Back to Search Start Over

An efficient steganography technique based on S2OA & DESAE model.

Authors :
Dhawan, Sachin
Gupta, Rashmi
Bhuyan, Hemanta Kumar
Vinayakumar, Ravi
Pani, Subhendu Kumar
Rana, Arun Kumar
Source :
Multimedia Tools & Applications; Apr2023, Vol. 82 Issue 10, p14527-14555, 29p
Publication Year :
2023

Abstract

This paper gives a novel and efficient steganography technique based on hybrid algorithms that improves the various important parameters like PSNR, MSE, IF, capacity, security. It increases the security of the confidential data by using the encryption method and give improved quality of stego images with less error rate. This paper utilizes a grouping of wavelet domain & Salp Swarm based Optimization Algorithm (SSOA) and proposed embedding process for increasing the payload capacity. Initially, the integer discrete wavelet transform is utilized to process the cover image and DWT to extract the hidden image accurately. Furthermore, an edge localization process is proposed to localize the edge region of detail bands efficiently, which can be done by SSO Algorithm. To enhance the quality of the stego pictures, a deep enhanced stacked auto encoder (DESAE) has been proposed. The evaluation result of this technique achieves good image quality and high security. Also, it increases the payload capacity of the existing methods, which confirms the superiority of the proposed method compared to previous related techniques. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13807501
Volume :
82
Issue :
10
Database :
Complementary Index
Journal :
Multimedia Tools & Applications
Publication Type :
Academic Journal
Accession number :
162683347
Full Text :
https://doi.org/10.1007/s11042-022-13798-9