A robust watermark embedding scheme using non-subsampled shearlet transform and lifting wavelet transform for digital images / Siti Nur Avivah

By: Material type: TextTextPublisher: Kuantan, Pahang : UMPSA, 2025Copyright date: © 2025Description: xii, 78 pages : illustrations ; 30 cm. + 1 CD-ROMContent type:
  • text
Media type:
  • unmediated
Carrier type:
  • volume
ISBN:
  • THE0010074 (Local)
Subject(s): Dissertation note: Thesis (Master of Science) -- Universiti Malaysia Pahang – 2025 Abstract: Digital images are one of the most widely utilized media due to their capacity to transmit information visually. The rapid advancement of network technologies and social media over recent decades has facilitated the widespread distribution of images via the internet. However, this ease of distribution allows unauthorized users to copy and modify the image, potentially infringing on copyright. Digital image watermarking is a robust method to combat copyright violations of digital content. Watermarking can be performed using either single or multiple watermarks. This study proposes multiple watermarking schemes based on Non-Subsampled Shearlet Transform (NSST) and Lifting Wavelet Transform (LWT) using a small block of 4×4. The watermark is embedded specifically in the red and green channels of the host images. NSST-LWT transforms the image channels. Then, the entropy and edge entropy of the LL frequency is calculated to determine the suitable blocks for embedding the watermark based on Human Visual System (HVS). The selected blocks are then decomposed by using DCT. The proposed scheme identifies the optimal embedding locations within the 4×4 DCT coefficient matrix. The selected coefficients at (1,1), (1,2), (2,1), and (2,2) are then transformed using SVD. The singular value in a position of (1,1) is then used to incorporate the watermark bits with a certain rule. The selected DCT coefficients influence the quality and strength of the watermarked image. The experimental results reveal that the suggested scheme has strong imperceptibility and resilience under various manipulation attacks, with average PSNR and SSIM values of 46.88 dB and 0.9981, respectively. Additionally, the robustness performance regarding correlation (NC) values is close to 1.
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Holdings
Item type Current library Call number Status Date due Barcode
Restricted Collection Restricted Collection UMPLIB PEKAN FKOM .A95 2025 r Thesis (Browse shelf(Opens below)) Not for loan T000003571
Restricted Collection Restricted Collection UMPLIB PEKAN CD13764 (Browse shelf(Opens below)) Final Processing T000003572

Faculty of Computing

Thesis (Master of Science) -- Universiti Malaysia Pahang – 2025

Includes bibliographical references

Digital images are one of the most widely utilized media due to their capacity to transmit information visually. The rapid advancement of network technologies and social media over recent decades has facilitated the widespread distribution of images via the internet. However, this ease of distribution allows unauthorized users to copy and modify the image, potentially infringing on copyright. Digital image watermarking is a robust method to combat copyright violations of digital content. Watermarking can be performed using either single or multiple watermarks. This study proposes multiple watermarking schemes based on Non-Subsampled Shearlet Transform (NSST) and Lifting Wavelet Transform (LWT) using a small block of 4×4. The watermark is embedded specifically in the red and green channels of the host images. NSST-LWT transforms the image channels. Then, the entropy and edge entropy of the LL frequency is calculated to determine the suitable blocks for embedding the watermark based on Human Visual System (HVS). The selected blocks are then decomposed by using DCT. The proposed scheme identifies the optimal embedding locations within the 4×4 DCT coefficient matrix. The selected coefficients at (1,1), (1,2), (2,1), and (2,2) are then transformed using SVD. The singular value in a position of (1,1) is then used to incorporate the watermark bits with a certain rule. The selected DCT coefficients influence the quality and strength of the watermarked image. The experimental results reveal that the suggested scheme has strong imperceptibility and resilience under various manipulation attacks, with average PSNR and SSIM values of 46.88 dB and 0.9981, respectively. Additionally, the robustness performance regarding correlation (NC) values is close to 1.

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