Local Features-Based Watermarking for Image Security in Social Media
Source abstract
Abstract
The last decade shows an explosion of using social media, which raises several challenges related to the security of personal files including images. These challenges include modifying, illegal copying, identity fraud, copyright protection and ownership of images. Traditional digital watermarking techniques embed digital information inside another digital information without affecting the visual quality for security purposes. In this paper, we propose a hybrid digital watermarking and image processing approach to improve the image security level. Specifically, variants of the widely used Least-Significant Bit (LSB) watermarking technique are merged with a blob detection algorithm to embed information into the boundary pixels of the largest blob of a digital image. The proposed algorithms are tested using several experiments and techniques, which are followed by uploading the watermarked images into a social media site to evaluate the probability of extracting the embedding watermarks. The results show that the proposed approaches outperform the traditional LSB algorithm in terms of time, evaluation criteria and the percentage of pixels that have changed.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Advanced Steganography and Watermarking Techniques · Digital Media Forensic Detection · Chaos-based Image/Signal Encryption
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (19)
Show source-provided references
1. Aichner · Cyberpsychology, Behavior, and Social Networking · 2021 · 24 · 21510.1089/cyber.2020.0134 ↗
2. H. Tankovska, “Number of social network users worldwide from 2017 to 2025,” 2021. [Online]. Available: https://www.statista.com.
3. A study on image security in social media using digital watermarking with metadata
4. Image watermarking using LSB (least significant bit)
5. Digital image security using digital watermarking
6. A Survey on LSB based steganography methods
7. Taxonomy and performance evaluation of feature based extraction techniques in digital image watermarking
8. Digital watermarking algorithm using LSB
9. Image steganography using LSB and edge-detection technique
10. A new method of image steganography using last three bit plane of gray scale images
11. Data hiding inside JPEG images with high resistance to steganalysis using a novel technique: DCT-M310.1016/j.asej.2017.02.003 ↗
12. A novel approach of image steganography for secure communication based on lsb substitution technique10.32604/cmc.2020.09186 ↗
13. Robust hybrid image watermarking scheme based on KAZE features and IWT-SVD10.1007/s11042-018-6361-2 ↗
14. Moeslund · Introduction to Video and Image Processing · 2012 · 1 · 112
15. Gonzalez · Digital Image Processing · 2002 · 1 · 60
16. A. Kaspers, “Blob detection,” Master’s thesis. University of Utrecht, Netherlands, 2011.
17. Vision-based obstacles detection for a mobile robot
18. Modified A* algorithm for safer mobile robot navigation
19. Image quality assessment through FSIM, SSIM, MSE and PSNR—A comparative study10.4236/jcc.2019.73002 ↗