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LSB Data Hiding in Digital Media: A Survey
Blekinge Tekniska Högskola, Fakulteten för datavetenskaper, Institutionen för datavetenskap.ORCID-id: 0000-0003-2241-6720
Blekinge Tekniska Högskola, Fakulteten för datavetenskaper, Institutionen för datavetenskap.ORCID-id: 0000-0003-3604-2766
Blekinge Tekniska Högskola, Fakulteten för datavetenskaper, Institutionen för datavetenskap.ORCID-id: 0000-0002-1730-9026
2022 (Engelska)Ingår i: EAI Endorsed Transactions on Industrial Networks and Intelligent Systems, E-ISSN 2410-0218, s. 1-50Artikel, forskningsöversikt (Refereegranskat) Published
Abstract [en]

Data hiding or information hiding is a prominent class of information security that aims at reliably conveying secret data embedded in a cover object over a covert channel. Digital media such as audio, image, video, and three-dimensional (3D) media can act as cover objects to carry such secret data. Digital media security has acquired tremendous significance in recent years and will be even more important with the development and delivery of new digital media over digital communication networks. In particular, least significant bit (LSB) data hiding is easy to implement and to combine with other hiding techniques, offers high embedding capacity for data, can resist steganalysis and several types of attacks, and is well suited for real-time applications. This article provides a comprehensive survey on LSB data hiding in digital media. The fundamental concepts and terminologies used in data hiding are reviewed along with a general data hiding model. The five attributes of data hiding, i.e., capacity, imperceptibility, robustness, detectability, and security, and the related performance metrics used in this survey to compare the characteristics of the different LSB data hiding methods are discussed. Given the classification of data hiding methods with respect to audio, image, video, and 3D media, a comprehensive survey of LSB data hiding for each of these four digital media is provided. In particular, landmark studies, state-of-the-art approaches, and applications of LSB data hiding are described for each of the four digital media. Their performance is compared with respect to the data hiding attributes which illustrates benefits and drawbacks of the reviewed LSB data hiding methods. The article concludes with summarizing main findings and suggesting directions for future research. This survey will be helpful for researchers and practitioners to keep abreast about the potential of LSB data hiding in digital media and to develop novel applications based on suitable performance trade-offs between data hiding attributes.

Ort, förlag, år, upplaga, sidor
European Alliance for Innovation (EAI) , 2022. s. 1-50
Nyckelord [en]
LSB data hiding, steganography, watermarking, audio, image, video, 3D media, performance assessment
Nationell ämneskategori
Data- och informationsvetenskap Datavetenskap (datalogi) Telekommunikation
Forskningsämne
Telekommunikationssystem; Datavetenskap
Identifikatorer
URN: urn:nbn:se:bth-22811DOI: 10.4108/eai.5-4-2022.173783OAI: oai:DiVA.org:bth-22811DiVA, id: diva2:1649994
Tillgänglig från: 2022-04-05 Skapad: 2022-04-05 Senast uppdaterad: 2025-09-30Bibliografiskt granskad
Ingår i avhandling
1. LSB Data Hiding in 360o Videos
Öppna denna publikation i ny flik eller fönster >>LSB Data Hiding in 360o Videos
2022 (Engelska)Doktorsavhandling, sammanläggning (Övrigt vetenskapligt)
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.

Ort, förlag, år, upplaga, sidor
Karlskrona: Blekinge Tekniska Högskola, 2022. s. 252
Serie
Blekinge Institute of Technology Doctoral Dissertation Series, ISSN 1653-2090 ; 2022:04
Nyckelord
LSB data hiding, 360° Videos, Capacity, Fidelity, Quality
Nationell ämneskategori
Data- och informationsvetenskap Telekommunikation
Forskningsämne
Datavetenskap; Telekommunikationssystem
Identifikatorer
urn:nbn:se:bth-22812 (URN)978-91-7295-440-3 (ISBN)
Disputation
2022-05-27, J1630 + Zoom, Campus Gräsvik, Karlskrona, 09:30 (Engelska)
Opponent
Handledare
Tillgänglig från: 2022-04-13 Skapad: 2022-04-13 Senast uppdaterad: 2025-09-30Bibliografiskt granskad

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Förlagets fulltexthttps://eudl.eu/doi/10.4108/eai.5-4-2022.173783

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

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