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Viewing direction based LSB data hiding in 360◦ videos
Blekinge Institute of Technology, Faculty of Computing, Department of Computer Science.ORCID iD: 0000-0003-2241-6720
Blekinge Institute of Technology, Faculty of Computing, Department of Computer Science.ORCID iD: 0000-0003-3604-2766
Blekinge Institute of Technology, Faculty of Computing, Department of Computer Science.ORCID iD: 0000-0002-1730-9026
2021 (English)In: Electronics, E-ISSN 2079-9292, Vol. 10, no 13, article id 1527Article in journal (Refereed) Published
Abstract [en]

In this paper, we propose a viewing direction based least significant bit (LSB) data hiding method for 360◦ videos. The distributions of viewing direction frequency for latitude and longitude are used to control the amount of secret data to be hidden at the latitude, longitude, or both latitude and longitude of 360◦ videos. Normalized Gaussian mixture models mimicking the viewing behavior of humans are formulated to define data hiding weight functions for latitude, longitude, and both latitude and longitude. On this basis, analytical expressions for the capacity offered by the proposed method to hide secret data in 360◦ cover videos are derived. Numerical results for the capacity using different numbers of bit planes and popular 360◦ video resolutions for data hiding are provided. The fidelity of the proposed method is assessed in terms of the peak signal-to-noise ratio (PSNR), weighted-to-spherically uniform PSNR (WS-PSNR), and non-content-based perceptual PSNR (NCP-PSNR). The experimental results illustrate that NCP-PSNR returns the highest fidelity because it gives lower weights to the impact of LSB data hiding on fidelity outside the front regions near the equator. The visual quality of the proposed method as perceived by humans is assessed using the structural similarity (SSIM) index and the non-content-based perceptual SSIM (NCP-SSIM) index. The experimental results show that both SSIM-based metrics are able to account for the spatial perceptual information of different scenes while the PSNR-based fidelity metrics cannot exploit this information. Furthermore, NCP-SSIM reflects much better the impact of the proposed method on visual quality with respect to viewing directions compared to SSIM. © 2021 by the authors. Licensee MDPI, Basel, Switzerland.

Place, publisher, year, edition, pages
MDPI AG , 2021. Vol. 10, no 13, article id 1527
Keywords [en]
360◦ videos, Capacity, Gaussian mixture model, LSB data hiding, Non-content-based perceptual PSNR, Non-content-based perceptual SSIM, PSNR, SSIM, Viewing direction, Weighted-to-spherically uniform PSNR
National Category
Telecommunications Computer Sciences
Identifiers
URN: urn:nbn:se:bth-21930DOI: 10.3390/electronics10131527ISI: 000671188200001Scopus ID: 2-s2.0-85108425388OAI: oai:DiVA.org:bth-21930DiVA, id: diva2:1576966
Part of project
VIATECH- Human-Centered Computing for Novel Visual and Interactive Applications, Knowledge Foundation
Funder
Knowledge Foundation, 20170056
Note

open access

Available from: 2021-07-01 Created: 2021-07-01 Last updated: 2022-04-29Bibliographically approved
In thesis
1. LSB Data Hiding in 360o Videos
Open this publication in new window or tab >>LSB Data Hiding in 360o Videos
2022 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Modern telecommunication systems have seen an increased demand on delivering new types of digital media such as extended reality. The currently rolled out fifth generation mobile networks are expected to support virtual reality, augmented reality, and other immersive media. On the other hand, securing communication to prevent access from adversaries and hiding secret information have become an integral part of digital communications. In particular, steganography is a class of data hiding that provides covert communication between two parties such that the information exchange cannot be observed by an attacker. Because the human auditory system and human visual system are relatively insensitive to small changes in digital media, hiding secret information in digital media has increasingly been used. This thesis focuses on data hiding in 360o videos which offer large resolutions that can be used for hiding secret data. To keep the computational load of data hiding low, least significant bit (LSB) data hiding methods are considered and their performance is assessed in terms of capacity and imperceptibility. The proposed LSB data hiding methods account for the human viewing behavior of watching 360o videos on head-mounted displays (HMDs).

This thesis is divided into an introduction part and a research part based on four peer-reviewed publications. The introduction provides fundamentals of data hiding, terminologies used in data hiding, LSB data hiding concepts, and performance measures used to assess data hiding methods. The first paper in the research part provides a survey on LSB data hiding in digital audio, images, videos, and three-dimensional (3D) media. The survey shows the tremendous potential of LSB data hiding in digital media and may assist in developing novel applications based on suitable performance trade-offs between data hiding attributes. It also reveals that LSB data hiding in 3D media such as 360o videos is not as developed as for conventional digital media. The second paper proposes an LSB data hiding method for 360o videos which takes into account that humans pay more attention to the equator region compared to the poles when viewing 360o videos on an HMD. The third paper presents a novel viewing direction based LSB data hiding method for 360o videos. The distributions of viewing direction frequency for latitude and longitude are used to control the amount of secret data to be hidden at the latitude, longitude, or both latitude and longitude of 360o  videos. Analytical expressions for the capacity offered by this method are derived and imperceptibility is assessed through fidelity and quality metrics. The fourth paper proposes a viewing direction weighted bit plane LSB data hiding method for 360o videos that uses normalized Gaussian mixture models to control the amount of secret data and the number of bit planes used for data hiding in the latitude and longitude.

Place, publisher, year, edition, pages
Karlskrona: Blekinge Tekniska Högskola, 2022. p. 252
Series
Blekinge Institute of Technology Doctoral Dissertation Series, ISSN 1653-2090 ; 2022:04
Keywords
LSB data hiding, 360° Videos, Capacity, Fidelity, Quality
National Category
Computer and Information Sciences Telecommunications
Research subject
Computer Science; Telecommunication Systems
Identifiers
urn:nbn:se:bth-22812 (URN)978-91-7295-440-3 (ISBN)
Public defence
2022-05-27, J1630 + Zoom, Campus Gräsvik, Karlskrona, 09:30 (English)
Opponent
Supervisors
Available from: 2022-04-13 Created: 2022-04-13 Last updated: 2022-12-08Bibliographically approved

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Tran, Dang NinhZepernick, Hans-JuergenChu, Thi My Chinh

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