SteganoGAN: High Capacity Image Steganography with GANs

Code

• github.com/DAI-Lab/SteganoGAN
  OfficialIn paperpytorch★ 0
• github.com/SejPal/SteganoGAN
  pytorch★ 2
• github.com/Heaven-hand/GAN
  none★ 0
• github.com/tiennhamhd/steganoganhd
  pytorch★ 0
• github.com/IricsDo/Data-Hidding-Using-GAN
  pytorch★ 0

Abstract

Image steganography is a procedure for hiding messages inside pictures. While other techniques such as cryptography aim to prevent adversaries from reading the secret message, steganography aims to hide the presence of the message itself. In this paper, we propose a novel technique for hiding arbitrary binary data in images using generative adversarial networks which allow us to optimize the perceptual quality of the images produced by our model. We show that our approach achieves state-of-the-art payloads of 4.4 bits per pixel, evades detection by steganalysis tools, and is effective on images from multiple datasets. To enable fair comparisons, we have released an open source library that is available online at https://github.com/DAI-Lab/SteganoGAN.

Tasks

Reproductions