Hybrid chaotic image encryption in spatial-frequency domain integrated with bit-level dynamic diffusion

Yizhe Lu , Jianhua Song , Xinrong Fu , Xinying Huang

Electronic Research Archive ›› 2025, Vol. 33 ›› Issue (8) : 4933 -4963.

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Electronic Research Archive ›› 2025, Vol. 33 ›› Issue (8) :4933 -4963. DOI: 10.3934/era.2025222
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Hybrid chaotic image encryption in spatial-frequency domain integrated with bit-level dynamic diffusion
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Abstract

We aimed to address the issues of low encryption complexity and insufficient resistance to statistical attacks in chaotic image encryption algorithms. This paper proposes a novel method that combines hash scrambling, and bit-level transformation, leveraging the synergy between chaotic mapping and spatial-frequency transformation. Firstly, a specific hash function is constructed using the cubic chaotic system to achieve efficient scrambling of the image. Subsequently, the frequency domain data is generated by the Fourier transform and represented in the form of an optimized complementary code. Finally, the encryption is completed by DNA primary diffusion, secondary diffusion based on adjacent blocks, and the neighbor bit deprivation operation, and the entire process is jointly regulated by the Chen chaotic system and the Sin-Tent-Cos chaotic system. The experiment demonstrates that this scheme exhibits excellent robustness and security, with all indicators surpassing those of traditional methods. In particular, its resistance to differential attacks is close to the theoretical optimal value, demonstrating the important application potential of spatial-frequency joint encryption.

Keywords

image encryption / chaotic system / hash scrambling / DRPE (double random-phase encoding) / bit-level transformation / security analysis

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Yizhe Lu, Jianhua Song, Xinrong Fu, Xinying Huang. Hybrid chaotic image encryption in spatial-frequency domain integrated with bit-level dynamic diffusion. Electronic Research Archive, 2025, 33 (8) : 4933-4963 DOI:10.3934/era.2025222

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References

[1]

K. U. Shahna, A. Mohamed, A novel image encryption scheme using both pixel level and bit level permutation with chaotic map, Appl. Soft Comput., 90 (2020), 106162. https://doi.org/10.1016/j.asoc.2020.106162

[2]

W. Feng, K. Zhang, J. Zhang, X. Zhao, Y. Chen, B. Cai, et al., Integrating fractional-order hopfield neural network with differentiated encryption: Achieving high-performance privacy protection for medical images, Fractal Fract., 9 (2025), 426. https://doi.org/10.3390/fractalfract9070426

[3]

C. Ye, S. Tan, J. Wang, L. Shi, Q. Zuo, W. Feng, Social image security with encryption and watermarking in hybrid domains, Entropy, 27 (2025), 276. https://doi.org/10.3390/e27030276

[4]

W. Feng, J. Zhang, Y. Chen, Z. Qin, Y. Zhang, M. Ahmad, et al., Exploiting robust quadratic polynomial hyperchaotic map and pixel fusion strategy for efficient image encryption, Expert Syst. Appl., 246 (2024), 123190. https://doi.org/10.1016/j.eswa.2024.123190

[5]

H. Li, S. Yu, W. Feng, Y. Chen, J. Zhang, Z. Qin, et al., Exploiting dynamic vector-level operations and a 2D-enhanced logistic modular map for efficient chaotic image encryption, Entropy, 25 (2023), 1147. https://doi.org/10.3390/e25081147

[6]

Z. Hua, J. Yao, Y. Zhang, H. Bao, S. Yi, Two-dimensional coupled complex chaotic map, IEEE Trans. Ind. Inf., 21 (2025), 85-95. https://doi.org/10.1109/TII.2024.3431085

[7]

B. Abd-El-Atty, Efficient S-box construction based on quantum-inspired quantum walks with PSO algorithm and its application to image cryptosystem, Complex Intell. Syst., 9 (2023), 4817-4835. https://doi.org/10.1007/s40747-023-00988-7

[8]

C. Wang, Y. Zhang, A novel image encryption algorithm with deep neural network, Signal Process., 196 (2022), 108536. https://doi.org/10.1016/j.sigpro.2022.108536

