High-Quality Evaluation for Invisible Watermarking Based on Discrete Cosine Transform (DCT) and Singular Value Decomposition (SVD)

Ega Adiasa Sofyan, Christy Atika Sari, Eko Hari Rachmawanto, Nur Ryan Dwi Cahyo

Abstract


In this research, we propose an innovative approach that integrates Discrete Cosine Transform (DCT) and Singular Value Decomposition (SVD) to enhance the quality and security of digital images. The purpose of this technique is to embed imperceptible watermarks into images, preserving their integrity and authenticity. The integration of DCT allows for an efficient transformation of image data into frequency components, forming the basis for embedding watermarks that are nearly invisible to the human eye. In this context, SVD offers an advantage by separating singular values and corresponding vectors, facilitating a more sophisticated watermarking process. The quality evaluation using metrics such as MSE, PSNR, UQI, and MSSIM demonstrates the effectiveness of this approach. Low average MSE values, ranging from 0.0058 to 0.0064, indicate minimal distortion in the watermarked images. Additionally, high PSNR values, ranging from 67.20 dB to 67.22 dB, affirm the high image quality achieved after watermarking. These results validate that the integration of DCT and SVD provides a high level of security while maintaining optimal visual quality in digital images. This approach is highly relevant and effective in addressing the challenges of image protection in this digital era.

Keywords


Image Quality; Image Watermarking; Discrete Cosine Transform; Singular Value Decomposition;

Full Text:

PDF

References


U. Sara, M. Akter, and M. S. Uddin, “Image Quality Assessment through FSIM, SSIM, MSE and PSNR—A Comparative Study,” Journal of Computer and Communications, vol. 07, no. 03, pp. 8–18, 2019, doi: 10.4236/jcc.2019.73002.

P. Aberna and L. Agilandeeswari, “Digital image and video watermarking: methodologies, attacks, applications, and future directions,” Multimed Tools Appl, 2023, doi: 10.1007/s11042-023-15806-y.

A. Sinha, P. J. Panda, and M. Tech, “SECURE WATERMARKING OF DIGITAL DATA FOR COPYRIGHT PROTECTION SIGNAL PROCESSING AND DIGITAL DESIGN,” 2022.

A. Ray and S. Roy, “Recent trends in image watermarking techniques for copyright protection: a survey,” International Journal of Multimedia Information Retrieval, vol. 9, no. 4. Springer Science and Business Media Deutschland GmbH, pp. 249–270, Dec. 01, 2020. doi: 10.1007/s13735-020-00197-9.

W. Qi, S. Guo, and W. Hu, “Generic Reversible Visible Watermarking Via Regularized Graph Fourier Transform Coding,” May 2021, doi: 10.1109/TIP.2021.3134466.

H. Gulfam et al., “Cryptographic Analysis of Blur-Based Encryption an in depth examination of resilience against various attack vectors,” 2023, doi: 10.21203/rs.3.rs-3058158/v1.

E. Elbasi, “A non-blind Watermarking Technique using Flexible Scaling Factor in Wavelet Transform,” in 2022 45th International Conference on Telecommunications and Signal Processing, TSP 2022, Institute of Electrical and Electronics Engineers Inc., 2022, pp. 150–155. doi: 10.1109/TSP55681.2022.9851257.

A. O. Mohammed, H. I. Hussein, R. J. Mstafa, and A. M. Abdulazeez, “A blind and robust color image watermarking scheme based on DCT and DWT domains,” Multimed Tools Appl, 2023, doi: 10.1007/s11042-023-14797-0.

S. Dua, J. Singh, and H. Parthasarathy, “Image forgery detection based on statistical features of block DCT coefficients,” in Procedia Computer Science, Elsevier B.V., 2020, pp. 369–378. doi: 10.1016/j.procs.2020.04.038.

A. Zear and P. K. Singh, “Secure and robust color image dual watermarking based on LWT-DCT-SVD,” Multimed Tools Appl, vol. 81, no. 19, pp. 26721–26738, Aug. 2022, doi: 10.1007/s11042-020-10472-w.

A. Durafe and V. Patidar, “Development and analysis of IWT-SVD and DWT-SVD steganography using fractal cover,” Journal of King Saud University - Computer and Information Sciences, vol. 34, no. 7, pp. 4483–4498, Jul. 2022, doi: 10.1016/j.jksuci.2020.10.008.

A. Alzahrani, “Enhanced Invisibility and Robustness of Digital Image Watermarking Based on DWT-SVD,” Appl Bionics Biomech, vol. 2022, 2022, doi: 10.1155/2022/5271600.

F. Masood et al., “A novel image encryption scheme based on Arnold cat map, Newton-Leipnik system and Logistic Gaussian map,” Multimed Tools Appl, vol. 81, no. 21, pp. 30931–30959, Sep. 2022, doi: 10.1007/s11042-022-12844-w.

R. Aziz, S. Banerjee, S. Bouzefrane, and T. Le Vinh, “Exploring Homomorphic Encryption and Differential Privacy Techniques towards Secure Federated Learning Paradigm,” Future Internet, vol. 15, no. 9, p. 310, Sep. 2023, doi: 10.3390/fi15090310.

M. Es-Sabry et al., “Securing Images Using High Dimensional Chaotic Maps and DNA Encoding Techniques,” IEEE Access, pp. 1–1, Sep. 2023, doi: 10.1109/access.2023.3315658.




DOI: https://doi.org/10.26877/asset.v6i1.17186

Refbacks

  • There are currently no refbacks.


Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

SLOT GACOR
https://kampus.lol/halowir/
https://vokasi.unpad.ac.id/gacor/?ABKISGOD=INFINI88 https://vokasi.unpad.ac.id/gacor/?ABKISGOD=FREECHIPS https://vokasi.unpad.ac.id/gacor/?ABKISGOD=DATAHK https://vokasi.unpad.ac.id/gacor/?ABKISGOD=TOTO+4D

https://build.president.ac.id/

https://build.president.ac.id/modules/

https://build.president.ac.id/views/

https://yudisium.ft.unmul.ac.id/pages/

https://yudisium.ft.unmul.ac.id/products/

https://yudisium.ft.unmul.ac.id/data/

https://ssstik.temanku.okukab.go.id/

https://snaptik.temanku.okukab.go.id/

https://jendralamen168.dinsos.banggaikab.go.id/gacor/

https://dinsos.dinsos.banggaikab.go.id/

https://kema.unpad.ac.id/wp-content/bet200/

https://kema.unpad.ac.id/wp-content/spulsa/

https://kema.unpad.ac.id/wp-content/stai/

https://kema.unpad.ac.id/wp-content/stoto/

Advance Sustainable Science, Engineering and Technology (ASSET)

E-ISSN: 2715-4211
Published by Science and Technology Research Centre

Universitas PGRI Semarang, Indonesia

Website: http://journal.upgris.ac.id/index.php/asset/index 
Email: [email protected]