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Amplitude Modulated Video Camera - Light Separation in Dynamic Scenes

机译:调幅摄像机-动态场景中的光分离

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Controlled light conditions improve considerably the performance of most computer vision algorithms. Dynamic light conditions create varying spatial changes in color and intensity across the scene. These condition, caused by a moving shadow for example, force developers to create algorithms which are robust to such variations. We suggest a computational camera which produces images that are not influenced by environmental variations in light conditions. The key insight is that many years ago, similar difficulties were already solved in radio communication, As a result each channel is immune to interference from other radio channels. Amplitude Modulated (AM) video camera separates the influence of a modulated light from other unknown light sources in the scene, Causing the AM video camera frame to appear the same - independent of the light conditions in which it was taken. We built a prototype of the AM video camera by using off the shelf hardware and tested it. AM video camera was used to demonstrate color constancy, shadow removal and contrast enhancement in real time. We show theoretically and empirically that: 1. the proposed system can produce images with similar noise levels as a standard camera. 2. The images created by such camera are almost completely immune to temporal, spatial and spectral changes in the background light.
机译:受控的光照条件可大大改善大多数计算机视觉算法的性能。动态光照条件会在整个场景中产生颜色和强度变化的空间变化。例如,由移动阴影引起的这些条件迫使开发人员创建对此类变化具有鲁棒性的算法。我们建议使用一台可产生不受光照条件下环境变化影响的图像的计算机摄影机。关键的洞察力是,许多年前,在无线电通信中已经解决了类似的困难。结果,每个信道都不受其他无线电信道的干扰。调幅(AM)摄像机将调制光的影响与场景中其他未知光源分离开,从而使AM摄像机帧看起来相同-与拍摄时的光照条件无关。我们通过使用现成的硬件构建了AM摄像机的原型,并对其进行了测试。 AM摄像机用于实时显示色彩稳定性,阴影去除和对比度增强。我们从理论和经验上证明:1.所提出的系统可以产生与标准相机具有相似噪声水平的图像。 2.这样的相机创建的图像几乎完全不受背景光的时间,空间和光谱变化的影响。

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