ArticleScientific reports2021
A new image encryption algorithm based on the OF-LSTMS and chaotic sequences.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Integrity verified lightweight ciphering for secure medical image sharing between embedded SoCs.Scientific reports · 2025Article
- Dynamical behaviors, circuit design, and synchronization of a novel symmetric chaotic system with coexisting attractors.Scientific reports · 2023Article
- Design of highly nonlinear confusion component based on entangled points of quantum spin states.Scientific reports · 2023Article
- High-quality restoration image encryption using DCT frequency-domain compression coding and chaos.Scientific reports · 2022Article
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Authors and funding
4 authors.
Funding
Abstract
In this paper, a novel image encryption algorithm based on the Once Forward Long Short Term Memory Structure (OF-LSTMS) and the Two-Dimensional Coupled Map Lattice (2DCML) fractional-order chaotic system is proposed. The original image is divided into several image blocks, each of which is input into the OF-LSTMS as a pixel sub-sequence. According to the chaotic sequences generated by the 2DCML fractional-order chaotic system, the parameters of the input gate, output gate and memory unit of the OF-LSTMS are initialized, and the pixel positions are changed at the same time of changing the pixel values, achieving the synchronization of permutation and diffusion operations, which greatly improves the efficiency of image encryption and reduces the time consumption. In addition the 2DCML fractional-order chaotic system has better chaotic ergodicity and the values of chaotic sequences are larger than the traditional chaotic system. Therefore, it is very suitable to image encryption. Many simulation results show that the proposed scheme has higher security and efficiency comparing with previous schemes.
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