Image Steganography

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Most implemented papers archive 2025-07-28

30 shown of 31 papers with code (73 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.
• End-to-end Trained CNN Encode-Decoder Networks for Image Steganography
  20 Nov 2017 4 repositories listed
  All the existing image steganography methods use manually crafted features to hide binary payloads into cover images.
• Multi-Image Steganography Using Deep Neural Networks
  2 Jan 2021 2 repositories listed
  Steganography is the science of hiding a secret message within an ordinary public message.
• 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.
• STCL:Curriculum learning Strategies for deep learning image steganography models
  24 Apr 2025 1 repository listed
  Aiming at the problems of poor quality of steganographic images and slow network convergence of image steganography models based on deep learning, this paper proposes a Steganography Curriculum Learning training…
• 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.
• Steganographic Embeddings as an Effective Data Augmentation
  21 Feb 2025 1 repository listed
  Image Steganography is a cryptographic technique that embeds secret information into an image, ensuring the hidden data remains undetectable to the human eye while preserving the image's original visual integrity.
• Neural Cover Selection for Image Steganography
  23 Oct 2024 1 repository listed
  In steganography, selecting an optimal cover image, referred to as cover selection, is pivotal for effective message concealment.
• StegaINR4MIH: steganography by implicit neural representation for multi-image hiding
  14 Oct 2024 1 repository listed
  Multi-image hiding, which embeds multiple secret images into a cover image and is able to recover these images with high quality, has gradually become a research hotspot in the field of image steganography.
• 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.
• StegFormer: Rebuilding the Glory of the Autoencoder-Based Steganography
  24 Mar 2024 1 repository listed
  Image hiding aims to conceal one or more secret images within a cover image of the same resolution.
• 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.
• EditGuard: Versatile Image Watermarking for Tamper Localization and Copyright Protection
  12 Dec 2023 1 repository listed
  In the era where AI-generated content (AIGC) models can produce stunning and lifelike images, the lingering shadow of unauthorized reproductions and malicious tampering poses imminent threats to copyright integrity and…
• DKiS: Decay weight invertible image steganography with private key
  30 Nov 2023 1 repository listed
  Image steganography, defined as the practice of concealing information within another image, traditionally encounters security challenges when its methods become publicly known or are under attack.
• PRIS: Practical robust invertible network for image steganography
  24 Sep 2023 1 repository listed
  Most of the existing image steganography methods have low hiding robustness when the container images affected by distortion.
• Joint adjustment image steganography networks
  15 Jul 2023 1 repository listed
  Thus, the security and quality of stego and revealed secret images still have much room for promotion, especially for large-capacity image steganography.
• 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.
• CRoSS: Diffusion Model Makes Controllable, Robust and Secure Image Steganography
  26 May 2023 1 repository listed
  Current image steganography techniques are mainly focused on cover-based methods, which commonly have the risk of leaking secret images and poor robustness against degraded container images.
• Learning Iterative Neural Optimizers for Image Steganography
  27 Mar 2023 1 repository listed Syntology ran 5 of 8 samples · 3 unverified · 8 pointer-only (licence)
  Image steganography is the process of concealing secret information in images through imperceptible changes.
• Deep adaptive hiding network for image hiding using attentive frequency extraction and gradual depth extraction
  28 Jan 2023 1 repository listed
  Image hiding secures information security in multimedia communication.
• Invisible Backdoor Attack with Dynamic Triggers against Person Re-identification
  20 Nov 2022 1 repository listed
  Instead of learning fixed triggers for the target classes from the training set, DT-IBA can dynamically generate new triggers for any unknown identities.
• 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.
• HiNet: Deep Image Hiding by Invertible Network
  1 Jan 2021 1 repository listed
  Capacity, invisibility and security are three primary challenges in image hiding task.
• An Automatic Cost Learning Framework for Image Steganography Using Deep Reinforcement Learning
  25 Sep 2020 1 repository listed
  In SPAR-RL, an agent utilizes a policy network which decomposes the embedding process into pixel-wise actions and aims at maximizing the total rewards from a simulated steganalytic environment, while the environment…
• 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…
• 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.
• BASN -- Learning Steganography with Binary Attention Mechanism
  9 Jul 2019 1 repository listed
  Secret information sharing through image carrier has aroused much research attention in recent years with images' growing domination on the Internet and mobile applications.

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.