Digital Watermarking using Grasshopper Optimization Algorithm

Author:

Sharma Satender1,Chauhan Usha1,Khanam Ruqaiya1,Singh Krishna Kant2

Affiliation:

1. School of Electrical & Electronics Communication Engineering , Galgotias University , Greater Noida , India

2. Faculty of Engineering & Technology , Jain (Deemed-to-be University) , Bengaluru , India

Abstract

Abstract The advancement in computer science technology has led to some serious concerns about the piracy and copyright of digital content. Digital watermarking technique is widely used for copyright protection and other similar applications. In this paper, a technique for digital watermarking based on Discrete Cosine Transform (DCT), Discrete Wavelet Transform (DWT), and Grasshopper Optimization Algorithm (GOA) is proposed. The method computes the DWT of the cover image to obtain the sub-components of the image. The subcomponent is converted to frequency domain using DCT. The challenge is to find the optimal scaling factor to be used for watermarking. The authors have designed a GOA based technique that finds the optimized scaling factor and the coefficient for embedding the watermark. GOA makes the watermark undetectable and is invisible in the cover image. The watermark image is embedded in the cover image using these coefficients. The extraction of watermark from the cover image is done by using inverse DCT and DWT. The proposed method is compared with the other state of the art methods. The effectiveness of the proposed method is computed using Peak Signal to Noise Ratio (PSNR), Normalized Cross Correlation (NCC) and Image Fidelity (IF). The proposed method outperforms the other methods and can be effectively used for practical digital watermarking.

Publisher

Walter de Gruyter GmbH

Subject

General Computer Science

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1. On unique framework-based implementation of a novel image watermarking scheme;Multimedia Tools and Applications;2024-02-29

2. Digital Watermarking Techniques for Secure Image Distribution;2024 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE);2024-01-24

3. Hybrid optimization for secure and robust digital image watermarking with DWT, DCT and SPIHT;Multimedia Tools and Applications;2023-09-19

4. An Adaptive Block-Based Watermarking Scheme Using RDWT-SVD and Particle Swarm Optimization;SN Computer Science;2023-08-29

5. Image data hiding schemes based on metaheuristic optimization: a review;Artificial Intelligence Review;2023-06-18

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