Random Projections of Residuals for Digital Image Steganalysis

No abstract is available for this paper.

• Publication year

  2013

• Venue

  IEEE Transactions on Information Forensics and Security

• Publication date

  2013-12-01

• Fields of study

  Computer Science

• Identifiers
  DOI 10.1109/TIFS.2013.2286682
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Implementing the projected spatial rich features on a GPU

  2014cited by this paper
• Random projections of residuals as an alternative to co-occurrences in steganalysis

  2013cited by this paper
• An Asymptotically Uniformly Most Powerful Test for LSB Matching Detection

  2013cited by this paper
• Steganalysis in resized images

  2013cited by this paper
• Digital image steganography using universal distortion

  2013cited by this paper
• Hidden information detection based on quantized Laplacian distribution

  2012cited by this paper
• Steganalysis of JPEG images using rich models

  2012cited by this paper
• New Channel Selection Rule for JPEG Steganography

  2012cited by this paper
• Rich Models for Steganalysis of Digital Images

  2012influential reference
• Co-occurrence steganalysis in high dimensions

  2012cited by this paper
• Adaptive Steganalysis of Least Significant Bit Replacement in Grayscale Natural Images

  2012cited by this paper
• Ensemble Classifiers for Steganalysis of Digital Media

  2012cited by this paper
• Statistical Detection of LSB Matching Using Hypothesis Testing Theory

  2012cited by this paper
• An efficient JPEG steganographic scheme using uniform embedding

  2012cited by this paper
• Minimizing Additive Distortion in Steganography Using Syndrome-Trellis Codes

  2011cited by this paper
• A New Methodology in Steganalysis: Breaking Highly Undetectable Steganograpy (HUGO)

  2011influential reference
• Breaking HUGO - The Process Discovery

  2011cited by this paper
• "Break Our Steganographic System": The Ins and Outs of Organizing BOSS

  2011cited by this paper
• Steganalysis of Content-Adaptive Steganography in Spatial Domain

  2011cited by this paper
• Using High-Dimensional Image Models to Perform Highly Undetectable Steganography

  2010cited by this paper
• Advanced Statistical Steganalysis

  2010cited by this paper
• Advanced Statistical Steganalysis

  2010cited by this paper
• Calibration revisited

  2009cited by this paper
• Steganalysis by Subtractive Pixel Adjacency Matrix

  2009cited by this paper
• Less detectable JPEG steganography method based on heuristic optimization and BCH syndrome coding

  2009cited by this paper
• The square root law of steganographic capacity

  2008cited by this paper
• Revisiting weighted stego-image steganalysis

  2008cited by this paper
• Statistically undetectable jpeg steganography: dead ends challenges, and opportunities

  2007cited by this paper
• A Fusion of Maximum Likelihood and Structural Steganalysis

  2007cited by this paper
• Modified Matrix Encoding Technique for Minimal Distortion Steganography

  2006cited by this paper
• New blind steganalysis and its implications

  2006cited by this paper
• Steganalysis based on Markov Model of Thresholded Prediction-Error Image

  2006cited by this paper
• Steganalysis using higher-order image statistics

  2006cited by this paper
• Perturbed quantization steganography with wet paper codes

  2004cited by this paper
• Statistical steganalysis

  2003cited by this paper
• Steganalysis using image quality metrics

  2003cited by this paper
• Detecting Hidden Messages Using Higher-Order Statistics and Support Vector Machines

  2002cited by this paper
• F5-A Steganographic Algorithm

  2001cited by this paper
• Steganalysis of watermarking techniques using image quality metrics

  2001cited by this paper
• Bagging Predictors

  1996cited by this paper
• Filter Banks

  year unknowncited by this paper

• Cross-Domain Image Steganalysis Based on Frequency-Domain Alignment and Feature Calibration

  2026cites this paper
• Steganalysis Network for Weak Steganographic Signal Extraction and Enhancement.

  2026cites this paper
• Fearless of Noise: Robust Image-in-Image Hiding Using Dual-Tree Complex Wavelet Transform and State Space Model

  2026cites this paper
• Feature aware-contrastive learning network for arbitrary-sized image steganalysis

  2025cites this paper
• Dimensionality reduction algorithm of spatial-domain steganalytic features based on PCA and equal interval division

  2025cites this paper
• A Labeled Intermediate Domain Aided Two-Domain Correlation Fusion for Mismatched Steganalysis

  2025cites this paper
• SNR: One single network for image steganography with robust post-save recovery

  2025cites this paper
• PSDR-SNet: Siamese network of potential steganographic signal difference regions for image steganalysis

