An intelligent and blind image watermarking scheme based on hybrid SVD transforms using human visual system characteristics

Sajjad Bagheri Baba Ahmadi*, Gongxuan Zhang*, Songjie Wei, Lynda Boukela

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

57 Citations (Scopus)

Abstract

This paper presents a new intelligent image watermarking scheme based on discrete wavelet transform (DWT) and singular values decomposition (SVD) using human visual system (HVS) and particle swarm optimization (PSO). The cover image is transformed by one-level (DWT) and subsequently the LL sub-band of (DWT) transformed image is chosen for embedding. To achieve the highest possible visual quality, the embedding regions are selected based on (HVS). After applying (SVD) on the selected regions, every two watermark bits are embedded indirectly into the U and Vt
components of SVD decomposition of the selected regions, instead of embedding one watermark bit into the U component and compensating on the Vt
component that results in twice capacity and reasonable imperceptibility. In addition, for increasing the robustness without losing the transparency, the scaling factors are chosen automatically by (PSO) based on the attacks test results and predefined conditions, instead of using fixed or manually set scaling factors for all different cover images. Experimental and comparative results demonstrated the stability and improved performance of the proposed scheme compared to its parents watermarking schemes. Moreover, the proposed scheme is free of false positive detection error.
Original languageEnglish
Pages (from-to)385-409
Number of pages25
JournalThe Visual Computer
Early online date6 Feb 2020
DOIs
Publication statusPublished - 28 Feb 2021
Externally publishedYes

Keywords

  • digital image watermarking
  • discrete wavelet transform (DWT)
  • human visual system (HVS)
  • singular values decomposition (SVD)
  • particle swarm optimization (PSO)

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