journal article·2023-08-01Open access

Enhanced Steganography for High Dynamic Range Images with Improved Security and Capacity

Tzung-Her Chen, Jing-Ya Yan

Applied Sciences· Volume 13· Issue 15

Abstract

High-dynamic-range (HDR) images are widely regarded as the ideal format for digital images due to their ability to accurately render a wider range of luminance values. Recently, research has focused on introducing data-hiding techniques to HDR images, but these studies often suffer from a low hiding capacity. In 2011, a steganography scheme was proposed, which utilizes homogeneity in RGBE (red, green, blue, and exponent) format, a popular HDR format, and results in cover images with only slight and ignorable distortions after embedding. However, the capacity of the scheme is limited, and their steganography process may raise suspicions due to the abnormal distribution of pixel values caused by the multiplication and division in the embedding process. There is no denying that security is always the main concern for steganography. A major potential problem became clear after a careful revisiting of the scheme. This paper presents an enhanced steganography scheme that improves embedding capacity by modifying non-embeddable pixels to become embeddable in cover images and avoids potential security weaknesses by using additional random numbers to alter pixel values. The proposed scheme improves the embedding capacity of HDR images while maintaining their visual quality and security against statistical analysis attacks. The experimental result shows that the capacity increases 10 times without visual distortion.
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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.

Affiliations

Department of Computer Science and Information Engineering, National Chiayi University, Chiayi City 600, Taiwan

Funding

Ministry of Science and Technology of Taiwan · National Science and Technology Council of Taiwan

References (24)

Show source-provided references
1. On the limits of steganography10.1109/49.668971 ↗
2. Improving embedding efficiency for digital steganography by exploiting similarities between secret and cover images10.1007/s11042-019-7166-7 ↗
3. Latest trends in deep learning techniques for image steganography10.4018/IJDCF.318666 ↗
4. Khudhair, S.K., Sahu, M., KR, R., and Sahu, A.K. (2023). Secure Reversible Data Hiding Using Block-Wise Histogram Shifting. Electronics, 12.10.3390/electronics12051222 ↗
5. Detecting LSB steganography in color and gray-scale images10.1109/93.959097 ↗
6. Recovering high dynamic range radiance maps from photographs
7. Real pixels
8. LogLuv encoding for full-gamut, high-dynamic range images10.1080/10867651.1998.10487485 ↗
9. (2021, July 03). Industrial Light & Magic, OpenEXR. Available online: http://www.openexr.org.
10. JPEG XT: A new family of JPEG backward-compatible standards10.1109/MMUL.2016.49 ↗
11. A novel data hiding algorithm for HDR images based on a modified side match scheme
12. A data hiding scheme for high dynamic range images
13. A distortion-free data hiding scheme for high dynamic range images10.1016/j.displa.2011.02.004 ↗
14. A new distortion-free data embedding scheme for high-dynamic range images10.1007/s11042-014-2279-5 ↗
15. Distortion-free data embedding scheme for high dynamic range images
16. Wang, Z.H., Chang, C.C., Lin, T.Y., and Lin, C.C. (2012, January 23–25). A novel distortion-free data hiding scheme for high dynamic range images. Proceedings of the 2012 Fourth International Conference on Digital Home, Guangzhou, China.
17. Lan, C.F., Wang, C.M., and Lin, W. (2022). XtoE: A Novel Constructive and Camouflaged Adaptive Data Hiding and Image Encryption Scheme for High Dynamic Range Images. Appl. Sci., 12.10.3390/app122412856 ↗
18. A Novel Approach to Steganography in High-dynamic Range Images10.1109/MMUL.2009.43 ↗
19. A steganography method for digital images using side match10.1016/j.patrec.2004.05.006 ↗
20. Hiding data in images by simple LSB substitution10.1016/j.patcog.2003.08.007 ↗
21. Image steganography scheme based on pixel-value differencing and LSB replacement methods10.1049/ip-vis:20059022 ↗
22. Practical steganalysis of digital images-state of the art10.1117/12.465263 ↗
23. (2021, July 03). High Dynamic Range Image Examples. Available online: http://www.anyhere.com/gward/hdrenc/pages/originals.html.
24. (2021, July 03). Munsell Color Science Laboratory HDR Database. Available online: http://www.cis.rit.edu/research/mcsl2/icam/hdr/rit_hdr/.