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Enterprise AI Analysis: Robust and imperceptible image watermarking using chaotic map-integrated quantum-inspired multi-objective cuckoo search optimization

Image Security

Robust and imperceptible image watermarking using chaotic map-integrated quantum-inspired multi-objective cuckoo search optimization

This research presents a novel watermarking approach, CMQICS, integrating chaotic maps with quantum-inspired multi-objective cuckoo search optimization. It achieves exceptional imperceptibility (89 dB PSNR, 0.99 SSIM) and robustness against various attacks, outperforming existing methods. The multi-image embedding capability and randomness analysis validate its security and practical applicability for secure multimedia transmission.

Executive Impact: At a Glance

Key metrics showcasing the tangible benefits of this research for enterprise integration.

0 dB Average PSNR
0 Average SSIM
0 Average CC
0 Sec Embedding Time

Deep Analysis & Enterprise Applications

Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.

89 dB Average PSNR (dB) achieved by CMQICS

Enterprise Process Flow

Start
Input Cover Image
Input Watermarking Image
Extract Chaotic Components
Extract YUV Components of Cover Image
Optimal Embedding Strength
Hybrid Embedding using DCT-2DWT
Selection of Middle Band in Zig-Zag Order in Y/U/V Components
Quantum Inspired Multiobjective CS Algorithm
Watermarked Image
Stop

CMQICS vs. State-of-Art Watermarking Techniques

Technique Used PSNR SSIM Execution Time (in Sec) Multiple Watermarking Support
  • ECH³OA¹
  • ~59
  • 0.99
  • -
  • No
  • TSO¹⁰
  • ~87
  • 0.99
  • 2
  • No
  • GWO¹²
  • ~48
  • -
  • -
  • No
  • H-Grey¹⁴
  • ~44
  • 0.99
  • -
  • No
  • WSO + BPNN²⁶
  • 57.631
  • 0.99
  • -
  • No
  • Proposed (CMQICS)
  • ~89
  • 0.99
  • ~1
  • Yes

Securing Medical Imagery

The CMQICS model achieved the highest PSNR of 89.471 dB on the MRI dataset, and an SSIM of 0.999941, demonstrating its capability to accurately recover fine anatomical structures with minimal loss. This makes it ideal for medical imaging, ensuring data integrity and copyright protection.

Result: Reliable data authentication and tamper detection in sensitive medical records.

Advanced ROI Calculator

Estimate the potential savings and reclaimed hours by integrating CMQICS into your enterprise operations.

Annual Cost Savings $0
Annual Hours Reclaimed 0

Your Implementation Roadmap

A structured approach to integrating CMQICS into your existing enterprise infrastructure.

Phase 1: Foundation & Integration

Initial setup, framework integration of chaotic maps and quantum-inspired optimization. Customization for specific enterprise image formats.

Phase 2: Performance Tuning & Validation

Optimization of embedding parameters for specific datasets, extensive robustness testing against diverse attack scenarios, and performance benchmarking.

Phase 3: Scalability & Deployment

Implementing batch processing, GPU acceleration, and integration with existing enterprise multimedia management systems. User training and documentation.

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