Steganalysis

Description from the archive archive 2025-07-28.

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Most implemented papers archive 2025-07-28

30 shown of 38 papers with code (96 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• SteganoGAN: High Capacity Image Steganography with GANs
  12 Jan 2019 5 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Image steganography is a procedure for hiding messages inside pictures.
• Empty Cities: a Dynamic-Object-Invariant Space for Visual SLAM
  15 Oct 2020 2 repositories listed
  The first challenge is addressed by the use of a convolutional network that learns a multi-class semantic segmentation of the image.
• GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection
  13 Nov 2019 2 repositories listed
  The availability of large-scale facial databases, together with the remarkable progresses of deep learning technologies, in particular Generative Adversarial Networks (GANs), have led to the generation of extremely…
• Deep residual network for steganalysis of digital images
  23 Sep 2018 2 repositories listed
  Steganography detectors built as deep convolutional neural networks have firmly established themselves as superior to the previous detection paradigm - classifiers based on rich media models.
• Learning Rich Features for Image Manipulation Detection
  13 May 2018 2 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  Image manipulation detection is different from traditional semantic object detection because it pays more attention to tampering artifacts than to image content, which suggests that richer features need to be learned.
• GSDFuse: Capturing Cognitive Inconsistencies from Multi-Dimensional Weak Signals in Social Media Steganalysis
  20 May 2025 1 repository listed
  GSDFuse employs a holistic approach, synergistically integrating hierarchical multi-modal feature engineering to capture diverse signals, strategic data augmentation to address sparsity, adaptive evidence fusion to…
• CLPSTNet: A Progressive Multi-Scale Convolutional Steganography Model Integrating Curriculum Learning
  23 Apr 2025 1 repository listed
  In recent years, a large number of works have introduced Convolutional Neural Networks (CNNs) into image steganography, which transform traditional steganography methods such as hand-crafted features and prior knowledge…
• SCReedSolo: A Secure and Robust LSB Image Steganography Framework with Randomized Symmetric Encryption and Reed-Solomon Coding
  16 Mar 2025 1 repository listed
  In this paper, we introduce SCREEDSOLO, a novel framework for concealing arbitrary binary data within images.
• Efficient Streaming Voice Steganalysis in Challenging Detection Scenarios
  20 Nov 2024 1 repository listed
  Ultimately, this method effectively address the detection difficulty in VoIP.
• Natias: Neuron Attribution based Transferable Image Adversarial Steganography
  8 Sep 2024 1 repository listed
  Steganalysis, on the contrary, aims to detect the presence of secret messages within images.
• Cover-separable Fixed Neural Network Steganography via Deep Generative Models
  16 Jul 2024 1 repository listed
  Image steganography is the process of hiding secret data in a cover image by subtle perturbation.
• DiffStega: Towards Universal Training-Free Coverless Image Steganography with Diffusion Models
  15 Jul 2024 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  Traditional image steganography focuses on concealing one image within another, aiming to avoid steganalysis by unauthorized entities.
• Landscape More Secure Than Portrait? Zooming Into the Directionality of Digital Images With Security Implications
  21 Jun 2024 1 repository listed
  The orientation in which a source image is captured can affect the resulting security in downstream applications.
• Effective Message Hiding with Order-Preserving Mechanisms
  29 Feb 2024 1 repository listed
  This challenge arises because convolutional operations struggle to preserve the sequential order of message bits and effectively address the discrepancy between these two modalities.
• Dynamically Allocated Interval-Based Generative Linguistic Steganography with Roulette Wheel
  28 Jan 2024 1 repository listed
  Then, this scheme uses the idea of the roulette wheel and takes the CPs of tokens as the main basis for allocating the roulette area (i.
• Leveraging Data Geometry to Mitigate CSM in Steganalysis
  6 Oct 2023 1 repository listed
  By exploring a grid of processing pipelines fostering CSM, we discovered a geometrical metric based on the chordal distance between subspaces spanned by DCTr features, that exhibits high correlation with operational…
• SUDS: Sanitizing Universal and Dependent Steganography
  23 Sep 2023 1 repository listed
  To mitigate the shortcomings of steganalysis, this work focuses on a deep learning sanitization technique called SUDS that is not reliant upon knowledge of steganographic hiding techniques and is able to sanitize…
• A Secure and Disambiguating Approach for Generative Linguistic Steganography
  11 Aug 2023 1 repository listed
  Firstly, we propose a secure token-selection principle that the sum of selected tokens' probabilities is positively correlated to statistical imperceptibility.
• Payload-Independent Direct Cost Learning for Image Steganography
  11 Jul 2023 1 repository listed
  This framework directly learns universal costs that can be applied to any payload.
• A study on the invariance in security whatever the dimension of images for the steganalysis by deep-learning
  22 Feb 2023 1 repository listed
  In this paper, we study the performance invariance of convolutional neural networks when confronted with variable image sizes in the context of a more "wild steganalysis".
• Using Set Covering to Generate Databases for Holistic Steganalysis
  7 Nov 2022 1 repository listed
  Within an operational framework, covers used by a steganographer are likely to come from different sensors and different processing pipelines than the ones used by researchers for training their steganalysis models.
• STD-NET: Search of Image Steganalytic Deep-learning Architecture via Hierarchical Tensor Decomposition
  12 Jun 2022 1 repository listed
  We propose a normalized distortion threshold to evaluate the sensitivity of each involved convolutional layer of the base model to guide STD-NET to compress target network in an efficient and unsupervised approach, and…
• Image Disentanglement Autoencoder for Steganography Without Embedding
  1 Jan 2022 1 repository listed
  Conventional steganography approaches embed a secret message into a carrier for concealed communication but are prone to attack by recent advanced steganalysis tools.
• Fixed Neural Network Steganography: Train the images, not the network
  29 Sep 2021 1 repository listed
  Recent attempts at image steganography make use of advances in deep learning to train an encoder-decoder network pair to hide and retrieve secret messages in images.
• A Siamese CNN for Image Steganalysis
  30 Jul 2020 1 repository listed
  On the assumption that natural image noise is similar between different image sub-regions, we propose an end-to-end, deep learning, novel solution for distinguishing steganography images from normal images that provides…
• BitMix: Data Augmentation for Image Steganalysis
  30 Jun 2020 1 repository listed
  Convolutional neural networks (CNN) for image steganalysis demonstrate better performances with employing concepts from high-level vision tasks.
• Destruction of Image Steganography using Generative Adversarial Networks
  20 Dec 2019 1 repository listed
  Digital image steganalysis, or the detection of image steganography, has been studied in depth for years and is driven by Advanced Persistent Threat (APT) groups', such as APT37 Reaper, utilization of steganographic…
• IStego100K: Large-scale Image Steganalysis Dataset
  13 Nov 2019 1 repository listed
  We hope that this test set can help to evaluate the robustness of steganalysis algorithms.
• VStegNET: Video Steganography Networkusing Spatio-Temporal features andMicro-Bottleneck
  1 Sep 2019 1 repository listed
  Traditional image steganography techniques hide the secret image intohigh-frequency regions of the cover images.
• Depth-wise separable convolutions and multi-level pooling for an efficient spatial CNN-based steganalysis
  22 Aug 2019 1 repository listed
  Existing CNN architectures use various tricks to improve the performance of steganalysis, such as fixed convolutional kernels, the absolute value layer, data augmentation and the domain knowledge.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.