An Experiment Towards the Detectability of Image Steganography Without Using Classifier

Image steganography become one of the important fields of cybersecurity. It studies the potential of multimedia security in order to protect confidential information In general. In specific, it belongs to information hiding. However, Image steganography process results in stego images. In this study, two main experiments of image steganography detectability without using classifier with help of Image Processing, Image Quality, Feature Extraction, and Significant Statistical Measure. Several features involves one or many parameters that help to study experimental images. For example: Image histogram, Detection line, Structural Similarity Index Measures (SSIM), And Sum of Arrays Index (Sums). Although, It study the functionality of Image features to highlight the process of its detectability.

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Publication Details

Published
2025-04-13
DOI
https://doi.org/10.1109/iccit63348.2025.10989300
Primary Topic
Advanced Steganography and Watermarking Techniques
Type
article
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article

An Experiment Towards the Detectability of Image Steganography Without Using Classifier

Ayidh Alharbi
Advanced Steganography and Watermarking Techniques
article

An Experiment Towards the Detectability of Image Steganography Without Using Classifier

Ayidh Alharbi
article en

Abstract

Image steganography become one of the important fields of cybersecurity. It studies the potential of multimedia security in order to protect confidential information In general. In specific, it belongs to information hiding. However, Image steganography process results in stego images. In this study, two main experiments of image steganography detectability without using classifier with help of Image Processing, Image Quality, Feature Extraction, and Significant Statistical Measure. Several features involves one or many parameters that help to study experimental images. For example: Image histogram, Detection line, Structural Similarity Index Measures (SSIM), And Sum of Arrays Index (Sums). Although, It study the functionality of Image features to highlight the process of its detectability.

University of Tabuk (SA)
Openalex Percentile: Top 91%
Advanced Steganography and Watermarking Techniques
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