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Study and investigation of video steganography over uncompressed and compressed domain: a comprehensive review

机译:在未压缩和压缩域上视频隐写的研究与调查:全面审查

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摘要

In the technological era, the primary source of information is in the form of digital data, which has to be secured while storing or transmitting during communication over an unsecured network. Different approaches are used to provide security to digital data, viz. text, audio, image, and video. This paper initially explains the security system such as cryptography, watermarking, and steganography and their comparative analysis based on different characteristics, viz. satisfaction level of objective, type of carrier object and secret information to be used, dependency of security level, and quality assessment parameters. This review article focuses more on steganography methods applied over video. The various methods implemented for video steganography in compressed domain, viz. inter-frame and intra-frame prediction, motion vector estimation, entropy coding (CAVLC and CABAC), and transformed and quantized coefficients of DCT, DST, and DWT, etc. and the methods based on spatial and transform domain for uncompressed video are briefly described. It is followed by the detailed analysis of related work done by various researchers in video steganography and the obtained experimental results. Furthermore, the confidential data hiding in compressed videos are explained using Moving Picture Expert Group (MPEG-1, MPEG-2, MPEG-4), Advanced Video Coding (AVC)/H.264, and High-Efficiency Video Coding (HEVC)/H.265 that includes both spatial and transform domain. This paper summarizes and explains the detailed investigations of numerous techniques of video steganography based on the comprehensive literature survey. The methods used to assess the performance of video steganography are analyzed based on the quality assessment parameters such as imperceptibility; measured by peak signal to noise ratio (PSNR), mean square error (MSE), and structural similarity (SSIM), robustness; measured by bit error rate (BER) and similarity (Sim), and embedding capacity; measured by hiding ratio. The overall review of past literature facilitates to have in-depth knowledge for upgrading the video steganography.
机译:在技​​术时代,主要信息来源是数字数据的形式,其必须在在不安全的网络上存储或发送期间存储或发送。使用不同的方法来为数字数据,viz提供安全性。文本,音频,图像和视频。本文最初解释了加密,水印和隐写术等安全系统及其基于不同特征的比较分析。满意的客观程度,使用的载波对象和秘密信息,安全级别的依赖性和质量评估参数。该审查文章更多地关注视频的隐形方法。在压缩域,viz中实现了用于视频隐识别的各种方法。帧间和帧内预测,​​运动矢量估计,熵编码(CAVLC和CABAC),以及DCT,DST和DWT等变换和量化系数,以及基于用于未压缩视频的空间和变换域的方法描述。之后是通过视频隐术中的各种研究人员进行的相关工作的详细分析和获得的实验结果。此外,使用运动图像专家组(MPEG-1,MPEG-2,MPEG-4),高级视频编码(AVC)/ H.264和高效视频编码(HEVC)来解释掩藏压缩视频中的机密数据。 /h.265包括空间和变换域。本文总结了基于综合文学调查的视频隐识别众多技术的详细研究。基于质量评估参数(如难以察觉),分析了用于评估视频隐图的性能的方法;通过峰值信号测量到噪声比(PSNR),均方误差(MSE)和结构相似性(SSIM),鲁棒性;按比特错误率(BER)和相似性(SIM)和嵌入容量测量;通过隐藏比率测量。过去文学的总体审查有助于深入了解升级视频隐术知识。

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