journal article·2023Open access

Cover Enhancement Method for Audio Steganography Based on Universal Adversarial Perturbations with Sample Diversification

Jiangchuan Li, Peisong He, Jiayong Liu, Jie Luo, Qiang Xia

Computers, Materials & Continua· Volume 75· Issue 3

Abstract

Steganography techniques, such as audio steganography, have been widely used in covert communication. However, the deep neural network, especially the convolutional neural network (CNN), has greatly threatened the security of... | Find, read and cite all the research you need on Tech Science Press
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 (39)

Show source-provided references
1. An overview of encryption algorithms in color images10.1016/j.sigpro.2019.06.010 ↗
2. Research on AI security enhanced encryption algorithm of autonomous IoT systems10.1016/j.ins.2021.06.016 ↗
3. Watermarking techniques for medical data authentication: A survey10.1007/s11042-020-08801-0 ↗
4. DWT-SVD based image steganography using threshold value encryption method10.32604/cmc.2022.023116 ↗
5. Backward movement oriented shark smell optimization-based audio steganography using encryption and compression strategies10.1016/j.dsp.2021.103335 ↗
6. Coverless video steganography based on frame sequence perceptual distance mapping10.32604/cmc.2022.029378 ↗
7. Efficient method of audio steganography by modified LSB algorithm and strong encryption key with enhanced security
8. Speech steganography using wavelet and Fourier transforms10.1186/1687-4722-2012-20 ↗
9. Audio steganalysis with convolutional neural network
10. Audio steganalysis with improved convolutional neural network
11. Deep audio steganalysis in time domain
12. Audio steganography based on iterative adversarial attacks against convolutional neural networks10.1109/TIFS.2019.2963764 ↗
13. Iteratively generated adversarial perturbation for audio stego post-processing
14. Deepfool: A simple and accurate method to fool deep neural networks
15. Audio steganography using LSB encoding technique with increased capacity and bit error rate optimization
16. A novel embedding method to increase capacity and robustness of low-bit encoding audio steganography technique using noise gate software logic algorithm10.3923/jas.2010.59.64 ↗
17. Enhanced LSB technique for audio steganography
18. A multi-threshold based audio steganography scheme10.1016/j.jisa.2015.02.001 ↗
19. Adaptive audio steganography based on advanced audio coding and syndrome-trellis coding
20. Derivative-based steganographic distortion and its non-additive extensions for audio10.1109/TCSVT.2019.2918511 ↗
21. Derivative-based audio steganalysis10.1145/2000486.2000492 ↗
22. Improved audio steganalytic feature and its applications in audio forensics10.1145/3190575 ↗
23. Rich models for steganalysis of digital images10.1109/TIFS.2012.2190402 ↗
24. Improving audio steganalysis using deep residual networks
25. C. Szegedy, W. Zaremba, I. Sutskever, J. Bruna, D. Erhan et al., “Intriguing properties of neural networks,” arXiv preprint arXiv: 1312.6199, 2013.
26. Adversarial examples against deep neural network based steganalysis
27. Explaining and harnessing adversarial examples
28. On security enhancement of steganography via generative adversarial image10.1109/LSP.2019.2963180 ↗
29. Generative adversarial nets10.1145/3422622 ↗
30. Adversarial steganography based on sparse cover enhancement10.1016/j.jvcir.2021.103325 ↗
31. Learning to generate steganographic cover for audio steganography using GAN10.1109/ACCESS.2021.3090445 ↗
32. LSB matching revisited10.1109/LSP.2006.870357 ↗
33. Improving transferability of adversarial examples with input diversity
34. Universal adversarial perturbations
35. S. Abdoli, L. G. Hafemann, J. Rony, I. B. Ayed, P. Cardinal et al., “Universal adversarial audio perturbations,” arXiv preprint arXiv: 1908.03173, 2019.
36. DARPA TIMIT acoustic-phonetic continous speech corpus CD-ROM. NIST speech disc 1-1. 1
37. Hiding data in images by simple LSB substitution10.1016/j.patcog.2003.08.007 ↗
38. Sirenattack: Generating adversarial audio for end-to-end acoustic systems
39. PixInWav: Residual steganography for hiding pixels in audio