Abstract
Due to continuous innovations in machinery, digital images are extensively used in numerous domains like remote sensing, military, communication, medical, etc. These images may encompass subtle and private data. Thus, images are mandatory to be secured from illegal access. Several image security methodologies have been developed in previous years. Most of the techniques to secure the images use encryption. In this method, an encrypted image is generated from the plane image using an encryption algorithm and a secret key. Researchers are continuously devising new techniques in various domains for image encryption. To increase image security, various researchers have devised new techniques for image encryption. In this perspective, an analytical survey of the current image encryption approaches is presented in this paper. The investigation covers the application of encryption techniques in various application domains such as finance, defense, remote sensing, medical, etc. The image encryption techniques reviewed in this paper are categorized based on chaotic map, DNA coding, neural network, and spatial techniques. These techniques are compared to assess those on the basis of various security parameters. In addition, the performance of these techniques is also analyzed. The future directions to encourage researchers for devising new encryption techniques are also presented in this paper.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
**e Y, Yu J, Guo S, Ding Q, Wang E (2019) Image encryption scheme with compressed sensing based on new three-dimensional chaotic system. Entropy 21(9):819
Kaur M, Kumar V (2018) A comprehensive review on image encryption techniques. Arch Comput Methods Eng 27:1–29
Belazi A, Abd El-Latif AA, Belghith S (2016) A novel image encryption scheme based on substitution-permutation network and chaos. Signal Process 128:155–170
Kaur M, Kumar V (2018) Adaptive differential evolution based Lorenz chaotic system for image encryption. Arab J Sci Eng 43(12):8127–8144
Kaur M, Kumar V (2018) Beta chaotic map based image encryption using genetic algorithm. Int J Bifurcation Chaos 28(11):1850132
Kaur M, Singh D, Sun K, Rawat U (2020) Color image encryption using non-dominated sorting genetic algorithm with local chaotic search based 5D chaotic map. Futur Gener Comput Syst 107:333–350
Wang X, Luan D (2013) A novel image encryption algorithm using chaos and reversible cellular automata. Commun Nonlinear Sci Numer Simul 18(11):3075–3085
Sambas A, Vaidyanathan S, Zhang X, Koyuncu I, Bonny T, Tuna M, Alcin M, Zhang S, Sulaiman IM, Awwal AM, Kumam P (2022) A novel 3D chaotic system with line equilibrium: multistability, integral sliding mode control, electronic circuit, FPGA implementation and its image encryption. IEEE Access 10:68057–68074
Daoui A, Yamni M, Karmouni H, Sayyouri M, Qjidaa H, Ahmad M, Abd El-Latif AA (2020) Biomedical multimedia encryption by fractional order Meixner polynomials map and quaternion fractional-order Meixner moments. IEEE Access
Zhang Z, Tang J, Zhang F, Ni H, Chen J, Huang Z (2022) Color image encryption using 2D Sine-Cosine coupling map. IEEE Access 10:67669–67685
Singh LD, Thingbaijam R, Singh KM, Al Awida M (2022) Encrypting multiple images with an enhanced chaotic map. IEEE Access 10:87844–87859
Ge B, Shen Z, Zhang J (2022) Fast chaotic image encryption algorithm using a novel divide and conquer diffusion strategy. IEEE Access
Huang L, Sun Y, **ang J, Wang L (2022) Image encryption based on a novel memristive chaotic system, grain-128a algorithm and dynamic pixel masking. J Syst Eng Electron 33(3):534–550
Basha HAMA, Mohra ASS, Diab TOM, El Sobky WI (2022) Efficient image encryption based on new substitution box using DNA coding and bent function. IEEE Access 10:66409–66429
Sharkawy NH, Afify YM, Gad W, Badr N (2022) Gray-scale image encryption using DNA operations. IEEE Access 10:63004–63019
Chai X, Chen Y, Broyde L (2017) A novel chaos-based image encryption algorithm using DNA sequence operations. Opt Lasers Eng 88:197–213
Nematzadeh H, Enayatifar R, Yadollahi M, Lee M, Jeong G (2020) Binary search tree image encryption with DNA. Optik 202:163505