[9]

H. Liu, Y. Xu, C. Ma, Chaos-based image hybrid encryption algorithm using key stretching and hash feedback, Optik, 216 (2020), 164925. https://doi.org/10.1016/j.ijleo.2020.164925

[10]

L. Li, A novel chaotic map application in image encryption algorithm, Expert Syst. Appl., 35 (2024), 124316. https://doi.org/10.1016/j.eswa.2024.124316

[11]

W. Dai, B. Li, Q. Du, Z. Zhu, A. Liu, Chaos-based index-of-min hashing scheme for cancellable biometrics security, IEEE Trans. Inf. Forensics Secur., 19 (2024), 8982-8997. https://doi.org/10.1109/TIFS.2024.3455109

[12]

C. Xue, H. Wan, P. Gu, N. Jiang, Y. Hong, Z. Zhang, Ultrafast secure key distribution based on random dna coding and electro-optic chaos synchronization, IEEE J. Quantum Electron., 58 (2022). https://doi.org/10.1109/JQE.2021.3139711

[13]

A. K. Singh, K. Chatterjee, A. Singh, An image security model based on chaos and DNA cryptography for IIoT images, IEEE Trans. Ind. Inf., 19 (2023), 1957-1964. https://doi.org/10.1109/TII.2022.3176054

[14]

X. Wang, H. Zhao, Y. Hou, C. Luo, Y. Zhang, C. Wang, Chaotic image encryption algorithm based on pseudo-random bit sequence and DNA plane, Mod. Phys. Lett. B, 33 (2019), 1950263. https://doi.org/10.1142/S0217984919502634

[15]

H. Nematzadeh, R. Enayatifar, M. Yadollahi, M. Lee, G. Jeong, Binary search tree image encryption with DNA, Optik, 202 (2020), 163505. https://doi.org/10.1016/j.ijleo.2019.163505

[16]

S. Zhang, L. Liu, A novel image encryption algorithm based on SPWLCM and DNA coding, Math. Comput. Simul., 190 (2021), 723-744. https://doi.org/10.1016/j.matcom.2021.06.012

[17]

Z. Yang, Y. Cao, Y. Ji, Z. Liu, H. Chen, Securing color image by using bit-level modified integer nonlinear coupled chaos model in Fresnel diffraction domains, Opt. Lasers Eng., 152 (2022), 106969. https://doi.org/10.1016/j.optlaseng.2022.106969

[18]

K. Qian, W. Feng, Z. Qin, J. Zhang, X. Luo, Z. Zhu, A novel image encryption scheme based on memristive chaotic system and combining bidirectional bit-level cyclic shift and dynamic DNA-level diffusion, Front. Phys., 10 (2022), 963795. https://doi.org/10.3389/fphy.2022.963795

[19]

J. Gao, Y. Wang, Z. Song, S. Wang, Quantum image encryption based on quantum DNA codec and pixel-level scrambling, Entropy, 25 (2023), 865. https://doi.org/10.3390/e25060865

[20]

A. A. A. El-Latif, B. Abd-El-Atty, Adaptive particle swarm optimization with quantum-inspired quantum walks for robust image security, IEEE Access, 11 (2023), 71143-71153. https://doi.org/10.1109/ACCESS.2023.3286347

[21]

Y. Su, X. Wang, H. Gao, Chaotic image encryption algorithm based on bit-level feedback adjustment, Inf. Sci., 679 (2024), 121088. https://doi.org/10.1016/j.ins.2024.121088

[22]

X. Jiang, Y. Xiao, Y. Xie, B. Liu, Y. Ye, T. Song, et al., Exploiting optical chaos for double images encryption with compressive sensing and double random phase encoding, Opt. Commun., 484 (2021), 126683. https://doi.org/10.1016/j.optcom.2020.126683

[23]

T. Zeng, Y. Zhu, E.Y. Lam, Deep learning for digital holography: a review, Opt. Express, 29 (2021), 40572. https://doi.org/10.1364/OE.443367

[24]