  2025cites this paper
• Image Steganalysis Based on Dual-Path Enhancement and Fractal Downsampling

  2025cites this paper
• Image steganalysis based on space-frequency domain interaction and collaborative enhancement

  2025cites this paper
• Steganalysis Network With Two-Branch Preprocessing for Spatial and JPEG Domains

  2025cites this paper
• Global texture sensitive convolutional transformer for medical image steganalysis

  2024cites this paper
• Discriminability-Aware Intermediate Domains for Mismatched Steganalysis

  2024cites this paper
• Color Image Steganalysis Based on Pixel Difference Convolution and Enhanced Transformer With Selective Pooling

  2024cites this paper
• Fast dominant feature selection with compensation for efficient image steganalysis

  2024cites this paper
• Cover Selection in Encrypted Images

  2024cites this paper
• A Multi-Feature Fusion Method with Inception Architecture for Image Steganalysis

  2024cites this paper
• Vaccine for digital images against steganography

  2024influential citation
• Image Steganography Approaches and Their Detection Strategies: A Survey

  2024cites this paper
• A two-stream-network based steganalysis network: TSNet

  2024cites this paper
• CIRNet: An Improved Lightweight Convolution Neural Network Architecture with Inverted Residuals for Universal Steganalysis

  2024cites this paper
• Universal Mismatched Steganalysis Equipped With Progressive Intermediate Domains

  2024cites this paper
• Steganalysis Feature Selection With Multidimensional Evaluation and Dynamic Threshold Allocation

  2024cites this paper
• Maximizing steganalysis performance using siamese networks for image

  2024cites this paper
• A deep steganalysis network combining source-supervised and target-unsupervised information for cover-source mismatch

  2024cites this paper
• Improving image steganography security via ensemble steganalysis and adversarial perturbation minimization

  2024cites this paper
• Dual-domain joint optimization for universal JPEG steganography

  2024cites this paper
• Deep Sub-Image Sampling Based Defense Against Spatial-Domain Adversarial Steganography

  2024cites this paper
• Enhancing the security of image steganography via multiple adversarial networks and channel attention modules

  2023cites this paper
• A review of coverless steganography

  2023cites this paper
• Imperceptible adversarial audio steganography based on psychoacoustic model

  2023cites this paper
• Embedded Feature Selection Approach Using Penalized Logistic Regression for Universal Steganalysis

  2023cites this paper
• A Siamese Inverted Residuals Network Image Steganalysis Scheme based on Deep Learning

  2023cites this paper
• FPFnet: Image steganalysis model based on adaptive residual extraction and feature pyramid fusion

  2023cites this paper
• Cover Selection for Steganography Using Image Similarity

  2023cites this paper
• Image steganalysis method based on cover selection and adaptive filtered residual network

  2023cites this paper
• Improving CoatNet for Spatial and JPEG Domain Steganalysis

  2023cites this paper
• A transferability-aware covariance alignment network for image steganalysis

  2023cites this paper
• A Universal Audio Steganalysis Scheme Based on Multiscale Spectrograms and DeepResNet

  2023cites this paper
• RED-Net: Residual and Enhanced Discriminative Network for Image Steganalysis in the Internet of Medical Things and Telemedicine

  2023influential citation
• Fast SwT-Based Deep Steganalysis Network for Arbitrary-Sized Images

  2023cites this paper
• Sign steganography revisited with robust domain selection

  2022cites this paper
• Analyzing the accuracy of detecting steganograms formed by adaptive steganographic methods when using artificial neural networks

  2022cites this paper
• Steganalysis of JPEG Images based on 2D-Gabor Filters and Feature Dimensionality Reduction

  2022cites this paper
• Statistical stegdetectors performance by message re-embedding

  2022cites this paper
• Digital image steganography survey and investigation (goal, assessment, method, development, and dataset)

  2022cites this paper
• DeepMIH: Deep Invertible Network for Multiple Image Hiding

  2022cites this paper
• CCNet: CNN model with channel attention and convolutional pooling mechanism for spatial image steganalysis

  2022cites this paper
• Hiding Images in Deep Probabilistic Models

  2022cites this paper
• Spatial Steganalysis Based on Non-Local Block and Multi-Channel Convolutional Networks

  2022cites this paper
• Steganalysis of Image with Adaptively Parametric Activation

  2022cites this paper
• A dual-path network for source-robust spatial image steganalysis

  2022cites this paper
• Printed ID Facial Image Steganography to Prevent Photograph Substitution Attack

  2022cites this paper
• Universal Image Steganalysis Based on Convolutional Neural Network with Global Covariance Pooling