Zhang X, Zhou Z, Niu Y (2018) An image encryption method based on the Feistel network and dynamic DNA encoding. IEEE Photonics J 10(4):1–14
Shakir HR (2019) A color-image encryption scheme using a 2D chaotic system and Dna coding. Adv Multimedia 2019
Zhang X, Wang L, Niu Y, Cui G, Geng S (2019) Image encryption algorithm based on the H-fractal and dynamic self-invertible matrix. Comput Intell Neurosci 2019:12
Benkouider K, Vaidyanathan S, Aidyanathan, Sambas A, Tlelo-Cautle E, Abd El-Latif AA, Abd-El0Atty B, Marquez CFB, Sulaiman IM, Awwal AM, Kumam P (2022) A new 5-D multistable hyperchaotic system with three positive Lyapunov exponents: bifurcation analysis, circuit design, FPGA realization and image encryption. IEEE Access 10:90111–90132
Gupta A, Sampalli S (2022) From kilobytes to kilodaltons: a novel algorithm for medical image encryption based on the central dogma of molecular biology. In: 2022 44th Annual international conference of the ieee engineering in medicine & biology society (EMBC). Scottish Event Campus, Glasgow, UK, July 11–15, 2022
Zhang W, Zhu Z, Yu H (2019) A symmetric image encryption algorithm based on a coupled logistic-Bernoulli map and cellular automata diffusion strategy. Entropy 21(5):504
Mondal B, Singh S, Kumar P (2019) A secure image encryption scheme based on cellular automata and chaotic skew tent map. J Inf Secur Appl 45:117–130
Pattanayak S, Ludwig SA (2018) Encryption based on neural cryptography. Hybrid Intell Syst 734(1):3210–3330
Natsheh QN, Li B, Gale AG (2016) Security of multi-frame DICOM images using XOR encryption approach. Procedia Comput Sci 90:175–181
Ding Y, Wu G, Chen D, Zhang N, Gong L, Cao M, Qin Z (2021) DeepEDN: a deep-learning-based image encryption and decryption network for internet of medical things. IEEE Internet Things J 8(3):1504–1518
Gujral V, Pradhan SK, Rath GS (2009) Cryptography using artificial neural networks
Narayan G, Muhiuddin G, Syed Ali M, Zaki Diab AA, Al-Amri JF, Abdul-Ghaffar HI (2022) Impulsive synchronization control mechanism for fractional-order complex-valued reaction-diffusion systems with sampled-data control: its application to image encryption. IEEE Access 10:83620–83635
Farook Mohammad O, Shafry Mohd Rahim M, Ahmed FY (2017) A survey and analysis of the image encryption methods. Int J Appl Eng Res 12:13265–13280
Man Z, Li J, Di X, Sheng Y, Liu Z (2021) Double image encryption algorithm based on neural network and chaos. Chaos, Solitons, Fractals 152
Shihab K (2006) A cryptographic scheme based on neural networks. In: 10th WSEAS International conference on communications
Cheng CJ, Cheng C-B (2013) An asymmetric image cryptosystem based on the adaptive synchronization of an uncertain unified chaotic system and a cellular neural network. Commun Nonlinear Sci Numer Simul 18(10):2825–2837
Hamdy H, El-Zoghabi A (2014) Public key cryptography based on chaotic neural network. Int J Comput Appl 4(4):200–218
Sirichotedumrong W, Kiya H (2021) A GAN-based image transformation scheme for privacy-preserving deep neural networks. In: Proceedings of 28th European signal processing conference (EUSIPCO), pp 745–749
Huang Q-X, Yap WL, Chiu M-Y, Sun H-M (2022) Privacy-preserving deep learning with learnable image encryption on medical images. IEEE Access 10:66345–66355
Ruttor A (2007) Neural synchronization and cryptography, 120
Yan S, Gu Z, Park JH, **e X (2022) Synchronization of delayed fuzzy neural networks with probabilistic communication delay and its application to image encryption. IEEE Trans Fuzzy Syst. https://doi.org/10.1109/TFUZZ.2022.3193757
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2024 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Kotangale, A., Rout, D. (2024). An Analytical Survey of Image Encryption Techniques Used in Various Application Domains. In: Hassanien, A.E., Castillo, O., Anand, S., Jaiswal, A. (eds) International Conference on Innovative Computing and Communications. ICICC 2023. Lecture Notes in Networks and Systems, vol 731. Springer, Singapore. https://doi.org/10.1007/978-981-99-4071-4_8
Download citation
DOI: https://doi.org/10.1007/978-981-99-4071-4_8
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-99-4070-7
Online ISBN: 978-981-99-4071-4
eBook Packages: EngineeringEngineering (R0)