Abstract
With the development and innovation of new techniques for 5G, 5G networks can provide extremely large capacity, robust integrity, high bandwidth, and low latency for multimedia image sharing and storage. However, it will surely exacerbate the privacy problems intrinsic to image transformation. Due to the high security and reliability requirements for storing and sharing sensitive images in the 5G network environment, verifiable steganography-based secret image sharing (SIS) is attracting increasing attention. The verifiable capability is necessary to ensure the correct image reconstruction. From the literature, efficient cheating verification, lossless reconstruction, low reconstruct complexity, and high-quality stego images without pixel expansion are summarized as the primary goals of proposing an effective steganography-based SIS scheme. Compared with the traditional underlying techniques for SIS, cellular automata (CA) and matrix projection have more strengths as well as some weaknesses. In this paper, we perform a complimentary of these two techniques to propose a verifiable secret image sharing scheme, where CA is used to enhance the security of the secret image, and matrix projection is used to generate shadows with a smaller size. From the steganography perspective, instead of the traditional least significant bits replacement method, matrix encoding is used in this paper to improve the embedding efficiency and stego image quality. Therefore, we can simultaneously achieve the above goals and achieve proactive and dynamic features based on matrix projection. Such features can make the proposed SIS scheme more applicable to flexible 5G networks. Finally, the security analysis illustrates that our scheme can effectively resist the collusion attack and detect the shadow tampering over the persistent adversary. The analyses for performance and comparative demonstrate that our scheme is a better performer among the recent schemes with the perspective of functionality, visual quality, embedding ratio, and computational efficiency. Therefore, our scheme further strengthens security for the images in 5G networks.
Highlights
Nowadays, a huge amount of data is available in multimedia forms, such as images and videos
As image sharing is one of the basic multimedia sharing services, this paper aims to achieve secure image share and storage in 5G networks
Different sizes of cover images are considered in this paper, which includes 30 × 30 images chosen from the CIFAR-10 dataset [35], 96 × 96 images chosen from the STL-10 dataset [36], and the 256 × 256 standard images Baboon, Lena, and Pepper
Summary
A huge amount of data is available in multimedia forms, such as images and videos. Compared to the actual 4G technologies, 5G will be more flexible and will provide significantly higher bandwidth, as well as robust integrity, more capacity, and very low latency [1] Such features are fundamental for facilitating information flow and timeliness of data, improving sharing services quality. 5G will undoubtedly drive people and organizations to interact with others more actively and exchange more information in a greater open network environment [2]. It may exacerbate the privacy problems intrinsic to multimedia transfer in networks as a result. As image sharing is one of the basic multimedia sharing services, this paper aims to achieve secure image share and storage in 5G networks
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