339–340
Lie W-N, Chang L-C (2006) Robust and high-quality time-domain audio watermarking based on low-frequency amplitude modification. IEEE Trans Multimed 8:46–59
Liu J, She K (2012) A hybrid approach of DWT and DCT for rational dither modulation watermarking. Circuits Syst Sign Proc 31:797–811. https://doi.org/10.1007/s00034-011-9331-8
Looperman Pro Audio Resources Community Forums, https://www.looperman.com, Accessed Date: 15 July, 2017
Maha C, Maher E, Mohamed K, Chokri BA (2010) DCT Based blind audio watermarking scheme. In: 2010 International Conference on Signal Processing and Multimedia Applications (SIGMAP). Athens, Greece, pp 139–144
Meenakshi K, Rao CS, Prasad KS (2014) a fast and robust hybrid watermarking scheme based on Schur and Svd transform. Int J Res Eng Technol 3:7–11
Mohammad AA (2012) A new digital image watermarking scheme based on Schur decomposition. Multimed Tools Appl 59:851–883. https://doi.org/10.1007/s11042-011-0772-7
Mohan BC, Swamy KV (2010) On the use of Schur decomposition for copyright protection of digital images. Int J Comput Electr Eng 2:781–787
Mohan B, Swamy K, Kumar S (2011) A Comparative performance evaluation of SVD and Schur Decompositions for Image Watermarking. IJCA Proc Int Conf VLSI … 25–30
Özer H, Sankur B, Memon N (2005) An SVD-based audio watermarking technique. Proc 7th Work Multimed Secur - MM&Sec ‘05 51. doi: https://doi.org/10.1145/1073170.1073180
Pattanshetti P, Dongaonkar S, Karpe S (2015) Digital watermarking in audio using least significant bit and discrete cosine transform. Int J Comput Sci Inf Technol 6:3688–3692
Ponni Alias Sathya S, Ramakrishnan S (2018) Fibonacci based key frame selection and scrambling for video watermarking in DWT–SVD domain. Wirel Pers Commun. https://doi.org/10.1007/s11277-018-5252-1
Rajab L, Al-khatib T, Al-haj A (2015) A blind DWT-SCHUR based digital video watermarking technique. J Softw Eng Appl 8:224–233
Razafindradina HB, Razafindrakoto NR, Randriamitantsoa PA (2013) Improved watermarking scheme using discrete cosine transform and Schur decomposition. IJCSN - Int J Comput Sci Netw 02:25–31
Roy S, Sarkar N, Chowdhury AK, Iqbal SMA (2015) An efficient and blind audio watermarking technique in DCT domain. In: 2015 18th International Conference on Computer and Information Technology, ICCIT. Dhaka, pp 362–367
Šego V (2014) The hyperbolic Schur decomposition. Linear Algebra Appl 440:90–110. https://doi.org/10.1016/j.laa.2013.10.037
Singh D, Singh SK (2017) DWT-SVD and DCT based robust and blind watermarking scheme for copyright protection. Multimed Tools Appl 76:13001–13024. https://doi.org/10.1007/s11042-016-3706-6
Su Q, Niu Y, Liu X, Zhu Y (2012) Embedding color watermarks in color images based on Schur decomposition. Opt Commun 285:1792–1802. https://doi.org/10.1016/j.optcom.2011.12.065
Subir JAM (2016) DWT-DCT based blind audio watermarking using Arnold scrambling and Cyclic codes. In: 3rd International Conference on Signal Processing and Integrated Networks (SPIN). Noida, pp 79–84
Suresh G, Lalitha NV, Srinivasa Rao C, Sailaja V (2012) An efficient and simple audio watermarking using DCT-SVD. 2012 Int Conf devices. Circuits Syst ICDCS 2012:177–181. https://doi.org/10.1109/ICDCSyst.2012.6188699
Thind DK, Jindal S (2015) A semi blind DWT-SVD video watermarking. Procedia Comput Sci 46:1661–1667. https://doi.org/10.1016/j.procs.2015.02.104
Tsai H-H, Cheng J-S, Yu P-T (2003) Audio watermarking based on HAS and neural networks in DCT domain. EURASIP J Adv Sign Proc 2003:252–263. https://doi.org/10.1155/S1110865703208027
Wang H, Nishimura R, Suzuki Y, Mao L (2008) Fuzzy self-adaptive digital audio watermarking based on time-spread echo hidinge. Appl Acoust 69:868–874
Wang X-Y, Niu P-P, Yang H-Y (2009) A robust digital audio watermarking based on statistics characteristics. Pattern Recogn 42:3057–3064
Wang X, Wang P, Zhang P, HY SX (2013) Norm-space, aadaptive, and blind audio watermarking algorithm by discrete wavelet transform. Signal Process 93:913–922
Wu S, Huang J, Huang D, Shi YQ (2005) Efficiently self-synchronized audio watermarking for assured audio data transmission. IEEE Trans Broadcast 51:69–76
Xiang S (2011) Audio watermarking robust against D/a and a/D conversions. EURASIP J Adv Sign Proc 2011:3. https://doi.org/10.1186/1687-6180-2011-3
Xiang S, Huang J (2007) Histogram-based audio watermarking against time-scale modification and cropping attacks. IEEE Trans Multimed 9:1357–1372
Yang Y, Lei M, Liu X et al (2016) Novel zero-watermarking scheme based on DWT- DCT. China Commun 13:122–126
Zear A, Singh AK, Kumar P (2016) A proposed secure multiple watermarking technique based on DWT, DCT and SVD for application in medicine. Multimed Tools Appl:1–20. https://doi.org/10.1007/s11042-016-3862-8
Zhang J (2015) Audio dual watermarking scheme for copyright protection and content authentication. Int J Speech Technol 18:443–448. https://doi.org/10.1007/s10772-015-9287-3
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Karajeh, H., Khatib, T., Rajab, L. et al. A robust digital audio watermarking scheme based on DWT and Schur decomposition. Multimed Tools Appl 78, 18395–18418 (2019). https://doi.org/10.1007/s11042-019-7214-3
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DOI: https://doi.org/10.1007/s11042-019-7214-3