Hybrid Edge Detection Methods in Image Steganography for High Embedding Capacity

被引:4
作者
Habiban, Marwah [1 ]
Hamade, Fatima R. [1 ]
Mohsin, Nadia A. [1 ,2 ]
机构
[1] Univ Kufa, Fac Comp Sci & Math, Dept Comp Sci, Najaf, Iraq
[2] Univ Kufa, Sci Affairs Dept, Najaf, Iraq
关键词
Image steganography; Edge detection; Wavelet transform; GIFT cipher; Embedding capacity; OPERATOR;
D O I
10.2478/cait-2024-0009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this research, we propose two new image steganography techniques focusing on increasing image-embedding capacity. The methods will encrypt and hide secret information in the edge area. We utilized two hybrid methods for the edge detection of the images. The first method combines the Laplacian of Gaussian (LoG) with the wavelet transform algorithm and the second method mixes the LOG and Canny. The Combining was performed using addWeighted. The text message will be encrypted using the GIFT cipher method for further security and low computation. For the effectiveness evaluation of the proposed method, various evaluation metrics were used such as embedding capacity, PSNR, MSE, and SSIM. The obtained results indicate that the proposed method has a greater embedding capacity in comparison with other methods, while still maintaining high levels of imperceptibility in the cover image.
引用
收藏
页码:157 / 170
页数:14
相关论文
共 50 条
[41]   High-Capacity Image Steganography Based on Discrete Hadamard Transform [J].
Zhang, Ying-Qian ;
Zhong, Kuan ;
Wang, Xing-Yuan .
IEEE ACCESS, 2022, 10 :65141-65155
[42]   A DWT Based Perfect Secure and High Capacity Image Steganography Method [J].
Farahani, Mohammad Reza Dastjani ;
Pourmohammad, Ali .
2013 INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES (PDCAT), 2013, :314-317
[43]   Edge Based Data Embedding Steganography Algorithm Using Zedboard [J].
Kapgate, Ashvini R. ;
Agrawal, Sushama S. .
2017 2ND IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2017, :2203-2207
[44]   Random Pixel Embedding: A Novel Approach to Image Steganography [J].
Kanjalkar, Jyoti ;
Talele, Ajay ;
Kanjalkar, Pramod ;
Dhobale, Harshada ;
Gavali, Shrushti ;
Pimple, Akhilesh ;
Waghmare, Nikita .
2024 2ND WORLD CONFERENCE ON COMMUNICATION & COMPUTING, WCONF 2024, 2024,
[45]   A steganography embedding method based on edge identification and XOR coding [J].
Al-Dmour, Hayat ;
Al-Ani, Ahmed .
EXPERT SYSTEMS WITH APPLICATIONS, 2016, 46 :293-306
[46]   Towards Image Steganography Using Type-2 Fuzzy Logic and Edge Detection [J].
Yusuf, Hala Salih ;
Hagras, Hani .
2018 10TH COMPUTER SCIENCE AND ELECTRONIC ENGINEERING CONFERENCE (CEEC), 2018, :75-78
[47]   High-Capacity Image Steganography Based on Improved FC-DenseNet [J].
Duan, Xintao ;
Nao, Liu ;
Mengxiao, Gou ;
Yue, Dongli ;
Xie, Zimei ;
Ma, Yuanyuan ;
Qin, Chuan .
IEEE ACCESS, 2020, 8 :170174-170182
[48]   Hybrid Image Thresholding Method using Edge Detection [J].
Samopa, Febriliyan ;
Asano, Akira .
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2009, 9 (04) :292-299
[49]   Synthesis and Evaluation of Improved Reference Matrix Models for High Capacity Image Steganography [J].
Sudhakar, Taruna ;
Sriraman, Sundar Sripada Venugopalaswamy ;
Venkateswaran, N. .
2020 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP), 2020,
[50]   A Hybrid Approach for Color based Image Edge Detection [J].
Chinu ;
Chhabra, Amit .
2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2014, :2443-2448