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Novel chaotic colour image cryptosystem with deep learning

Author

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  • Zhou, Shuang
  • Zhao, Zhipeng
  • Wang, Xingyuan

Abstract

A chaotic colour image cryptosystem frame with deep learning is proposed in this paper. First, we choose a chaotic system, after which a long short-term memory network is used to train 4D hyper-chaotic Lorenz signals and forecast four new signals, which passed the randomness test. Finally, we applied them to the colour cryptosystem. Given that new chaotic signals generated by deep learning are different from the original chaotic signals and the complex structure of deep learning, it is difficult to be attacked. Simulation results indicate that the proposed method has a high level of security compared to the representative image encryption algorithms.

Suggested Citation

  • Zhou, Shuang & Zhao, Zhipeng & Wang, Xingyuan, 2022. "Novel chaotic colour image cryptosystem with deep learning," Chaos, Solitons & Fractals, Elsevier, vol. 161(C).
    • Handle: RePEc:eee:chsofr:v:161:y:2022:i:c:s0960077922005902
    DOI: 10.1016/j.chaos.2022.112380
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    References listed on IDEAS

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    1. Zhou, Shuang & Wang, Xingyuan & Wang, Mingxu & Zhang, Yingqian, 2020. "Simple colour image cryptosystem with very high level of security," Chaos, Solitons & Fractals, Elsevier, vol. 141(C).
    2. Wang, Mingxu & Wang, Xingyuan & Wang, Chunpeng & Xia, Zhiqiu & Zhao, Hongyu & Gao, Suo & Zhou, Shuang & Yao, Nianmin, 2020. "Spatiotemporal chaos in cross coupled map lattice with dynamic coupling coefficient and its application in bit-level color image encryption," Chaos, Solitons & Fractals, Elsevier, vol. 139(C).
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    Citations

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    Cited by:

    1. Long, Guoqiang & Chai, Xiuli & Gan, Zhihua & Jiang, Donghua & He, Xin & Sun, Mengge, 2023. "Exploiting one-dimensional exponential Chebyshev chaotic map and matching embedding for visually meaningful image encryption," Chaos, Solitons & Fractals, Elsevier, vol. 176(C).
    2. Wang, Mingxu & Fu, Xianping & Teng, Lin & Yan, Xiaopeng & Xia, Zhiqiu & Liu, Pengbo, 2024. "A new 2D-HELS hyperchaotic map and its application on image encryption using RNA operation and dynamic confusion," Chaos, Solitons & Fractals, Elsevier, vol. 183(C).
    3. Víctor Manuel Silva-García & Rolando Flores-Carapia & Manuel Alejandro Cardona-López & Miguel Gabriel Villarreal-Cervantes, 2023. "Generation of Boxes and Permutations Using a Bijective Function and the Lorenz Equations: An Application to Color Image Encryption," Mathematics, MDPI, vol. 11(3), pages 1-25, January.

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