Reading between the pixels: Photographic steganography for camera display messaging

Eric Wengrowski, Kristin J. Dana, M. Gruteser, N. Mandayam
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引用次数: 12

Abstract

We exploit human color metamers to send light-modulated messages decipherable by cameras, but camouflaged to human vision. These time-varying messages are concealed in ordinary images and videos. Unlike previous methods which rely on visually obtrusive intensity modulation, embedding with color reduces visible artifacts. The mismatch in human and camera spectral sensitivity creates a unique opportunity for hidden messaging. Each color pixel in an electronic display image is modified by shifting the base color along a particular color gradient. The challenge is to find the set of color gradients that maximizes camera response and minimizes human response. Our approach does not require a priori measurement of these sensitivity curves. We learn an ellipsoidal partitioning of the 6-dimensional space of base colors and color gradients. This partitioning creates metamer sets defined by the base color of each display pixel and the corresponding color gradient for message encoding. We sample from the learned metamer sets to find optimal color steps for arbitrary base colors. Ordinary displays and cameras are used, so there is no need for high speed cameras or displays. Our primary contribution is a method to map pixels in an arbitrary image to metamer pairs for steganographic camera-display messaging.
像素之间的读取:照相机显示信息的照相隐写术
我们利用人类的色元来发送光调制的信息,这些信息可以被相机破译,但却伪装成人类的视觉。这些时变信息隐藏在普通的图像和视频中。与以往依赖于视觉上突兀的强度调制的方法不同,用颜色嵌入可以减少可见伪影。人类和相机光谱灵敏度的不匹配为隐藏信息创造了一个独特的机会。电子显示图像中的每个颜色像素都是通过沿着特定的颜色梯度移动基色来修改的。我们面临的挑战是找到一组颜色梯度,使相机的反应最大化,并使人类的反应最小化。我们的方法不需要对这些灵敏度曲线进行先验测量。我们学习了一个椭球分割的6维空间的基本颜色和颜色梯度。这种划分创建由每个显示像素的基本颜色和消息编码的相应颜色梯度定义的元集。我们从学习到的元集中采样,以找到任意基色的最佳颜色步长。使用普通的显示器和摄像机,因此不需要高速摄像机或显示器。我们的主要贡献是一种将任意图像中的像素映射到用于隐写相机显示消息传递的元对的方法。
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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