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Authentication of images for 3D cameras: Reversibly embedding information using intelligent approaches

机译:3D摄像机的图像认证:使用智能方法可逆地嵌入信息

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摘要

In this work, a reversible watermarking approach for authentication of 3D cameras based on computational intelligence is presented. Two intelligent techniques based on differential evolution (DE) and hybrid DE are employed to optimize the tradeoff between watermark imperceptibility and capacity. The proposed approach is suitable for images of 3D cameras. These cameras generally work on the concept of time-of-flight and not only produce the 2D image but also generate the corresponding depth map. In this approach, the depth map is considered as secret information and is hidden in the integer wavelet transform of the corresponding 2D image. The proposed technique is prospective for authenticating 3D camera images and allows the secure transmission of its depth map. It has the advantage of the lossless recovery of original 2D image as and when needed. The watermarking of the 2D images is based on integer wavelet transform and threshold optimization. The threshold map thus obtained using the intelligent optimization approaches is not only used for watermark embedding, but is also utilized for authentication purpose by correlating it with the corresponding 2D transformed image. Experiments conducted on images and depth maps obtained using 3D camera validate the proposed concept.
机译:在这项工作中,提出了一种基于计算智能的可逆水印认证3D摄像机的方法。两种基于差分进化(DE)和混合DE的智能技术被用于优化水印不可感知性和容量之间的权衡。所提出的方法适用于3D摄像机的图像。这些相机通常根据飞行时间的概念工作,不仅会生成2D图像,还会生成相应的深度图。在这种方法中,深度图被视为秘密信息,并隐藏在相应2D图像的整数小波变换中。所提出的技术有望用于认证3D摄像机图像,并允许安全传输其深度图。它具有在需要时无损恢复原始2D图像的优势。 2D图像的水印基于整数小波变换和阈值优化。因此,使用智能优化方法获得的阈值图不仅用于水印嵌入,还通过将其与相应的2D变换图像相关联而用于认证目的。使用3D相机对图像和深度图进行的实验验证了所提出的概念。

著录项

  • 来源
    《The Journal of Systems and Software》 |2012年第11期|p.2665-2673|共9页
  • 作者单位

    Pattern Recognition Laboratory, Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan;

    Pattern Recognition Laboratory, Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan;

    Pattern Recognition Laboratory, Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan;

    Pattern Recognition Laboratory, Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan;

    Pattern Recognition Laboratory, Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan;

    Pattern Recognition Laboratory, Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    reversible watermarking; 3D camera; depth maps; integer wavelet transform; differential evolution algorithm; particle swarm optimization;

    机译:可逆水印;3D相机;深度图;整数小波变换差分进化算法;粒子群优化;

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