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Published on: January 5, 2024
A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
Mohamed Hamidi1, Mohamed El Haziti2, Hocine Cherifi1
1LIB EA 7534, Faculté des Sciences Mirande, 9 Avenue Alain Savary, BP 47870, 21078 Dijon, France.
This study introduces a hybrid image watermarking method using discrete wavelet transform (DWT), discrete cosine transform (DCT), and scale-invariant feature transformation (SIFT). The novel approach ensures robust watermark protection against various attacks while maintaining high imperceptibility.
Area of Science:
- Computer Science
- Digital Signal Processing
- Information Security
Background:
- Developing robust image watermarking is crucial for digital content protection.
- Existing methods struggle to simultaneously address image processing attacks and geometric distortions.
- Imperceptibility and robustness are key challenges in digital image watermarking.
Purpose of the Study:
- To propose a hybrid watermarking scheme robust against image processing and geometric attacks.
- To enhance watermark security and imperceptibility in digital images.
- To leverage feature-based transformations for improved watermarking resilience.
Main Methods:
- Hybrid watermarking integrating Discrete Wavelet Transform (DWT), Discrete Cosine Transform (DCT), and Scale-Invariant Feature Transform (SIFT).
- Watermark embedding in the middle band of DCT coefficients within the DWT's HL1 sub-band.
- SIFT feature point registration for correcting geometric transformations during watermark extraction.
Main Results:
- The proposed method demonstrates high robustness against common image processing attacks.
- The scheme effectively withstands various geometric manipulations.
- High levels of imperceptibility were maintained, with performance favorably comparing to alternative methods.
Conclusions:
- The DWT-DCT-SIFT hybrid watermarking scheme offers superior robustness and imperceptibility.
- This method provides a strong solution for secure digital image watermarking.
- The integration of feature-based transformations significantly enhances watermark security.
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