  2022cites this paper
• Lightweight and Effective Deep Image Steganalysis Network

  2022cites this paper
• Digital image steganography: A literature survey

  2022cites this paper
• Steganalysis for Small-Scale Training Image Pairs with Cover-Stego Feature Difference Model

  2022cites this paper
• Detecting Adversarial Examples Using Rich Residual Models to Improve Data Security in CNN Models

  2022cites this paper
• Reversible Privacy Protection with the Capability of Antiforensics

  2021cites this paper
• Learning to Generate Steganographic Cover for Audio Steganography Using GAN

  2021cites this paper
• Feature Selection of the Rich Model Based on the Correlation of Feature Components

  2021cites this paper
• Steganalysis of Adaptive Image Steganography using Convolution Neural Network and Blocks Selection

  2021cites this paper
• Steganalysis of Digital Images Using Deep Fractal Network

  2021cites this paper
• Message Drives Image: A Coverless Image Steganography Framework Using Multi-Domain Image Translation

  2021cites this paper
• INFLUENCE OF DIGITAL IMAGES PRELIMINARY NOISING ON STATISTICAL STEGDETECTORS PERFORMANCE

  2021cites this paper
• About JPEG Images Parameters Impact to Steganalys Accuracy

  2021cites this paper
• Steganalysis of convolutional neural network based on neural architecture search

  2021cites this paper
• JPEG steganalysis based on denoising network and attention module

  2021cites this paper
• Universal Deep Network for Steganalysis of Color Image Based on Channel Representation

  2021influential citation
• Disguise of Steganography Behaviour: Steganography Using Image Processing with Generative Adversarial Network

  2021cites this paper
• Improving UNIWARD distortion function via isotropic construction and hierarchical merging

  2021cites this paper
• A Fast Selection Based on Similar Cross-Entropy for Steganalytic Feature

  2021cites this paper
• Steganalytic feature based adversarial embedding for adaptive JPEG steganography

  2021cites this paper
• Stegomalware: A Systematic Survey of MalwareHiding and Detection in Images, Machine LearningModels and Research Challenges

  2021influential citation
• Gain-Loss Evaluation-Based Generic Selection for Steganalysis Feature

  2021cites this paper
• Extracting embedded messages using adaptive steganography based on optimal syndrome-trellis decoding paths

  2021cites this paper
• Vector Separability Measurement Based Fast Feature Selection for Detecting Images Information Hiding

  2020cites this paper
• A Survey on Deep Convolutional Neural Networks for Image Steganography and Steganalysis

  2020influential citation
• Color image steganalysis based on embedding change probabilities in differential channels

  2020cites this paper
• Comparing Classifiers for Universal Steganalysis

  2020cites this paper
• A Steganalysis framework based on CNN using the filter subset selection method

  2020cites this paper
• IAS-CNN: Image adaptive steganalysis via convolutional neural network combined with selection channel

  2020cites this paper
• Simulating Suboptimal Steganographic Embedding

  2020cites this paper
• Learning selection channels for image steganalysis in spatial domain

  2020cites this paper
• An Efficient Steganalysis Model Based on Multi-scale LTP and Derivative Filters

  2020cites this paper
• A Multi-Scale Feature Selection Method for Steganalytic Feature GFR

  2020cites this paper
• A coverless steganography method based on generative adversarial network

  2020cites this paper
• Computing in Covert Domain Using Data Hiding

  2020cites this paper
• A New Convolutional Neural Network-Based Steganalysis Method for Content-Adaptive Image Steganography in the Spatial Domain

  2020cites this paper
• Fast and Secure Steganography Based on J-UNIWARD

  2020cites this paper
• Data Science and Analytics: 5th International Conference on Recent Developments in Science, Engineering and Technology, REDSET 2019, Gurugram, India, November 15–16, 2019, Revised Selected Papers, Part I

  2020cites this paper
• Histogram Layers for Texture Analysis

  2020cites this paper
• Feature extraction optimization of JPEG steganalysis based on residual images

  2020cites this paper
• Adversarial Examples Detection Using Random Projections of Residuals

  2020influential citation
• A Formula Three Pixels Matching Steganography Algorithm

  2020cites this paper
• Steganalysis using learned denoising kernels

  2020cites this paper
• An Evaluation of the Robustness Chi-Square Steganalysis Method on Wav Audio Files with Various Content

  2020cites this paper
• Data Computing in Covert Domain

  2020cites this paper
• Depth-Wise Separable Convolutions and Multi-Level Pooling for an Efficient Spatial CNN-Based Steganalysis

  2020cites this paper
• MP3 steganalysis based on joint point-wise and block-wise correlations

  2020cites this paper