Abstract
In today’s knowledge driven society and technology driven economy, when data is considered to be one of the most important corporate resource of an organization, equally important is the security of the same to prevent unauthorized users to access and manipulate it. Watermarking being an appropriate solution for claiming authorization has prompted many researchers to work in this direction and accordingly a substantial amount of research work has been done using different schemes on various media types. The main impetus in writing this paper is to provide a broader view as how much work has been carried so far and what are the different dimensions that have been taken into consideration to watermark color images using discrete wavelet transformation. The paper will help prospective researchers to gain more insight about the work that has been done and pave a way for them to design and implement better techniques.
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References
Agarwal C, Mishra A, Sharma A, Chetty G (2014) A Novel Image Watermarking Scheme using firefly Algorithm. Int Conf Artificial Intell Software Eng:430–436
Ali M, Ahn CW (2018) An optimal image watermarking approach through cuckoo search algorithm in wavelet domain. Int J Syst Assurance Eng Manag 9(3):602–611
Ali M, Ahn CW, Pant M (2014) A robust image watermarking technique using SVD and differential evolution in DCT domain. Optik - Int J Light Electron Optics 125(1):428–434
Al-Qaheri H, Mustafi A, Banerjee S (2010) Digital watermarking using ant Colony optimization in fractional Fourier domain. J Inf Hiding Multimed Signal Process 1(3):179–189
Al-Qtum HM, Al-Sowayan SS (2010) Color image watermarking based on self-embedded color permissibility with preserved high image quality and enhanced robustness. Int J Electron Commun 65:619–629
Ansari R, Devanalamath MM, Manikantan K, Ramachandran S (2012) Robust digital image watermarking algorithm in DWT-DFT-SVD domain for color images. International Conference on Communication, Information & Computing Technology (ICCICT)
Ansari IA, Pant M, Ahn CW (2017) Artificial bee colony optimized robust-reversible image watermarking. Multimed Tools Appl 76(17):18001–18025
Anumol TJ, Karthigaikumar P (2011) DWT based invisible image watermarking algorithm for color images. Int J Comput Appl- Special Issue Comput Sci - New Dimensions Perspect NCCSE 2:76–79
Anuradha, Singh RP (2006) DWT based watermarking algorithm using Haar wavelet. Int J Electron Comput Sci Eng 1:01–06
Anwar M, Ishtiaq M, Iqbal M, Jaffar M (2010) Block based digital image watermarking using genetic algorithm. 6th International Conference on Emerging Technologies (ICET), IEEE, p 204-209
Aslantas V (2009) An optimal robust digital image watermarking based on SVD using the differential evolution algorithm. Opt Commun 282:769–777
Chavan SK, Shah R, Poojary R, Jose J, George G (2010) A Novel Robust Color Watermarking Scheme for Color watermark images in Frequency Domain. Int Confer Adva Recent Technol Commun Comput:96–100
Chen Y, Yu W, Feng J (2012) A reliable SVD-DWT based watermarking scheme with artificial bee Colony algorithm. Int J Digital Content Technol Appl 6(22):430–439
Chen Y, Yu W, Feng J (2012) A reliable svd-dwt based watermarking scheme with artificial bee colony algorithm. Int J Digital Content Technol Appl 6(22):430
Chu SC, Huang HC, Shi Y (2008) Genetic watermarking for zero tree-based applications. Circuits Systems Signal Process 27:171–182