Y. Hualong, G. Daidou, Research on double encryption of ghost imaging by SegNet deep neural network, IEEE Photonics Technol. Lett., 36 (2024), 669-672. https://doi.org/10.1109/LPT.2024.3379554

[25]

Y. Wang, Y. Su, X. Sun, X. Hao, Y. Liu, X. Zhao, et al., Principle and implementation of stokes vector polarization imaging technology, Appl. Sci., 12 (2022), 6613. https://doi.org/10.3390/app12136613

[26]

L. Wang, T. Wang, R. Yan, X. Yue, H. Wang, Y. Wang, et al., Color printing and encryption with polarization-switchable structural colors on all-dielectric metasurfaces, Nano Lett., 23 (2023), 5581-5587. https://doi.org/10.1021/acs.nanolett.3c01007

[27]

J. Zhang, Z. Huang, X. Li, M. Wu, X. Wang, Y. Dong, Quantum image encryption based on quantum image decomposition, Int. J. Theor. Phys., 60 (2021), 2930-2942. https://doi.org/10.1007/s10773-021-04862-5

[28]

K. Benyahia, A. Khobzaoui, S. Benbakreti, Hybrid image encryption: leveraging DNA sequencing and Lorenz chaotic dynamics for enhanced security, Cluster Comput., 28 (2025), 218. https://doi.org/10.1007/s10586-024-04948-9

[29]

C. Zhang, J. Cheng, D. Chen, Cryptanalysis of an image encryption algorithm based on a 2D hyperchaotic map, Entropy, 24 (2022), 1551. https://doi.org/10.3390/e24111551

[30]

J. Tang, Z. Zhang, T. Huang, Two-dimensional cosine-sine interleaved chaotic system for secure communication, IEEE Trans. Circuits Syst. II Express Briefs, 71 (2024), 2479-2483. https://doi.org/10.1109/TCSII.2023.3337145

[31]

A. Yahi, B. Tewfik, M. E. H. Daachi, N. Diffellah, A color image encryption scheme based on 1D cubic map, Optik, 249 (2022), 168290. https://doi.org/10.1016/j.ijleo.2021.168290

[32]

S. M. Basha, P. Mathivanan, A. B. Ganesh, Bit level color image encryption using Logistic-Sine-Tent-Chebyshev (LSTC) map, Optik, 259 (2022), 168956. https://doi.org/10.1016/j.ijleo.2022.168956

[33]

M. T. Yassen, Chaos control of Chen chaotic dynamical system, Chaos, Solitons Fractals, 15 (2003), 271-283. https://doi.org/10.1016/s0960-0779(01)00251-x

[34]

F. Pengfei, L. Miaomiao, L. Min, L. Han, Image encryption algorithm based on hyperchaotic system and DNA coding, in 2021 International Conference on Computer Communication and Artificial Intelligence (CCAI), IEEE, (2021), 41-46. https://doi.org/10.1109/CCAI50917.2021.9447470

[35]

H. Wen, S. Kang, Z. Wu, Y. Lin, Y. Huang, Dynamic RNA coding color image cipher based on chain feedback structure, Mathematics, 11 (2023), 3133. https://doi.org/10.3390/math11143133

[36]

Y. Huang, Q. Zhang, Y. Zhao, Color image encryption algorithm based on hybrid chaos and layered strategies, J. Inf. Secur. Appl., 89 (2025), 103921. https://doi.org/10.1016/j.jisa.2024.103921

[37]

M. Wang, X. Song, S. Liu, X. Zhao, N. Zhou, A novel 2D Log-Logistic-Sine chaotic map for image encryption, Nonlinear Dyn., 113 (2025), 2867-2896. https://doi.org/10.1007/s11071-024-10331-5

[38]

R. Zhang, R. Zhou, J. Luo, Nonequal-length image encryption based on bitplane chaotic mapping, Sci. Rep., 14 (2024), 9075. https://doi.org/10.1038/s41598-024-58612-8

[39]

