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

2,3,5,6,7,8

Traditional LSB based

Easy implementation

Security, payload capacity, visual quality of stego image and recovered image

9,10,11,12,13

Transform domain based

Better security and payload capacity than traditional LSB

Visual quality of stego and reconstructed images

14,15,16,17,18

Machine learning based

Better visual quality of stego and reconstructed images

High complexity, payload capacity can be improved

19,20

Support vector machine based

Better security

Not suitable for large dataset

23,24,25,26,27,28,29

CNN based

High payload capacity, reconstruction quality

Computational cost, security from deep learning based steganalysis

30,31,32,33

GAN based

High visual quality stego and reconstructed images, low computation cost

Security from deep learning based steganalysis