Deepika B, Meeravali C, Yashoda N, Bhavani M, Srikanth C (2018) Color image watermarking using singular value Dcomposition. Int J Sci Res Eng Trends 04(02):2395–566x
Dey A, Ghosh S, Bhattacharya S, Chaki N (2020) A robust software watermarking framework using shell code. Multimed Tools Appl 79(3):2555–2576
El Gamal AF, Mosa NA, ElSaid WK (2013) Block-based watermarking for color images using DCT and DWT. Int J Comput Appl 66(15):0975–8887
Elbasi E, Eskicioglu AM (2006) A semi-blind watermarking scheme for color images. Int J Technol Eng Syst (IJTES) 2(3):276–281
Eltaweel SG (2012) Compression and watermarking for color images. IEEE 21(9):4117–4127
Farhan AA, Bilal S (2011) A novel fast and robust digital image watermarking using Bee Algorithm. IEEE 14th International Multitopic Conference (INMIC), p. 82–86
Fındık O, Babaoğlu İ, Ülker E (2010) A color image watermarking scheme based on hybrid classification method: particle swarm optimization and k-nearest neighbor algorithm. Opt Commun 283(24):4916–4922
Ghafoor MI (2012) A non-blind color image watermarking scheme Resistent against geometric attacks. Radioengineering 21(4):1246–1251
Giri KJ, Bashir R (2017) A block based watermarking approach for color images using discrete wavelet transformation. Int J Inf Tecnol Springer. https://doi.org/10.1007/s41870-017-0075-y
Gunjal BL (2011) Wavelet based color image watermarking scheme giving high robustness and exact Corelation. Int J Emerg Trends Eng Technol (IJETET) I(1):21–30
Gunjal BL, Mali SN (2011) Secured color image watermarking technique in Dwt-Dct domain. Int J Comput Sci Eng Information Technol (IJCSEIT) 1(3):36–44
Hsieh M-S, Tseng D-C (2006) Wavelet-based Color Image Watermarking using Adaptive Entropy Casting. IEEE International Conference on Multimedia and Expo (ICME), p 1593–1596
Hu A, Chen N (2008) A Blind Watermarking Algorithm for Color Image Based on Wavelet Transform and Fourier Transform. The 9th International Conference for Young Computer Scientists, p 1453–1458
Hua Y, Wu B, Wu G (2010) A Color Image Fragile Watermarking Algorithm Based on DWT-DCT. Chin Control Decision Confer:2840–2845
Imran M, Ghafoor A (2012) A PCA-DWT-SVD based color image watermarking. IEEE International Conference on Systems, Man, and Cybernetics, p 1147-1152
Islam M, Laskar RH (2018) Robust image watermarking technique using support vector regression for blind geometric distortion correction in lifting wavelet transform and singular value decomposition domain. J Electron Imaging 27(5):053008
Islam M, Mallikharjunudu G, Parmar AS, Kumar A, Laskar RH (2017) SVM regression based robust image watermarking technique in joint DWT-DCT domain. In 2017 International Conference on Intelligent Computing, Instrumentation and Control Technologies (ICICICT), p 1426-1433. IEEE
Jadhav SD, Bhalchandra AS (2010) Blind Source Separation Based Robust Digital Image Watermarking Using Wavelet Domain Embedding. IEEE Conference on Cybernetics and Intelligent Systems, p 162–167
Jia SL (2014) A novel blind color images watermarking based on SVD. Optik 125(12):2868–2874
Jie H, Tianrui L (2015) Reversible steganography using extended image interpolation technique. Comput Electr Eng Elsevier
Jithin VM, Gupta KK (2013) Robust invisible QR code image watermarking in DWT domain. Int J Electron Commun Eng Technol (IJECET) 4(7):190–195
Kalaiselvan G, Lavanya A, Natrajan V (2011) Enhancing the Performance of Watermarking Based on Cat swarm Optimization Method. IEEE International Conference on Recent Trends in Information Technology (ICRTIT), p 1081–1086
