TPE-H2MWD：基于隐马尔科夫模型和分权扩散的精确缩略图保留加密方案

柴秀丽; 陈绣辉; 马亚坤; 左方; 甘志华; 张玉书

doi:10.1631/FITEE.2200498

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TPE-H2MWD：基于隐马尔科夫模型和分权扩散的精确缩略图保留加密方案

常规文章 | Updated：2023-08-29

- TPE-H2MWD：基于隐马尔科夫模型和分权扩散的精确缩略图保留加密方案
- TPE-H2MWD: an exact thumbnail preserving encryption scheme with hidden Markov model and weighted diffusion
- 信息与电子工程前沿(英文版) 2023年24卷第8期页码：1169-1180
- Affiliations：
  
  1.School of Artificial Intelligence, Henan Engineering Research Center for Industrial Internet of Things, Henan University, Zhengzhou 450046, China
  2.Henan Key Laboratory of Cyberspace Situation Awareness, Zhengzhou 450001, China
  3.School of Software, Intelligent Data Processing Engineering Research Center of Henan Province, Institute of Intelligent Network System, Henan University, Kaifeng 475004, China
  4.College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China
- Author bio：
  
  E-mail: chaixiuli@henu.edu.cn
  2923105987@qq.com
  1060734169@qq.com
  ‡Corresponding author
  yushu@nuaa.edu.cn
- Funds：
  
  the Pre-research Project of Songshan Laboratory, China(YYJC012022011);the Postgraduate Education Reform and Quality Improvement Project of Henan Province, China(YJS2022JD26;SYLAL2023020);the Postgraduate Education Innovation Training Base, China(SYLJD2022008);the Science and Technology Project of Henan Province, China(232102210109;232102210096);the Open Foundation of Henan Key Laboratory of Cyberspace Situation Awareness, China(HNTS2022019)
- DOI：10.1631/FITEE.2200498
  中图分类号： TN918; TP391
- 收稿：2022-10-21，
  
  修回：2023-01-05，
  
  纸质出版：2023-08-0
- Accepted：
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柴秀丽, 陈绣辉, 马亚坤, 等. TPE-H2MWD：基于隐马尔科夫模型和分权扩散的精确缩略图保留加密方案[J]. 信息与电子工程前沿(英文版), 2023,24(8):1169-1180.

Xiuli CHAI, Xiuhui CHEN, Yakun MA, et al. TPE-H2MWD: an exact thumbnail preserving encryption scheme with hidden Markov model and weighted diffusion[J]. Frontiers of Information Technology & Electronic Engineering, 2023, 24(8): 1169-1180.
柴秀丽, 陈绣辉, 马亚坤, 等. TPE-H2MWD：基于隐马尔科夫模型和分权扩散的精确缩略图保留加密方案[J]. 信息与电子工程前沿(英文版), 2023,24(8):1169-1180. DOI： 10.1631/FITEE.2200498.

Xiuli CHAI, Xiuhui CHEN, Yakun MA, et al. TPE-H2MWD: an exact thumbnail preserving encryption scheme with hidden Markov model and weighted diffusion[J]. Frontiers of Information Technology & Electronic Engineering, 2023, 24(8): 1169-1180. DOI： 10.1631/FITEE.2200498.

摘要

随着图像传输技术日益发展，人们对图像安全的需求也在大幅提升。由传统图像加密方案获得的类噪声图像虽然可以保证内容安全，但无法直接用于预览和检索。一些学者基于排序后加密方法，设计了一种三像素缩略图保留加密方案（TPE2），用于平衡图像安全性和可用性，然而该方案的加密效率较低。为此，本文提出一种有效的精确缩略图保留加密方案。首先对明文图像进行分块和位平面置乱，然后采用Z字形置乱模型改变最低的4个位平面中比特的位置，随后介绍了用于改变最高的4个位平面中比特位置的操作（这是隐马尔科夫模型的一个扩展应用）。最后，根据每个位平面中比特的权重不同，设计了一种比特级分权扩散规则。至此生成的加密图像能保证块内像素和不变。仿真结果表明，该方案在平衡图像隐私性和可用性的同时，提高了加密效率。

Abstract

With the substantial increase in image transmission

the demand for image security is increasing. Noise-like images can be obtained by conventional encryption schemes

and although the security of the images can be guaranteed

the noise-like images cannot be directly previewed and retrieved. Based on the rank-then-encipher method

some researchers have designed a three-pixel exact thumbnail preserving encryption (TPE2) scheme

which can be applied to balance the security and availability of images

but this scheme has low encryption efficiency. In this paper

we introduce an efficient exact thumbnail preserving encryption scheme. First

blocking and bit-plane decomposition operations are performed on the plaintext image. The zigzag scrambling model is used to change the bit positions in the lower four bit planes. Subsequently

an operation is devised to permute the higher four bit planes

which is an extended application of the hidden Markov model. Finally

according to the difference in bit weights in each bit plane

a bit-level weighted diffusion rule is established to generate an encrypted image and still maintain the same sum of pixels within the block. Simulation results show that the proposed scheme improves the encryption efficiency and can guarantee the availability of images while protecting their privacy.

