隐写分析攻击弹性,难以察觉的,盲目的,以及隐藏在超高清4K视频中的键控图像

B. Banik, Abhinandan Banik
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摘要

本文提出了一种新的数据隐藏方法,将秘密数据隐藏在高质量的视频对象中。该算法利用离散小波变换(DWT)和离散余弦变换(DCT)对图像数据进行隐藏,并进行阿诺德变换预处理。这种方法的新颖之处在于五个因素的结合,这是-使用非常高分辨率的超高清4k视频作为覆盖对象;利用DCT系数在场景变化检测中识别覆盖帧阿诺德变换对秘密图像的干扰在嵌入和提取过程中使用DCT-DWT将数据隐藏在RGB帧的蓝色平面中;最后,通过遵守密码系统的Kerckhoff原理,使用三种不同的密钥进行数据隐藏,以确保所提出的方法免受攻击。几个质量指标,如结构含量,峰值信噪比,归一化相互关系,平均差,最大差,和归一化绝对误差已经计算验证不可感知性。该方法还针对随机裁剪、旋转、调整大小、噪声添加、滤波、直方图攻击等不同的隐写攻击进行了验证,最后与现有的数据隐藏方法进行了比较,证明了其优越性。
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Steganalysis attacks resilient, imperceptible, blind, and keyed image hiding in ultra HD 4K video
ABSTRACT A novel data hiding approach is being proposed in this article, camouflaging secret data within a very high-quality video object. The proposed algorithm utilizes Discrete Wavelet Transform (DWT) and Discrete Cosine Transform (DCT) to hide image data, preprocessed using Arnold Transform. The novelty of this approach lies in the combination of five factors, which are – use of very high-resolution Ultra HD 4 K video as a cover object; Use of DCT coefficient in Scene Change Detection to identify cover frame; Scrambling the secret image by Arnold Transformation; Use of DCT-DWT in embedding and extraction process to that hide data in the blue plane of the RGB frame; and lastly, use of three different keys for data hiding to secure the proposed method against attacks, by adhering the Kerckhoff’s principle of a cryptosystem. Several quality metrics like Structural Content, Peak Signal-to-Noise Ratio, Normalized Cross-Correlation, Average Difference, Maximum Difference, and Normalized Absolute Error have been calculated to validate the imperceptibility. This method has also been validated against different steganalysis attacks like random cropping, rotating, resizing, noise addition, filtering, histogram attack, and lastly, compared with existing data hiding methods to prove superiority.
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