Kalra GS, Talwar R, Sadawarti H (2015) Adaptive digital image watermarking for color images in frequency domain. Multimed Tools Appl 74(17):6849–6869
Kazemivash B, Moghaddam ME (2017) A robust digital image watermarking technique using lifting wavelet transform and firefly algorithm. Multimed Tools Appl 76(20):20499–20524
Khalifa A, Hamad S (2012) A Robust Non-blind Algorithm for Watermarking Color Images using Multi- resolution Wavelet Decomposition. Int J Comput Appl 37(8):0975–8887
Khanna AK, Roy NR, Verma B (2016) Digital image watermarking and its optimization using genetic algorithm. In 2016 International Conference on Computing, Communication and Automation (ICCCA), p 1140-1144. IEEE
Kumar A (2020) A Review on Implementation of Digital Image Watermarking Techniques Using LSB and DWT. In: Information and Communication Technology for Sustainable Development. Springer, Singapore, pp 595–602
Lakrissi Y, Saaidi A, Essahlaoui A (2017) Novel dynamic color image watermarking based on DWT-SVD and the human visual system. Multimed Tools Appl 77:13531–13555. https://doi.org/10.1007/s11042-017-4974-5
Lavanya A, Natrajan V (2013) Analyzing the performance of watermarking based on swarm optimization methods. Adv Intell Syst Comp 178:167–176
Lee JS, Wang J-W, Giang K-Y (2014) A new image watermarking scheme using multi-objective bees algorithm. Appl Mathematics Inf Sci 8(6):2945–2953
Lei B, Wang T, Chen S, NiD, Lei H (2013) Robust Watermarking Scheme for Medical Image Using Optimization Method. 9th International Conference on Information, Communications and Signal Processing (ICICS), Taiwan, p 1–4
Li M, Xiao D, Zhu Y, Zhang Y, Sun L (2019) Commutative fragile zero-watermarking and encryption for image integrity protection. Multimed Tools Appl 78(16):22727–22742
Liang F, Wang L (2011) An improved wavelet-based color image watermark algorithm. J Computation Inform Syst 7(6):2013–2020
Liu K-C (2009) Human visual system based watermarking for color images. Fifth Int Confer Information Assurance Secur 2:623–626
Liu K-C (2009) Multichannel watermarking for color images by using quantization visibility thresholds. 13th Irish Machine Vision and Image Processing Conference, p 65-70
Lv-Ming Liu, Guo-Qiang Han, Yan Wo, Cheng-Si Wang (2010) A Wavelet-Domain Watermarking Algorithm Against Geometric Attacks Based on SUSAN Feature Points. IEEE, pp1–5
Loukhaoukha K (2013) Image Watermarking Algorithm Based on Multiobjective Ant Colony Optimization and Singular Value Decomposition in Wavelet Domain. J Optimization:1–10
Loukhaoukha K, Chouinard J-Y, Taieb MH (2011) Optimal image watermarking algorithm based on LWT-SVD via multi-objective ant Colony optimization. J Inf Hiding Multimed Signal Process 2(4):303–319
Maheshkar S (2016) An optimized color image watermarking technique using differential evolution and svd–dwt domain. In: Proceedings of Fifth International Conference on Soft Computing for Problem Solving. Springer, Singapore, pp 105–116
Mishra A, Rajpal A, Bala R (2017) Fast Semi-blind Color Image Watermarking Scheme Using DWT and Extreme Learning Machine. In: Gervasi O. et al. (eds) Computational Science and Its Applications – ICCSA 2017. ICCSA 2017. Lecture notes in computer science, vol 10409. Springer, Cham
Moeinaddini E, Afsari F (2018) Robust watermarking in DWT domain using SVD and opposition and dimensional based modified firefly algorithm. Multimed Tools Appl 77(19):26083–26105
Nagaraj VD, Harwadkar BB, Amberker, Gorai A (2011) Non-blind Watermarking scheme for color images in RGB space using DWT-SVD. IEEE:489–493).