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references

Ashiq JA , 2015 . Insider vs. Outsider Threats: Identify and Prevent . INFOSEC . https://resources.‍infosecinstitute.‍com/topic/insider-vs-outsider-threats-identify-and-prevent/ https://resources.‍infosecinstitute.‍com/topic/insider-vs-outsider-threats-identify-and-prevent/ [ Accessed on Aug. 14, 2022 ].

Baum LE , Petrie T , 1966 . Statistical inference for probabilistic functions of finite state Markov chains . Ann Math Statist , 37 ( 6 ): 1554 - 1563 . https://doi.org/10.1214/aoms/1177699147 https://doi.org/10.1214/aoms/1177699147

Beaver D , Kumar S , Li HC , et al. , 2010 . Finding a needle in haystack: Facebook's photo storage . 9 th USENIX Symp on Operating Systems Design and Implementation , p. 47 - 60 .

Bellare M , Ristenpart T , Rogaway P , et al. , 2009 . Format-preserving encryption . Proc 16 th Int Workshop on Selected Areas in Cryptography , p. 295 - 312 . https://doi.org/10.1007/978-3-642-05445-7_19 https://doi.org/10.1007/978-3-642-05445-7_19

Chai XL , Fu JY , Gan ZH , et al. , 2022a . An image encryption scheme based on multi-objective optimization and block compressed sensing . Nonl Dynam , 108 ( 3 ): 2671 - 2704 . https://doi.org/10.1007/s11071-022-07328-3 https://doi.org/10.1007/s11071-022-07328-3

Chai XL , Wang YJ , Gan ZH , et al. , 2022b . Preserving privacy while revealing thumbnail for content-based encrypted image retrieval in the cloud . Inform Sci , 604 : 115 - 141 . https://doi.org/10.1016/j.ins.2022.05.008 https://doi.org/10.1016/j.ins.2022.05.008

Chen LP , Yin H , Yuan LG , et al. , 2021 . Double color image encryption based on fractional order discrete improved Henon map and Rubik's cube transform . Signal Process Image Commun , 97 : 116363 . https://doi.org/10.1016/j.image.2021.116363 https://doi.org/10.1016/j.image.2021.116363

Dong C , Loy CC , Tang XO , 2016 . Accelerating the super-resolution convolutional neural network . Proc 14 th European Conf on Computer Vision , p. 391 - 407 . https://doi.org/10.1007/978-3-319-46475-6_25 https://doi.org/10.1007/978-3-319-46475-6_25

Fan LY , 2019 . A demonstration of image obfuscation with provable privacy . IEEE Int Conf on Multimedia & Expo Workshops , p. 608 . https://doi.org/10.1109/ICMEW.2019.00112 https://doi.org/10.1109/ICMEW.2019.00112

Franzese M , Iuliano A , 2019 . Hidden Markov models . Encycl Bioinform Comput Biol , 1 : 753 - 762 . https://doi.org/10.1016/B978-0-12-809633-8.20488-3 https://doi.org/10.1016/B978-0-12-809633-8.20488-3

Hartmann Y , Liu H , Lahrberg S , et al. , 2022 . Interpretable high-level features for human activity recognition . Proc 15 th Int Joint Conf on Biomedical Engineering Systems and Technologies , p. 40 - 49 . https://doi.org/10.5220/0010840500003123 https://doi.org/10.5220/0010840500003123

He ZL , He YH , Chen LY , 2010 . A study on the key issues of cloud storage technology . Appl Mech Mater , 29 - 32 :‍ 1122 - 1126 . https://doi.org/10.4028/www.scientific.net/AMM.29-32.1122 https://doi.org/10.4028/www.scientific.net/AMM.29-32.1122

Jegou H , Douze M , Schmid C , 2008 . Hamming embedding and weak geometric consistency for large scale image search . Proc 10 th European Conf on Computer Vision , p. 304 - 317 . https://doi.org/10.1007/978-3-540-88682-2_24 https://doi.org/10.1007/978-3-540-88682-2_24

Jolfaei A , Wu XW , Muthukkumarasamy V , 2016 . On the security of permutation-only image encryption schemes . IEEE Trans Inform Forens Secur , 11 ( 2 ): 235 - 246 . https://doi.org/10.1109/TIFS.2015.2489178 https://doi.org/10.1109/TIFS.2015.2489178

