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Erschienen in: Multimedia Systems 1/2022

05.05.2021 | Regular Paper

A novel image encryption cryptosystem based on true random numbers and chaotic systems

verfasst von: Shuang Zhou, Xingyuan Wang, Yingqian Zhang, Bin Ge, Mingxu Wang, Suo Gao

Erschienen in: Multimedia Systems | Ausgabe 1/2022

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Abstract

To enhance the security of single-chaotic systems, we propose a novel image encryption cryptosystem based on true random numbers and chaotic systems. First, we select any one of several chaotic systems. Next, the hash function is used to calculate the initial value of the chaotic system using a plaintext image. Then, we obtain a solution of this chaotic system and use the k-medoids clustering machine-learning algorithm and chaotic sequence to scramble the original image. Finally, new random numbers obtained using a chaotic signal and true random numbers are used to perform the exclusive-OR operator on the scrambled results. To illustrate the effectiveness of our method, a one-dimensional (1D) logistic chaotic system is selected for image encryption. The simulation results show that compared with the existing models, such as image encryption based on chaos and image encryption based on the advanced encryption standar (AES), our method is simpler with a higher security and resists different classical attacks.

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Literatur
1.
Zurück zum Zitat Kumar, K., Shrimankar, D.D.: F-DES: fast and deep event summarization. IEEE Trans. Multimedia 20(2), 323–334 (2017)CrossRef Kumar, K., Shrimankar, D.D.: F-DES: fast and deep event summarization. IEEE Trans. Multimedia 20(2), 323–334 (2017)CrossRef
2.
Zurück zum Zitat Manupriya, P., Sinha, S., Kumar, K.: V+see: video secret sharing encryption technique. In: 2017 conference on information and communication technology (CICT), pp. 1-6 (2017) Manupriya, P., Sinha, S., Kumar, K.: V+see: video secret sharing encryption technique. In: 2017 conference on information and communication technology (CICT), pp. 1-6 (2017)
3.
Zurück zum Zitat Kumar, K., Shrimankar, D.D., Singh, N.: Event bagging: a novel event summarization approach in multiview surveillance videos. 2017 International Conference on Innovations in Electronics, Signal Processing and Communication (IESC), pp. 106–111 (2017) Kumar, K., Shrimankar, D.D., Singh, N.: Event bagging: a novel event summarization approach in multiview surveillance videos. 2017 International Conference on Innovations in Electronics, Signal Processing and Communication (IESC), pp. 106–111 (2017)
4.
Zurück zum Zitat Atrish, A., Singh, N., Kumar, K., Kumar, V.: An automated hierarchical framework for player recognition in sports image. ICVIP 2017: Proceedings of the International Conference on Video and Image Processing, pp. 103–108 (2017) Atrish, A., Singh, N., Kumar, K., Kumar, V.: An automated hierarchical framework for player recognition in sports image. ICVIP 2017: Proceedings of the International Conference on Video and Image Processing, pp. 103–108 (2017)
5.
Zurück zum Zitat Kumar, K., Shrimankar, D.D., Singh, N.: Somes: an efficient som technique for event summarization in multi-view surveillance videos. In: Sa P., Bakshi S., Hatzilygeroudis I., Sahoo M. (eds) Recent Findings in Intelligent Computing Techniques. Advances in Intelligent Systems and Computing, 709, Singapore, Springer, pp. 383–389 (2018) Kumar, K., Shrimankar, D.D., Singh, N.: Somes: an efficient som technique for event summarization in multi-view surveillance videos. In: Sa P., Bakshi S., Hatzilygeroudis I., Sahoo M. (eds) Recent Findings in Intelligent Computing Techniques. Advances in Intelligent Systems and Computing, 709, Singapore, Springer, pp. 383–389 (2018)
6.
Zurück zum Zitat Sharma, S., Kumar, K.: Guess: genetic uses in video encryption with secret sharing. In: Proceedings of 2nd Internationa l Conference on Computer Vision and Image Processing, pp 51–62 (2018) Sharma, S., Kumar, K.: Guess: genetic uses in video encryption with secret sharing. In: Proceedings of 2nd Internationa l Conference on Computer Vision and Image Processing, pp 51–62 (2018)
7.
Zurück zum Zitat Kumar, K., Shrimankar, D.D.: Deep event learning boost-up approach: delta. Multimed. Tools Appl. 77, 26635–26655 (2018)CrossRef Kumar, K., Shrimankar, D.D.: Deep event learning boost-up approach: delta. Multimed. Tools Appl. 77, 26635–26655 (2018)CrossRef
8.