Narang M, Vashisth S (2013) Digital watermarking using discrete wavelet transform. Int J Comput Appl 74(20):34–38
Nilanjan D, Sourav S, Sayan C, Achintya D, Sinha CS, S. J. S. (2014) Firefly algorithm for optimization of scaling factors during embedding of manifold medical information: an application in ophthalmology imaging. J Med Imaging Health Inf 4(3):384–394
Papakostasa GA, Tsougenisb ED, Koulouriotis DE (2014) Moment-based local image watermarking via genetic optimization. Appl Math Comput 227:222–236
Parah SA, Sheikh JA, Akhoon JA, Loan NA, Bhat GM (2018) Information hiding in edges: a high capacity information hiding technique using hybrid edge detection. Multimedia Tools Appl 77:185–207. https://doi.org/10.1007/s11042-016-4253-x
Patvardhan C, Kumar P, Lakshmi CV (2018) Effective color image watermarking scheme using YCbCr color space and QR code. Multimed Tools Appl 77(10):12655–12677
Priyanka, Maheshkar S (2016) An Optimized Color Image Watermarking Technique Using Differential Evolution and SVD–DWT Domain. In: Pant M, Deep K, Bansal J, Nagar A, Das K (eds) Proceedings of Fifth International Conference on Soft Computing for Problem Solving. Advances in Intelligent Systems and Computing, vol 436. Springer, Singapore
Qiang S, Hongbin Z (2010) Color image self-embedding and watermarking based on DWT. Int Conf Meas Technol Mechatron Autom 1:796–799
RA EV, Shiva M (2012) Towards a new wavelet based watermarking approach for color images using bio-inspired optimization principles. Digital Signal Process 22:153–162
Sharma G, Bala R (eds) (2017) Digital color imaging handbook. CRC press
Sharma V, Mir RN (2019) An enhanced time efficient technique for image watermarking using ant colony optimization and light gradient boosting algorithm. J King Saud Univ-Comput Inf Sci
Sharma SS, Thapa S, Pavan Tanay C (2017) A Robust Color Video Watermarking Technique Using DWT, SVD and Frame Difference. In: Shankar B, Ghosh K, Mandal D, Ray S, Zhang D, Pal S (eds) Pattern Recognition and Machine Intelligence. PReMI 2017. Lecture notes in computer science, vol 10597. Springer, Cham
Shieh C-S, Huang H-C, Wang F-H, Pan J-S (2004) Genetic watermarking based on transform-domain techniques. Pattern Recogn 37(3):555–565
Shih FY, Zhong X, Chang IC, Satoh SI (2018) An adjustable-purpose image watermarking technique by particle swarm optimization. Multimed Tools Appl 77(2):1623–1642
Singh N, Sharma D (2015) A Review on Watermarking & Image Encoding. Int J Comput Sci Mobile Comput 4(6):632–636
Singh P, Raman B, Roy PP (2017) A multimodal biometric watermarking system for digital images in redundant discrete wavelet transform. Multimed Tools Appl 76(3):3871–3897
Song XH, Wang S, Liu S, Abd El-Latif AA, Niu XM (2013) A dynamic watermarking scheme for quantum images using quantum wavelet transform. Quantuminformation Process 12(12):3689–3706
Su Q, Wang G, Lv G, Zhang X, Deng G, Chen B (2017) A novel blind color image watermarking based on Contourlet transform and Hessenberg decomposition. Multimed Tools Appl 76(6):8781–8801
Ula KS, Pramoun T, Toomnark S, Amornraksa T (2018) Digital image watermarking based on fuzzy image filter. In: International Conference on Computing and Information Technology. Springer, Cham, pp 157–166
Vahedi E, Lucas C, Zoroofi RA, Shiva M (2007) A bio-inspired content adaptive approach for multiresolution-based image watermarking. In: Third International Conference on Natural Computation (ICNC 2007), IEEE, vol 3, p 58-62
Verma AK, Goyal N, Patvardhan C (2012) Wavelet based Robust Video Watermarking using Spread Spectrum Technique. Fourth International Conference on Computational Intelligence and Communication Networks, p 778–782).
Wang N, Kim C-H (2009) Tamper Detection and Self-Recovery Algorithm of Color Image Based on Robust Embedding of Dual Visual Watermarks Using DWT-SVD. IEEE:157–162
Wang X, Zhan Y (2019) A zero-watermarking scheme for three-dimensional mesh models based on multi-features. Multimed Tools Appl 78(19):27001–27028
Wang YR, Lin WH, Yang L (2011). A blind PSO watermarking using wavelet trees quantization. In: 2011 International Conference on Machine Learning and Cybernetics, vol. 4. IEEE, p 1612-1616
Zhang Y, Wang J, Chen X (2012) Watermarking Technique Based On Wavelet Transform For Color Images. 24th Chinese Control and Decision Conference (CCDC), p 1909–1913
Mingwei Zhao and Yanzhong Dang,(2008) Color image copyright protection digital watermarking algorithm based on DWT & DCT. IEEE, pp1-4
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Giri, K.J., Quadri, S.M.K., Bashir, R. et al. DWT based color image watermarking: a review. Multimed Tools Appl 79, 32881–32895 (2020). https://doi.org/10.1007/s11042-020-09716-6
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DOI: https://doi.org/10.1007/s11042-020-09716-6