PR3:可逆和可用性增强的视觉隐私保护,通过缩略图保存和数据隐藏

IF 7.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Ruoyu Zhao;Yushu Zhang;Wenying Wen;Xinpeng Zhang;Xiaochun Cao;Yong Xiang
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引用次数: 0

摘要

由于其用户友好的特性,图像托管平台正变得越来越受欢迎,但它容易引起隐私问题。事实上,只有保护隐私才能很容易实现,但可用性经常被牺牲。视觉隐私保护方案旨在在隐私和可用性之间取得平衡,然而它们通常是不可逆转的。近年来,人们提出了一些基于保留缩略图的可逆视觉隐私保护方案(TPE)。然而,它们要么在方案建模的马尔可夫链中有过多的状态,要么不能无损地逆转。同时,现有的TPE加密方案无法嵌入附加信息,可用性仅限于视觉观察。鉴于此,我们针对性地提出了一种基于缩略图保存和数据隐藏的可逆性和可用性增强的视觉隐私保护方案(PR3)。在该方案中,我们利用保持和的数据嵌入算法在不改变和的情况下替换图像的最低7位。由上述过程引起的任何数据溢出都存储在最高有效位的空出空间中。剩余的空间用于两个目的:嵌入额外的信息和调整图像以接近缩略图。与现有的TPE作品相比,PR3的马尔可夫链状态更少,支持图像的无损恢复。此外,可以在加密图像中嵌入额外的信息,以增强可用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PR3: Reversible and Usability-Enhanced Visual Privacy Protection via Thumbnail Preservation and Data Hiding
The image hosting platform is becoming increasingly popular due to its user-friendly features, but it is prone to causing privacy concerns. Only protecting privacy, in fact, can be easy to come true, but usability is frequently sacrificed. Visual privacy protection schemes aim to make a balance between privacy and usability, whereas they are often irreversible. Recently, some reversible visual privacy protection schemes have been proposed by preserving thumbnails (known as TPE). However, they either have excessive states in the Markov chain modeled by the scheme or cannot reverse losslessly. Meanwhile, images encrypted by existing TPE schemes can not embed additional information and thus the usability is limited to visual observation. In view of this, we pertinently propose a reversible and usability-enhanced visual privacy protection scheme (called PR3) based on thumbnail preservation and data hiding. In this scheme, we utilize the sum-preserving data embedding algorithm to substitute the the lowest seven bits of the image without changing the sum. Any data overflow resulting from the above process is stored in the vacated space of the most significant bits. The remaining space serves two purposes: embedding additional information and adjusting the image to approximate the thumbnail. Compared with existing TPE works, PR3 has fewer states in the Markov chain and supports lossless recovery of images. In addition, additional information can be embedded in the encrypted image to enhance usability.
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来源期刊
CiteScore
11.80
自引率
2.80%
发文量
114
期刊介绍: The IEEE Transactions on Big Data publishes peer-reviewed articles focusing on big data. These articles present innovative research ideas and application results across disciplines, including novel theories, algorithms, and applications. Research areas cover a wide range, such as big data analytics, visualization, curation, management, semantics, infrastructure, standards, performance analysis, intelligence extraction, scientific discovery, security, privacy, and legal issues specific to big data. The journal also prioritizes applications of big data in fields generating massive datasets.
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