Zurück zum Zitat Kumar, K., Shrimankar, D.D.: ESUMM: event summarization on scale-free networks. IETE Tech. Rev. 36(3), 1–10 (2018)CrossRef Kumar, K., Shrimankar, D.D.: ESUMM: event summarization on scale-free networks. IETE Tech. Rev. 36(3), 1–10 (2018)CrossRef
9.
Zurück zum Zitat Kumar, K.: EVS-DK: event video skimming using deep keyframe. J. Vis. Commun. Image Represent. 58, 345–352 (2019)CrossRef Kumar, K.: EVS-DK: event video skimming using deep keyframe. J. Vis. Commun. Image Represent. 58, 345–352 (2019)CrossRef
10.
Zurück zum Zitat Sharma, S., Shivhare, S.N., Singh, N., Kumar, K.: Computationally efficient ann model for small-scale problems. In: Tanveer, M., Pachori, R.B. (eds.) Machine intelligence and signal analysis, pp. 423–435. Springer, Singapore (2019)CrossRef Sharma, S., Shivhare, S.N., Singh, N., Kumar, K.: Computationally efficient ann model for small-scale problems. In: Tanveer, M., Pachori, R.B. (eds.) Machine intelligence and signal analysis, pp. 423–435. Springer, Singapore (2019)CrossRef
11.
Zurück zum Zitat Krishna, R., Kumar, K.: P-MEC: polynomial congruence based multimedia encryption technique over cloud. IEEE Consumer Electronics Magazine, Early Access (2020) Krishna, R., Kumar, K.: P-MEC: polynomial congruence based multimedia encryption technique over cloud. IEEE Consumer Electronics Magazine, Early Access (2020)
12.
Zurück zum Zitat Sharma, S., Kumar, K., Singh, N.: Deep eigen space based ASL recognition system. IETE J. Res. 1–11 (2020) Sharma, S., Kumar, K., Singh, N.: Deep eigen space based ASL recognition system. IETE J. Res. 1–11 (2020)
13.
Zurück zum Zitat Kumar, K.: Text query based summarized event searching interface system using deep learning over cloud. Multimed. Tools Appl. 6, 1–16 (2021)CrossRef Kumar, K.: Text query based summarized event searching interface system using deep learning over cloud. Multimed. Tools Appl. 6, 1–16 (2021)CrossRef
14.
Zurück zum Zitat Yan, C., Shao, B., Zhao, H., Ning, R., Zhang, Y., Xu, F.: 3D room layout estimation from a single RGB image. IEEE Trans. Multimed. 22(11), 3014–3024 (2020)CrossRef Yan, C., Shao, B., Zhao, H., Ning, R., Zhang, Y., Xu, F.: 3D room layout estimation from a single RGB image. IEEE Trans. Multimed. 22(11), 3014–3024 (2020)CrossRef
15.
Zurück zum Zitat Yan, C., Li, Z., Zhang, Y., Liu, Y., Ji, X., Zhang, Y.: Depth image denoising using nuclear norm and learning graph model. ACM Trans. Multimed. Comput. Commun. Appl. 16(4), 1–17 (2020)CrossRef Yan, C., Li, Z., Zhang, Y., Liu, Y., Ji, X., Zhang, Y.: Depth image denoising using nuclear norm and learning graph model. ACM Trans. Multimed. Comput. Commun. Appl. 16(4), 1–17 (2020)CrossRef
16.
Zurück zum Zitat Yan, C., Gong, B., Wei, Y., Gao, Y.: Deep multi-view enhancement hashing for image retrieval. IEEE Trans. Pattern Anal. Mach. Intell. 43(4), 1445–1451 (2021)CrossRef Yan, C., Gong, B., Wei, Y., Gao, Y.: Deep multi-view enhancement hashing for image retrieval. IEEE Trans. Pattern Anal. Mach. Intell. 43(4), 1445–1451 (2021)CrossRef
17.
Zurück zum Zitat Matthews, R.: On the derivation of a “chaotic” encryption algorithm. Cryptologia 13(1), 29–42 (1989) Matthews, R.: On the derivation of a “chaotic” encryption algorithm. Cryptologia 13(1), 29–42 (1989)
18.
Zurück zum Zitat Chen, G., Mao, Y., Chui, C. K.: A symmetric image encryption scheme based on 3D chaotic cat maps. Chaos Solitons Fract. 21(3), 749–761 (2004)MathSciNetCrossRef Chen, G., Mao, Y., Chui, C. K.: A symmetric image encryption scheme based on 3D chaotic cat maps. Chaos Solitons Fract. 21(3), 749–761 (2004)MathSciNetCrossRef
19.