X. Wang, S. Chen, Y. Zhang, A chaotic image encryption algorithm based on random dynamic mixing, Opt. Laser Techol., 138 (2021), 106837. https://doi.org/10.1016/j.optlastec.2020.106837

[40]

X. An, S. Liu, L. Xiong, J. Zhang, X. Li, Mixed gray-color images encryption algorithm based on a memristor chaotic system and 2D compression sensing, Expert Syst. Appl., 243 (2024), 122899. https://doi.org/10.1016/j.eswa.2023.122899

[41]

Y. Xian, X. Wang, Fractal sorting matrix and its application on chaotic image encryption, Inf. Sci., 547 (2021), 1154-1169. https://doi.org/10.1016/j.ins.2020.09.055

[42]

Q. Cun, X. Tong, Z. Wang, M. Zhang, A new chaotic image encryption algorithm based on dynamic DNA coding and RNA computing, Visual Comput., 39 (2023), 6589-6608. https://doi.org/10.1007/s00371-022-02750-5

[43]

K. M. Hosny, S. T. Kamal, M. M. Darwish, A novel color image encryption based on fractional shifted Gegenbauer moments and 2D logistic-sine map, Visual Comput., 39 (2023), 1027-1044. https://doi.org/10.1007/s00371-021-02382-1

[44]

Q. Lai, Y. Liu, L. Yang, Remote sensing image encryption algorithm utilizing 2D Logistic memristive hyperchaotic map and SHA-512, Sci. China Technol. Sci., 67 (2024), 1553-1566. https://doi.org/10.1007/s11431-023-2584-y

[45]

X. Liu, X. Tong, M. Zhang, Z. Wang, A highly secure image encryption algorithm based on conservative hyperchaotic system and dynamic biogenetic gene algorithms, Chaos, Solitons Fractals, 171 (2023), 113450. https://doi.org/10.1016/j.chaos.2023.113450

[46]

A. Moatsum, S. Azman, S. T. Je, S. A. Rami, A new hybrid digital chaotic system with applications in image encryption, Signal Process., 160 (2019), 45-58. https://doi.org/10.1016/j.sigpro.2019.02.016

[47]

Y. Zhou, L. Bao, C. L. P. Chen, Image encryption using a new parametric switching chaotic system, Signal Process., 93 (2013), 3039-3052. https://doi.org/10.1016/j.sigpro.2013.04.021

[48]

T. Hu, Y. Liu, L. H. Gong, C. J. Ouyang, An image encryption scheme combining chaos with cycle operation for DNA sequences, Nonlinear Dyn., 87 (2017), 51-66. https://doi.org/10.1007/s11071-016-3024-6

[49]

S. Kumar, D. Sharma, A chaotic based image encryption scheme using elliptic curve cryptography and genetic algorithm, Artif. Intell. Rev., 57(2024), 87. https://doi.org/10.1007/s10462-024-10719-0

[50]

S. Kumar, D. Sharma, Image scrambling encryption using chaotic map and genetic algorithm: a hybrid approach for enhanced security, Nonlinear Dyn., 112 (2024), 12537-12564. https://doi.org/10.1007/s11071-024-09670-0

[51]

W. Alexan, M. Elkandoz, M. Mashaly, E. Azab, A. Aboshousha, Color image encryption through chaos and KAA map, IEEE Access, 11 (2023), 11541-11554. https://doi.org/10.1109/access.2023.3242311

[52]

H. Wen, Y. Lin, S. Kang, X. Zhang, K. Zou, Secure image encryption algorithm using chaos-based block permutation and weighted bit planes chain diffusion, IScience, 27 (2024), 108610. https://doi.org/10.1016/j.isci.2023.108610

[53]

W. Alexan, M. ElBeltagy, A. Aboshousha, Rgb image encryption through cellular automata, s-box and the lorenz system, Symmetry, 14 (2022), 443. https://doi.org/10.3390/sym14030443

[54]

M. A. B. Farah, A. Farah, T. Farah, An image encryption scheme based on a new hybrid chaotic map and optimized substitution box, Nonlinear Dyn., 99 (2020), 3041-3064. https://doi.org/10.1007/s11071-019-05413-8

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