mlsanityData to 14 Oct 2026

StegNet: Mega Image Steganography Capacity with Deep Convolutional Network

arXiv 1806.06357 ↗First posted 17 Jun 2018cs.MMcited by 14

Not on the map. Why?

Abstract (arXiv)

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-into-image steganography. It successfully hides the same size images with a decoding rate of 98.2% or bpp (bits per pixel) of 23.57 by changing only 0.76% of the cover image on average. Our method directly learns end-to-end mappings between the cover image and the embedded image and between the hidden image and the decoded image. We~further show that our embedded image, while with mega payload capacity, is still robust to statistical analysis.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 Jun 2018.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 5; 2022: 3; 2023: 3; 2024: 0; 2025: 1; 2026: 2.

14 papers.

Sort:

By area:

  1. 2023RoSteALS: Robust Steganography using Autoencoder Latent Spacecited by 57
  2. 2023TrustMark: Universal Watermarking for Arbitrary Resolution Imagescited by 51
  3. 2021Data Hiding with Deep Learning: A Survey Unifying Digital Watermarking and Steganographycited by 24
  4. 2022Learning to Immunize Images for Tamper Localization and Self-Recoverycited by 19
  5. 2021From Image to Imuge: Immunized Image Generationcited by 11
  6. 2021A Brief Survey on Deep Learning Based Data Hidingcited by 9
  7. 2022DeepFormableTag: End-to-end Generation and Recognition of Deformable Fiducial Markerscited by 3
  8. 2021Multitask Identity-Aware Image Steganography via Minimax Optimizationcited by 2
  9. 2023Towards Robust Image-in-Audio Deep Steganographycited by 2
  10. 2021StegaPos: Preventing Unwanted Crops and Replacements with Imperceptible Positional Embeddingscited by 1
  11. 2022Deniable Steganographycited by 0
  12. 2025Exploring AI in Steganography and Steganalysis: Trends, Clusters, and Sustainable Development Potentialcited by 0
2 more
  1. 2026Breaking the Resolution Barrier: Arbitrary-resolution Deep Image Steganography Frameworkcited by 0
  2. 2026StegGNN: Learning Graphical Representation for Image Steganographycited by 0