Zurück zum Zitat Yu, S.: Design principle of new chaotic circuits and systems and its applications. Science Press, Beijing (2016) Yu, S.: Design principle of new chaotic circuits and systems and its applications. Science Press, Beijing (2016)
20.
Zurück zum Zitat Hua, Z., Zhou, B., Zhou, Y.: Sine chaotification model for enhancing chaos and its hardware implementation. IEEE Trans. Industr. Electron. 66(2), 1273–1284 (2019)MathSciNetCrossRef Hua, Z., Zhou, B., Zhou, Y.: Sine chaotification model for enhancing chaos and its hardware implementation. IEEE Trans. Industr. Electron. 66(2), 1273–1284 (2019)MathSciNetCrossRef
21.
Zurück zum Zitat Hua, Z., Zhou, Y., Bao, B.: Two-Dimensional sine chaotification system with hardware implementation. IEEE Trans. Industr. Inf. 16(2), 887–897 (2020)CrossRef Hua, Z., Zhou, Y., Bao, B.: Two-Dimensional sine chaotification system with hardware implementation. IEEE Trans. Industr. Inf. 16(2), 887–897 (2020)CrossRef
22.
Zurück zum Zitat Wang, X., Feng, L., Zhao, H.: Fast image encryption algorithm based on parallel computing system. Inf. Sci. 486, 340–358 (2019)CrossRef Wang, X., Feng, L., Zhao, H.: Fast image encryption algorithm based on parallel computing system. Inf. Sci. 486, 340–358 (2019)CrossRef
23.
Zurück zum Zitat Wang, X., Li, Zhi: A color image encryption algorithm based on Hopfield chaotic neural network. Opt. Lasers Eng. 115, 107–118 (2019)CrossRef Wang, X., Li, Zhi: A color image encryption algorithm based on Hopfield chaotic neural network. Opt. Lasers Eng. 115, 107–118 (2019)CrossRef
24.
Zurück zum Zitat Wang, X., Gao, S.: Image encryption algorithm for synchronously updating Boolean networks based on matrix semi-tensor product theory. Inf. Sci. 507, 16–36 (2020)MathSciNetCrossRef Wang, X., Gao, S.: Image encryption algorithm for synchronously updating Boolean networks based on matrix semi-tensor product theory. Inf. Sci. 507, 16–36 (2020)MathSciNetCrossRef
25.
Zurück zum Zitat Wang, X., Gao, S.: Image encryption algorithm based on the matrix semi-tensor product with a compound secret key produced by a Boolean network. Inf. Sci. 539, 195–214 (2020)MathSciNetCrossRef Wang, X., Gao, S.: Image encryption algorithm based on the matrix semi-tensor product with a compound secret key produced by a Boolean network. Inf. Sci. 539, 195–214 (2020)MathSciNetCrossRef
26.
Zurück zum Zitat Zhou, S., Wang, X., Wang, M., Zhang, Y.: Simple colour image cryptosystem with very high level of security. Chaos Solitons Fract. 141, 110225 (2020)MathSciNetCrossRef Zhou, S., Wang, X., Wang, M., Zhang, Y.: Simple colour image cryptosystem with very high level of security. Chaos Solitons Fract. 141, 110225 (2020)MathSciNetCrossRef
27.
Zurück zum Zitat Wang, M., Wang, X., Zhao, T., Zhang, C., Xia, Z., Yao, N.: Spatiotemporal Chaos in improved cross coupled map lattice and its application in a bit-level image encryption scheme. Inf. Sci. 544, 1–24 (2021)MathSciNetCrossRef Wang, M., Wang, X., Zhao, T., Zhang, C., Xia, Z., Yao, N.: Spatiotemporal Chaos in improved cross coupled map lattice and its application in a bit-level image encryption scheme. Inf. Sci. 544, 1–24 (2021)MathSciNetCrossRef
28.
Zurück zum Zitat Zhang, Y., Wang, X.: A symmetric image encryption algorithm based on mixed linear-nonlinear coupled map lattice. Inf. Sci. 273, 329–351 (2014)CrossRef Zhang, Y., Wang, X.: A symmetric image encryption algorithm based on mixed linear-nonlinear coupled map lattice. Inf. Sci. 273, 329–351 (2014)CrossRef
29.
Zurück zum Zitat Tong, X.: Design of an image encryption scheme based on a multiple chaotic map. Commun. Nonlinear Sci. Numer. Simul. 18(7), 1725–1733 (2013)MathSciNetCrossRef Tong, X.: Design of an image encryption scheme based on a multiple chaotic map. Commun. Nonlinear Sci. Numer. Simul. 18(7), 1725–1733 (2013)MathSciNetCrossRef
30.
