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Steganographic Generative Adversarial Networks

arXiv 1703.05502 ↗First posted 16 Mar 2017cs.MM cs.CR cs.CVcited by 21

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Abstract (arXiv)

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 it if possible. Presence of hidden payloads is typically detected by a binary classifier. In the present study, we propose a new model for generating image-like containers based on Deep Convolutional Generative Adversarial Networks (DCGAN). This approach allows to generate more setganalysis-secure message embedding using standard steganography algorithms. Experiment results demonstrate that the new model successfully deceives the steganography analyzer, and for this reason, can be used in steganographic applications.

Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Mar 2017.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 6; 2022: 4; 2023: 3; 2024: 4; 2025: 3; 2026: 1.

21 papers.

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  1. 2023RoSteALS: Robust Steganography using Autoencoder Latent Spacecited by 54
  2. 2021Data Hiding with Deep Learning: A Survey Unifying Digital Watermarking and Steganographycited by 23
  3. 2021EvilModel: Hiding Malware Inside of Neural Network Modelscited by 15
  4. 2021EvilModel 2.0: Bringing Neural Network Models into Malware Attackscited by 13
  5. 2021Multi-Stage Residual Hiding for Image-into-Audio Steganographycited by 6
  6. 2024Information hiding cameras: optical concealment of object information into ordinary imagescited by 6
  7. 2025Odysseus: Jailbreaking Commercial Multimodal LLM-integrated Systems via Dual Steganographycited by 6
  8. 2024From Covert Hiding to Visual Editing: Robust Generative Video Steganographycited by 4
  9. 2023Low-frequency Image Deep Steganography: Manipulate the Frequency Distribution to Hide Secrets with Tenacious Robustnesscited by 3
  10. 2021Multitask Identity-Aware Image Steganography via Minimax Optimizationcited by 2
  11. 2021Deep Learning for Predictive Analytics in Reversible Steganographycited by 1
  12. 2022Hiding Data in Colors: Secure and Lossless Deep Image Steganography via Conditional Invertible Neural Networkscited by 1
9 more
  1. 2023Exploiting Fine-Grained DCT Representations for Hiding Image-Level Messages within JPEG Imagescited by 1
  2. 2024A Novel Approach to Image Steganography Using Generative Adversarial Networkscited by 1
  3. 2025StegOT: Trade-offs in Steganography via Optimal Transportcited by 1
  4. 2022On the predictability in reversible steganographycited by 0
  5. 2022Deniable Steganographycited by 0
  6. 2022Image Generation Network for Covert Transmission in Online Social Networkcited by 0
  7. 2024Boosting Digital Safeguards: Blending Cryptography and Steganographycited by 0
  8. 2025Steganographic Embeddings as an Effective Data Augmentationcited by 0
  9. 2026Quantum Gatekeeper: Multi-Factor Context-Bound Image Steganography with VQC Based Key Derivation on Quantum Hardwarecited by 0