Table 15 Comparison with SOTA based on robustness metrics under Gaussian noise and JPEG compression attacks using Tiny-ImageNet dataset.

From: A deep learning-driven multi-layered steganographic approach for enhanced data security

Method

Gaussian noise (PSNR)

JPEG 70% (PSNR)

AccTxt (%)

Traditional LSB

48.24

45.36

82.5

CNN-based27

52.18

49.73

89.4

GAN-based30

53.92

50.12

91.2

Proposed Method

57.50

52.45

94.8