Zurück zum Zitat Natiq, H., Banerjee, S., Said, M.R.M.: Cosine chaotification technique to enhance chaos and complexity of discrete systems. Eur. Phys. Spec. Top. 228, 185–194 (2019)CrossRef Natiq, H., Banerjee, S., Said, M.R.M.: Cosine chaotification technique to enhance chaos and complexity of discrete systems. Eur. Phys. Spec. Top. 228, 185–194 (2019)CrossRef
31.
Zurück zum Zitat Nepomuceno, E.G., Nardo, L.G., Arias-Garcia, J., Butusov, D. N., Tutueva, A.: Image encryption based on the pseudo-orbits from 1D chaotic map. Chaos 29, 061101 (2019)MathSciNetCrossRef Nepomuceno, E.G., Nardo, L.G., Arias-Garcia, J., Butusov, D. N., Tutueva, A.: Image encryption based on the pseudo-orbits from 1D chaotic map. Chaos 29, 061101 (2019)MathSciNetCrossRef
32.
Zurück zum Zitat Nardo, L.G., Nepomuceno, E.G., Arias-Garcia, J., Butusov, D.N.: Image encryption using finite-precision error. Chaos Solitons Fract. 123, 69–78 (2019)CrossRef Nardo, L.G., Nepomuceno, E.G., Arias-Garcia, J., Butusov, D.N.: Image encryption using finite-precision error. Chaos Solitons Fract. 123, 69–78 (2019)CrossRef
33.
Zurück zum Zitat Chen, C., Sun, K., He, S.: An improved image encryption algorithm with finite computing precision. Signal Process. 168, 107340 (2020)CrossRef Chen, C., Sun, K., He, S.: An improved image encryption algorithm with finite computing precision. Signal Process. 168, 107340 (2020)CrossRef
34.
Zurück zum Zitat Mansouri, A., Wang, X.: A novel one-dimensional sine powered chaotic map and its application in a new image encryption scheme. Inf. Sci. 520, 46–62 (2020)MathSciNetCrossRef Mansouri, A., Wang, X.: A novel one-dimensional sine powered chaotic map and its application in a new image encryption scheme. Inf. Sci. 520, 46–62 (2020)MathSciNetCrossRef
35.
Zurück zum Zitat Zhang, Y., Hao, J., Wang, X.: An efficient image encryption scheme based on s-boxes and fractional-order differential logistic map. IEEE Access 8, 54175–54188 (2020)CrossRef Zhang, Y., Hao, J., Wang, X.: An efficient image encryption scheme based on s-boxes and fractional-order differential logistic map. IEEE Access 8, 54175–54188 (2020)CrossRef
36.
Zurück zum Zitat Xu, C., Sun, J., Wan, C.: An image encryption algorithm based on randomwalk and hyperchaotic systems. Int. J. Bifur. Chaos 30(4), 2050060 (2020)CrossRef Xu, C., Sun, J., Wan, C.: An image encryption algorithm based on randomwalk and hyperchaotic systems. Int. J. Bifur. Chaos 30(4), 2050060 (2020)CrossRef
37.
Zurück zum Zitat Xie, E.Y., Li, C., Yu, S., Lu, J.: On the cryptanalysis of Fridrich’s chaotic image encryption scheme. Signal Process. 132, 150–154 (2016)CrossRef Xie, E.Y., Li, C., Yu, S., Lu, J.: On the cryptanalysis of Fridrich’s chaotic image encryption scheme. Signal Process. 132, 150–154 (2016)CrossRef
38.
Zurück zum Zitat Chai, X., Chen, Y., Broyde, L.: A novel chaos-based image encryption algorithm using DNA sequence operations. Opt. Lasers Eng. 88, 197–213 (2017)CrossRef Chai, X., Chen, Y., Broyde, L.: A novel chaos-based image encryption algorithm using DNA sequence operations. Opt. Lasers Eng. 88, 197–213 (2017)CrossRef
39.
Zurück zum Zitat Liu, L., Liu, B., Hu, H., Miao, S.: Reducing the dynamical degradation by bi-coupling digital chaotic maps. Int. J. Bifur. Chaos 28(05), 1850059 (2018)MathSciNetCrossRef Liu, L., Liu, B., Hu, H., Miao, S.: Reducing the dynamical degradation by bi-coupling digital chaotic maps. Int. J. Bifur. Chaos 28(05), 1850059 (2018)MathSciNetCrossRef
40.
