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Steganographic approach to enhancing secure data communication using contours and clustering

机译:使用轮廓和聚类法增强安全数据通信的隐写方法

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摘要

With the increasing developments in communication technologies, there is a need for extremely robust information exchange, which is the core aim of steganography. Steganography conceals this information into a trusted media, i.e., an image, video, or audio file, thereby masking its existence. In this paper, to improve the security of implanted data, a steganographic method is proposed that uses contours and clustering. Instead of using the entire image for embedding, the proposed method embeds the data in a particular location of the image that is obtained using a contour. Similar pixels inside the contour are grouped into clusters using the K-means clustering algorithm. Least-significant bit substitution is used to embed the data in the pixels of the cluster without causing any artifacts in the image. The experimental results indicate that our proposed scheme enhances security without degrading the image quality.
机译:随着通信技术的不断发展,需要极其强大的信息交换,这是隐写术的核心目标。隐写术将该信息隐藏在受信任的媒体(即图像,视频或音频文件)中,从而掩盖了其存在。为了提高植入数据的安全性,本文提出了一种利用轮廓和聚类的隐写方法。代替使用整个图像进行嵌入,所提出的方法将数据嵌入使用轮廓获得的图像的特定位置。使用K-means聚类算法将轮廓内的相似像素分组为聚类。最低有效位替换用于将数据嵌入群集的像素中,而不会在图像中造成任何伪像。实验结果表明,我们提出的方案在不降低图像质量的前提下提高了安全性。

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