English

Hiding Data in Images Using Cryptography and Deep Neural Network

Multimedia 2020-01-03 v2 Cryptography and Security

Abstract

Steganography is an art of obscuring data inside another quotidian file of similar or varying types. Hiding data has always been of significant importance to digital forensics. Previously, steganography has been combined with cryptography and neural networks separately. Whereas, this research combines steganography, cryptography with the neural networks all together to hide an image inside another container image of the larger or same size. Although the cryptographic technique used is quite simple, but is effective when convoluted with deep neural nets. Other steganography techniques involve hiding data efficiently, but in a uniform pattern which makes it less secure. This method targets both the challenges and make data hiding secure and non-uniform.

Keywords

Cite

@article{arxiv.1912.10413,
  title  = {Hiding Data in Images Using Cryptography and Deep Neural Network},
  author = {Kartik Sharma and Ashutosh Aggarwal and Tanay Singhania and Deepak Gupta and Ashish Khanna},
  journal= {arXiv preprint arXiv:1912.10413},
  year   = {2020}
}

Comments

20 pages, 9 figures, 5 tables

R2 v1 2026-06-23T12:53:42.253Z