基于分层块变长编码的云安全可逆数据隐藏

IF 7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Transactions on Dependable and Secure Computing Pub Date : 2023-09-01 DOI:10.1109/TDSC.2022.3219843
Shuying Xu, Ji-Hwei Horng, Ching-Chun Chang, Chin-chen Chang
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引用次数: 2

摘要

隐藏在加密图像中的可逆数据(RDHEI)可以作为一种技术解决方案,在依赖云存储的应用程序中保护数据。RDHEI方案的关键特征是可逆性、安全性和数据嵌入率。为了提高嵌入率,本文提出了一种新的基于中值边缘检测器(MED)的RDHEI方案和一种新提出的分层块可变长度编码(HBVLC)技术。在我们的方案中,图像所有者首先用MED预测载波图像的像素值。然后,将预测误差阵列分割成位平面并逐平面编码。通过利用预测误差位平面的固有特征,图像所有者基于其局部平滑度将位平面自适应地分解为不同层次级别的块,并使用可变长度编码方法对块进行编码。结果,载体图像被有效地压缩以提供用于数据嵌入的空闲空间。编码的载体图像然后用RDHEI技术的常规步骤进行处理。实验结果表明,该方案不仅可以无损地恢复秘密数据和载体图像,而且在具有各种特征的图像的嵌入率方面优于现有技术。
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Reversible Data Hiding With Hierarchical Block Variable Length Coding for Cloud Security
Reversible data hiding in encrypted images (RDHEI) can serve as a technical solution to secure data in applications that rely on cloud storage. The key features of an RDHEI scheme are reversibility, security, and data embedding rate. To enlarge the embedding rate, this paper proposes a novel RDHEI scheme based on the median edge detector (MED) and a new proposed hierarchical block variable length coding (HBVLC) technique. In our scheme, the image owner first predicts the pixel values of the carrier image with MED. Then, the prediction error array is sliced into bit-planes and encoded plane by plane. By leveraging the inherent features of the prediction error bit-planes, the image owner adaptively decomposes a bit-plane into blocks of different hierarchical levels based on its local smoothness and encodes the blocks with a variable length coding method. As a result, the carrier image is efficiently compressed to provide spare room for data embedding. The encoded carrier image is then processed with the conventional steps of an RDHEI technique. Experimental results show that the proposed scheme not only can restore the secret data and the carrier image without loss but also outperforms state-of-the-art methods in the embedding rate for images with various features.
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来源期刊
IEEE Transactions on Dependable and Secure Computing
IEEE Transactions on Dependable and Secure Computing 工程技术-计算机:软件工程
CiteScore
11.20
自引率
5.50%
发文量
354
审稿时长
9 months
期刊介绍: The "IEEE Transactions on Dependable and Secure Computing (TDSC)" is a prestigious journal that publishes high-quality, peer-reviewed research in the field of computer science, specifically targeting the development of dependable and secure computing systems and networks. This journal is dedicated to exploring the fundamental principles, methodologies, and mechanisms that enable the design, modeling, and evaluation of systems that meet the required levels of reliability, security, and performance. The scope of TDSC includes research on measurement, modeling, and simulation techniques that contribute to the understanding and improvement of system performance under various constraints. It also covers the foundations necessary for the joint evaluation, verification, and design of systems that balance performance, security, and dependability. By publishing archival research results, TDSC aims to provide a valuable resource for researchers, engineers, and practitioners working in the areas of cybersecurity, fault tolerance, and system reliability. The journal's focus on cutting-edge research ensures that it remains at the forefront of advancements in the field, promoting the development of technologies that are critical for the functioning of modern, complex systems.
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