Table 1 Summary of the existing literature.
From: Comparative performance assessment of deep learning based image steganography techniques
References | Steganography method | Improved | Needs to be improved |
|---|---|---|---|
Traditional LSB based | Easy implementation | Security, payload capacity, visual quality of stego image and recovered image | |
Transform domain based | Better security and payload capacity than traditional LSB | Visual quality of stego and reconstructed images | |
Machine learning based | Better visual quality of stego and reconstructed images | High complexity, payload capacity can be improved | |
Support vector machine based | Better security | Not suitable for large dataset | |
CNN based | High payload capacity, reconstruction quality | Computational cost, security from deep learning based steganalysis | |
GAN based | High visual quality stego and reconstructed images, low computation cost | Security from deep learning based steganalysis |