Artificial Intelligence Techniques for Steganography Detection in Media Files

This article entails the analysis of different steganography algorithms, including LSB and DCT. The innovation of this work consisted in the construction of a dataset and the implementation of a stego image classification system using deep learning techniques, such as GoogleNet, AlexNet and ResNet. Experimental results demonstrate the performance of different CNN architectures in detecting modified images and the type of steganographic algorithm used.

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Publication Details

Published
2024-11-07
DOI
https://doi.org/10.1109/isetc63109.2024.10797261
Primary Topic
Advanced Steganography and Watermarking Techniques
Type
article
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article

Artificial Intelligence Techniques for Steganography Detection in Media Files

Octaviana Datcu, Ana-Maria Cîrnat
Advanced Steganography and Watermarking Techniques
article

Artificial Intelligence Techniques for Steganography Detection in Media Files

Octaviana Datcu, Ana-Maria Cîrnat
article en

Abstract

This article entails the analysis of different steganography algorithms, including LSB and DCT. The innovation of this work consisted in the construction of a dataset and the implementation of a stego image classification system using deep learning techniques, such as GoogleNet, AlexNet and ResNet. Experimental results demonstrate the performance of different CNN architectures in detecting modified images and the type of steganographic algorithm used.

Universitatea Națională de Știință și Tehnologie Politehnica București (RO)
Openalex Percentile: Top 77%
Advanced Steganography and Watermarking Techniques
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Artificial Intelligence Techniques for Steganography Detection in Media Files — Octaviana Datcu, Ana-Maria Cîrnat · (2024) | TGRS Research Map | TGRS