Evaluating the Suitability of Color Spaces for Image Steganography and Its Application in Wireless Capsule Endoscopy

Khan Muhammad, Jamil Ahmad, M. Sajjad, Seungmin Rho, S. Baik
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引用次数: 8

Abstract

Image steganography is the art of concealing sensitive information inside cover images. Most of the existing steganographic algorithms use correlated color space such as RGB, where changes to one channel degrade the quality of stego-images due to its strong correlation, thereby making them less suitable for steganography. In this paper, we investigate the suitability of both correlated and uncorrelated color spaces for steganography considering time complexity and image quality. Based on this evaluation criteria, we suggest HSV as the most suitable color space for steganography among the four color models including RGB, YCbCr, HSI, and Lab. Furthermore, we propose an imperceptible steganographic method using the chosen color space based on block-wise magic least significant bit substitution which achieves balance between the time complexity and image quality. Our preliminary experimental results not only validate the superiority of the proposed method in terms of computational complexity and image quality but also suggest its potential application for secure transmission of key frames generated during wireless capsule endoscopy.
彩色空间隐写的适用性评价及其在无线胶囊内窥镜中的应用
图像隐写术是将敏感信息隐藏在封面图像中的技术。大多数现有的隐写算法使用相关的颜色空间,如RGB,其中一个通道的变化会降低隐写图像的质量,因为它的强相关性,从而使它们不太适合隐写。在本文中,我们研究了相关和不相关的颜色空间在隐写术中考虑时间复杂度和图像质量的适用性。基于这一评价标准,在RGB、YCbCr、HSI和Lab四种颜色模型中,我们认为HSV是最适合隐写的颜色空间。在此基础上,提出了一种基于逐块最小有效位替换的隐写方法,实现了时间复杂度和图像质量之间的平衡。我们的初步实验结果不仅验证了所提出的方法在计算复杂度和图像质量方面的优越性,而且表明了其在无线胶囊内窥镜过程中产生的关键帧的安全传输方面的潜在应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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