Zurück zum Zitat Ye, G., Pan, C., Dong, X., Shi, Y. & Huang, X.: Image encryption and hiding algorithm based on compressive sensing and random numbers insertion. Signal Process. 172, 107563 (2020) Ye, G., Pan, C., Dong, X., Shi, Y. & Huang, X.: Image encryption and hiding algorithm based on compressive sensing and random numbers insertion. Signal Process. 172, 107563 (2020)
41.
Zurück zum Zitat Sheng, Z., Xie, S., Pan, C.: Probability and statistics. Higher Education Press, Beijing (2008) Sheng, Z., Xie, S., Pan, C.: Probability and statistics. Higher Education Press, Beijing (2008)
42.
Zurück zum Zitat May, B.R.: Simple mathematical models with very complicated dynamics. Nature 261, 459–467 (1976)CrossRef May, B.R.: Simple mathematical models with very complicated dynamics. Nature 261, 459–467 (1976)CrossRef
43.
Zurück zum Zitat Wang, X., Gao, S., Ye, X., Zhou, S., Wang, M.: A new image encryption algorithm with cantor diagonal scrambling based on the PUMCML system. Int. J. Bifur. Chaos 31(1), 2150003 (2021)MathSciNetCrossRef Wang, X., Gao, S., Ye, X., Zhou, S., Wang, M.: A new image encryption algorithm with cantor diagonal scrambling based on the PUMCML system. Int. J. Bifur. Chaos 31(1), 2150003 (2021)MathSciNetCrossRef
44.
Zurück zum Zitat Xu, Q., Sun, K., Zhu, C.: A visually secure asymmetric image encryption scheme based on RSA algorithm and hyperchaotic map. Phys. Scr. 95, 035223 (2020)CrossRef Xu, Q., Sun, K., Zhu, C.: A visually secure asymmetric image encryption scheme based on RSA algorithm and hyperchaotic map. Phys. Scr. 95, 035223 (2020)CrossRef
45.
Zurück zum Zitat Zhang, Y.: The image encryption algorithm with plaintext-related shuffling. IETE Tech. Rev. 33(3), 310–322 (2015)CrossRef Zhang, Y.: The image encryption algorithm with plaintext-related shuffling. IETE Tech. Rev. 33(3), 310–322 (2015)CrossRef
46.
Zurück zum Zitat Alawida, M., Samsudin, A., Teh, J.S., Alkhawaldeh, R.S.: A new hybrid digital chaotic system with applications in image encryption. Signal Process 160, 45–58 (2019)CrossRef Alawida, M., Samsudin, A., Teh, J.S., Alkhawaldeh, R.S.: A new hybrid digital chaotic system with applications in image encryption. Signal Process 160, 45–58 (2019)CrossRef
47.
Zurück zum Zitat Arab, A., Rostami, M.J., Ghavami, B.: An image encryption method based on chaos system and AES algorithm. J. Supercomput. 75, 6663–6682 (2019)CrossRef Arab, A., Rostami, M.J., Ghavami, B.: An image encryption method based on chaos system and AES algorithm. J. Supercomput. 75, 6663–6682 (2019)CrossRef
48.
Zurück zum Zitat Shadangi, V., Choudhary, S.K., Patro, K.A.K., Acharya, B.: Novel arnold scrambling based CBC-AES image encryption. Int. J. Control Theory Appl. 10(15), 93–105 (2017) Shadangi, V., Choudhary, S.K., Patro, K.A.K., Acharya, B.: Novel arnold scrambling based CBC-AES image encryption. Int. J. Control Theory Appl. 10(15), 93–105 (2017)
49.
Zurück zum Zitat Wu, Y., Noonan, J.P., Agaian, S.: NPCR and UACI randomness tests for imageencryption. Cyber J. Multidiscip. J. Sci. Technol. J. Select. Areas Telecommun. 1, 31–38 (2011) Wu, Y., Noonan, J.P., Agaian, S.: NPCR and UACI randomness tests for imageencryption. Cyber J. Multidiscip. J. Sci. Technol. J. Select. Areas Telecommun. 1, 31–38 (2011)
Metadaten
Titel
A novel image encryption cryptosystem based on true random numbers and chaotic systems
verfasst von
Shuang Zhou
Xingyuan Wang
Yingqian Zhang
Bin Ge
Mingxu Wang
Suo Gao
Publikationsdatum
05.05.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Multimedia Systems / Ausgabe 1/2022
Print ISSN: 0942-4962
Elektronische ISSN: 1432-1882
DOI
https://doi.org/10.1007/s00530-021-00803-8

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