An efficient chaos-based image encryption algorithm using real-time object detection for smart city applications

混沌(操作系统) 加密 计算机科学 计算机视觉 人工智能 图像(数学) 对象(语法) 基于对象 计算机安全
作者
Kedar Nath Singh,Om Prakash Singh,Naman Baranwal,Amit Kumar Singh
出处
期刊:Sustainable Energy Technologies and Assessments [Elsevier BV]
卷期号:53: 102566-102566 被引量:21
标识
DOI:10.1016/j.seta.2022.102566
摘要

Currently, an increasing number of digital images are being generated by and for the general public and professionals. Simultaneously, the protection of these images is crucial for various emerging applications. Encryption is a popular technique for protecting image data confidentiality and privacy. There are multiple existing studies on image encryption, however, most of them are computationally overhead and do not achieve high security. Considering that time cost and security have become the most important factors, designing an efficient encryption algorithm for digital images are necessary. In this paper, a secure chaos-based image encryption algorithm for smart city applications is proposed. First, the You Only Look Once v3 object detection algorithm is used to quickly identify the objects of an image. Second, initialisation and generation of a key is performed with confusion and diffusion operations to get an encrypted object image. This algorithm for encryption has the advantage of strong security performance combined with speed, which is not available in the general encryption system. Experimental results show that this proposed algorithm outperforms other state-of-the-art schemes. • A secure chaos-based image encryption algorithm for smart city applications is proposed. • A neural network based object detection method is used to identify the significant object(s) of an image before encryption. • Proposed algorithm is secure and efficient than similar techniques.
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