Steganalysis
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A Novel Image Steganography Method via Deep Convolutional Generative Adversarial Networks Open
The security of image steganography is an important basis for evaluating steganography algorithms. Steganography has recently made great progress in the long-term confrontation with steganalysis. To improve the security of image steganogra…
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Image Steganography: A Review of the Recent Advances Open
Image Steganography is the process of hiding information which can be text, image or video inside a cover image. The secret information is hidden in a way that it not visible to the human eyes. Deep learning technology, which has emerged a…
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Yedroudj-Net: An Efficient CNN for Spatial Steganalysis Open
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Invisible steganography via generative adversarial networks Open
Nowadays, there are plenty of works introducing convolutional neural networks (CNNs) to the steganalysis and exceeding conventional steganalysis algorithms. These works have shown the improving potential of deep learning in information hid…
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Large-Scale JPEG Image Steganalysis Using Hybrid Deep-Learning Framework Open
Adoption of deep learning in image steganalysis is still in its initial stage. In this paper we propose a generic hybrid deep-learning framework for JPEG steganalysis incorporating the domain knowledge behind rich steganalytic models. Our …
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Reversible Image Steganography Scheme Based on a U-Net Structure Open
Traditional steganography methods often hide secret data by establishing a mapping relationship between secret data and a cover image or directly in a noisy area, but has a low embedding capacity. Based on the thought of deep learning, in …
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StegNet: Mega Image Steganography Capacity with Deep Convolutional Network Open
Traditional image steganography often leans interests towards safely embedding hidden information into cover images with payload capacity almost neglected. This paper combines recent deep convolutional neural network methods with image-int…
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The ALASKA Steganalysis Challenge Open
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An overview of steganography techniques applied to the protection of biometric data Open
Identification of persons by way of biometric features is an emerging phenomenon. Over the years, biometric recognition has received much attention due to its need for security. Amongst the many existing biometrics, fingerprints are consid…
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Coverless Image Steganography: A Survey Open
With the digitalization of information, a lot of multimedia data are under attack, information security has become a key issue of public concern. Image steganography, aiming at using cover images to convey secret information has become one…
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An Adaptive Image Steganography Method Based on Histogram of Oriented Gradient and PVD-LSB Techniques Open
Pixel value differencing (PVD) and least significant bit substitution (LSB) are two widely used schemes in image steganography. These two methods do not consider different content in a cover image for hiding the secret data. The content of…
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GBRAS-Net: A Convolutional Neural Network Architecture for Spatial Image Steganalysis Open
Advances in Deep Learning (DL) have provided alternative approaches to various complex problems, including the domain of spatial image steganalysis using Convolutional Neural Networks (CNN). Several CNN architectures have been developed in…
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Steganographic generative adversarial networks Open
Steganography is collection of methods to hide secret information ("payload") within non-secret information "container"). Its counterpart, Steganalysis, is the practice of determining if a message contains a hidden payload, and recovering …
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Deep Learning Applied to Steganalysis of Digital Images: A Systematic Review Open
Steganography consists of hiding messages inside some object known as a carrier in order to establish a covert communication channel so that the act of communication itself goes unnoticed by observers who have access to that channel. The s…
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Digital image steganography and steganalysis: A journey of the past three decades Open
Steganography is the science and art of covert communication. Conversely, steganalysis is the study of uncovering the steganographic process. The evolution of steganography has been paralleled by the development of steganalysis. In this ga…
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WISERNet: Wider Separate-Then-Reunion Network for Steganalysis of Color Images Open
Until recently, deep steganalyzers in spatial domain have been all designed for gray-scale images. In this paper, we propose WISERNet (the wider separate-then-reunion network) for steganalysis of color images. We provide theoretical ration…
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ALASKA#2: Challenging Academic Research on Steganalysis with Realistic Images Open
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SteganoGAN: High Capacity Image Steganography with GANs Open
Image steganography is a procedure for hiding messages inside pictures. While other techniques such as cryptography aim to prevent adversaries from reading the secret message, steganography aims to hide the presence of the message itself. …
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Provably Secure Generative Linguistic Steganography Open
Generative linguistic steganography mainly utilized language models and applied steganographic sampling (stegosampling) to generate high-security steganographic text (stegotext).However, previous methods generally lead to statistical diffe…
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A convolutional neural network-based linguistic steganalysis for synonym substitution steganography Open
In this paper, a linguistic steganalysis method based on two-level cascaded convolutional neural networks (CNNs) is proposed to improve the system's ability to detect stego texts, which are generated via synonym substitutions. The first-le…
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Image steganography using least significant bit and secret map techniques Open
In steganography, secret data are invisible in cover media, such as text, audio, video and image. Hence, attackers have no knowledge of the original message contained in the media or which algorithm is used to embed or extract such message…
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Modern Text Hiding, Text Steganalysis, and Applications: A Comparative Analysis Open
Modern text hiding is an intelligent programming technique which embeds a secret message/watermark into a cover text message/file in a hidden way to protect confidential information. Recently, text hiding in the form of watermarking and st…
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Spatial Image Steganography Based on Generative Adversarial Network Open
With the recent development of deep learning on steganalysis, embedding secret information into digital images faces great challenges. In this paper, a secure steganography algorithm by using adversarial training is proposed. The architect…
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Data hiding inside JPEG images with high resistance to steganalysis using a novel technique: DCT-M3 Open
Information security relies mainly upon encryption, and in some cases, steganography for an extra layer of security. Steganography is the science and art of secret communication between two sides that attempts to conceal the existence of t…
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A Comparative Study of Recent Steganography Techniques for Multiple Image Formats Open
Steganography is the technique for exchanging concealed secret information in a way to avoid suspicion.The aim of Steganography is to transfer secrete message to another party by hiding the data in a cover object, so that the imposter who …
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Explicit Optimization of min max Steganographic Game Open
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High-Capacity Image Steganography with Minimum Modified Bits Based on Data Mapping and LSB Substitution Open
Steganography is the art and practice of communication using hidden messages. The least significant bits (LSB) based method is the well-known type of steganography in the spatial domain. Usually, achieving the larger embedding capacity in …
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Efficient Steganography in JPEG Images by Minimizing Performance of Optimal Detector Open
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A 3D Steganalytic Algorithm and Steganalysis-Resistant Watermarking Open
We propose a simple yet efficient steganalytic algorithm for watermarks embedded by two state-of-the-art 3D watermarking algorithms by Cho et al. The main observation is that while in a clean model the means/variances of Cho et al.'s norma…
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Faster-RCNN Based Robust Coverless Information Hiding System in Cloud Environment Open
Key distribution is the foundation for protecting users' privacy and communication security in cloud environment. Information hiding is an effective manner to hide the transmission behavior of secret information such as keys, and thus it m…