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An IPVO-based reversible data hiding scheme using floating predictors.

Rong Li1, Xiang Yang Li2, Yan Xiong2

  • 1School of Computer Science, Guangdong Agriculture Industry Business Polytechnic, Guangzhou, 510507, China.

Mathematical Biosciences and Engineering : MBE
|September 11, 2019
PubMed
Summary
This summary is machine-generated.

This study enhances reversible data hiding using improved pixel-value-ordering (IPVO) and prediction-error expansion. The optimized method minimizes pixel shifts in images for better data security.

Keywords:
PSNRReversible data hidingfloating prediction-errorimproved pixel-value-orderingoptimization

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Area of Science:

  • Computer Science
  • Information Security
  • Digital Image Processing

Background:

  • Reversible data hiding (RDH) allows secret data embedding without permanent image distortion.
  • Existing RDH schemes, like Peng et al.'s, face challenges in minimizing visual changes and pixel shifts.
  • Improved Pixel-Value-Ordering (IPVO) and prediction-error expansion are key techniques in RDH.

Purpose of the Study:

  • To optimize a high-fidelity reversible data hiding scheme.
  • To reduce the pixel shift rate and visual impact on the carrier image.
  • To improve the performance of RDH schemes, especially for rough images.

Main Methods:

  • Optimizing Peng et al.'s IPVO-based RDH scheme.
  • Selecting appropriate prediction-errors for data embedding to minimize pixel shifts.
  • Extending the IPVO-based RDH scheme with a floating predictor.

Main Results:

  • The proposed scheme achieves superior performance compared to state-of-the-art methods at the same embedding capacity.
  • Demonstrated significant reduction in pixel shifts, especially for rough images.
  • Successfully reduced visual changes in the carrier image.

Conclusions:

  • The optimized IPVO-based RDH scheme offers improved high-fidelity data hiding.
  • The selection of prediction-errors is crucial for minimizing image modification.
  • The proposed method provides a robust solution for secure data embedding in digital images.