A Review on Deep Learning Solutions for Steganalysis (original) (raw)

Deep learning in steganography and steganalysis

Marc Chaumont

Digital Media Steganography, 2020

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Digital image steganalysis: A survey on paradigm shift from machine learning to deep learning based techniques

S. Arivazhagan

IET Image Processing, 2020

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A Survey on Deep Convolutional Neural Networks for Image Steganography and Steganalysis

Israr Hussain

KSII Transactions on Internet and Information Systems

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Convolutional neural network steganalysis's application to steganography

Dan Schonfeld

2017 IEEE Visual Communications and Image Processing (VCIP), 2017

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Strategy to improve the accuracy of convolutional neural network architectures applied to digital image steganalysis in the spatial domain

Alejandro Burbano Jacome

PeerJ Computer Science, 2021

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Yedrouj-Net: An efficient CNN for spatial steganalysis Results Conclusions • An efficient approach based on deep learning (CNN) for steganalysis. • Our method outperforms the state-of-the-art and others CNN-based models with and without taking extra measu

Frédéric Comby

2018

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Steganalysis Using Yedrodj-net net's Convolutional Neural Networks (CNN) Method on Steganography Tools

Nurmi Hidayasari

2020

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Convolutional Neural Network-based Steganalysis on Spatial Domain

Hae-Yeoun Lee

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Steganalysis of Context-Aware Image Steganography Techniques Using Convolutional Neural Network

Cheonshik Kim

Applied Sciences

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Sensitivity of deep learning applied to spatial image steganalysis

REINEL TABARES SOTO

2021

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Histogram Layer, Moving Convolutional Neural Networks Towards Feature-Based Steganalysis

航 周

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Deep learning is a good steganalysis tool when embedding key is reused for different images, even if there is a cover sourcemismatch

Marc Chaumont

Electronic Imaging, 2016

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A study on the invariance in security whatever the dimension of images for the steganalysis by deep-learning

Marc Chaumont

arXiv (Cornell University), 2023

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IJERT-A CNN and BILSTM based Image Steganalysis

IJERT Journal

International Journal of Engineering Research and Technology (IJERT), 2021

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GBRAS-Net: A Convolutional Neural Network Architecture for Spatial Image Steganalysis

REINEL TABARES SOTO

IEEE Access, 2021

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Improving Blind Steganalysis in Spatial Domain Using a Criterion to Choose the Appropriate Steganalyzer Between CNN and SRM+EC

Jean-françois Couchot

IFIP Advances in Information and Communication Technology, 2017

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Artificial Intelligence-Based Digital Image Steganalysis

Ibrahim M Mehedi

Security and Communication Networks

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Yedroudj-Net: An Efficient CNN for Spatial Steganalysis

Marc Chaumont

2018

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Digital Image Steganalysis: Current Methodologies and Future Challenges

Sahar Saleh

IEEE Access

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An Improved CNN Steganalysis Architecture Based on “Catalyst Kernels” and Transfer Learning

Houcemeddine Hermassi

Lecture Notes in Business Information Processing, 2018

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A Deep Learning Framework to identify real-world stego images

Khushboo Lavania

2021

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Steganalysis for Reversible Data Hiding based on Neural Networks and Convolutional Neural Networks

Nguyen Kim Anh

International Journal of Machine Learning and Networked Collaborative Engineering, 2018

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Convolution Neural Networks for Blind Image Steganalysis: A Comprehensive Study

Halah Hasan Mahmoud

Journal of Al-Qadisiyah for computer science and mathematics, 2019

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Optimized Feature Extraction for Learning-Based Image Steganalysis

Pierre Moulin

IEEE Transactions on Information Forensics and Security, 2000

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Enhancing CNN-based Image Steganalysis on GPUs

Eslam Magdy

J. Inf. Hiding Multim. Signal Process., 2020

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Analysis of the Scalability of a Deep-Learning Network for Steganography "Into the Wild

Frédéric Comby

ArXiv, 2020

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Enhancing the performance of CNN-based blind image steganalysis approach using multi-GPU TESLA P100

Eslam Magdy

IOP Conference Series: Materials Science and Engineering, 2019

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Estimation of the Hidden Message Length in Steganography: A Deep Learning Approach

Thierry BOUWMANS

International Conference on Machine Learning for Networking, MLN 2019, 2019

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CNN-Assisted Steganography -- Integrating Machine Learning with Established Steganographic Techniques

Mitchell Thornton

arXiv (Cornell University), 2023

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IJERT-Image Stegnalysis through Deep Learning and LSB

IJERT Journal

International Journal of Engineering Research and Technology (IJERT), 2021

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