Joshi AB , Kumar D , Mishra DC , et al. , 2020 . Colour-image encryption based on 2D discrete wavelet transform and 3D logistic chaotic map . J Mod Opt , 67 ( 10 ): 933 - 949 . https://doi.org/10.1080/09500340.2020.1789233 https://doi.org/10.1080/09500340.2020.1789233

Li SJ , Li CQ , Chen GR , et al. , 2008 . A general quantitative cryptanalysis of permutation-only multimedia ciphers against plaintext attacks . Signal Process Image Commun , 23 ( 3 ): 212 - 223 . https://doi.org/10.1016/j.image.2008.01.003 https://doi.org/10.1016/j.image.2008.01.003

Marohn B , Wright CV , Feng WC , et al. , 2017 . Approximate thumbnail preserving encryption . Proc Multimedia Privacy and Security , p. 33 - 43 . https://doi.org/10.1145/3137616.3137621 https://doi.org/10.1145/3137616.3137621

Mishra P , Bhaya C , Pal AK , et al. , 2021 . A novel binary operator for designing medical and natural image cryptosystems . Signal Process Image Commun , 98 : 116377 . https://doi.org/10.1016/j.image.2021.116377 https://doi.org/10.1016/j.image.2021.116377

Srivastava RK , Shree R , Shukla AK , et al. , 2022 . A feature based classification and analysis of hidden Markov model in speech recognition . Proc Cyber Intelligence and Information Retrieval , p. 365 - 379 . https://doi.org/10.1007/978-981-16-4284-5_32 https://doi.org/10.1007/978-981-16-4284-5_32

Tajik K , Gunasekaran A , Dutta R , et al. , 2019 . Balancing image privacy and usability with thumbnail-preserving encryption . Network and Distributed Systems Security Symp , p. 24 - 27 . https://doi.org/10.14722/ndss.2019.23432 https://doi.org/10.14722/ndss.2019.23432

Wang LG , Wang YQ , Dong XY , et al. , 2021 . Unsupervised degradation representation learning for blind super-resolution . Proc IEEE/CVF Conf on Computer Vision and Pattern Recognition , p. 10576 - 10585 . https://doi.org/10.1109/CVPR46437.2021.01044 https://doi.org/10.1109/CVPR46437.2021.01044

Wright CV , Feng WC , Liu F , 2015 . Thumbnail-preserving encryption for JPEG . Proc 3 rd ACM Workshop on Information Hiding and Multimedia Security , p. 141 - 146 . https://doi.org/10.1145/2756601.2756618 https://doi.org/10.1145/2756601.2756618

Wu D , Gan JH , Zhou JX , et al. , 2022 . Fine-grained semantic ethnic costume high-resolution image colorization with conditional GAN . Int J Intell Syst , 37 ( 5 ): 2952 - 2968 . https://doi.org/10.1002/int.22726 https://doi.org/10.1002/int.22726

Xue TT , Liu H , 2022 . Hidden Markov model and its application in human activity recognition and fall detection: a review . Proc 10 th Int Conf in Communications Signal Processing and Systems , p. 863 - 869 . https://doi.org/10.1007/978-981-19-0390-8_108 https://doi.org/10.1007/978-981-19-0390-8_108

Youngblood GM , Cook DJ , 2007 . Data mining for hierarchical model creation . IEEE Trans Syst Man Cybern Part C Appl Rev , 37 ( 4 ): 561 - 572 . https://doi.org/10.1109/TSMCC.2007.897341 https://doi.org/10.1109/TSMCC.2007.897341

Zhang YS , Zhao RY , Xiao XL , et al. , 2022 . HF-TPE: high-fidelity thumbnail-preserving encryption . IEEE Trans Circ Syst Video Technol , 32 ( 3 ): 947 - 961 . https://doi.org/10.1109/TCSVT.2021.3070348 https://doi.org/10.1109/TCSVT.2021.3070348

Zhao RY , Zhang YS , Xiao XL , et al. , 2021 . TPE2: three-pixel exact thumbnail-preserving image encryption . Signal Process , 183 : 108019 . https://doi.org/10.1016/j.sigpro.2021.108019 https://doi.org/10.1016/j.sigpro.2021.108019

Zhu Z , Wu C , Wang J , et al. , 2020 . A novel 3D vector decomposition for color-image encryption . IEEE Photon J , 12 ( 2 ): 7800614 . https://doi.org/10.1109/JPHOT.2020.2981494 https://doi.org/10.1109/JPHOT.2020.2981494

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