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Illumination demultiplexing from a single image

机译:单个图像的照明解复用

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A class of techniques in computer vision and graphics is based on capturing multiple images of a scene under different illumination conditions. These techniques explore variations in illumination from image to image to extract interesting information about the scene. However, their applicability to dynamic environments is limited due to the need for robust motion compensation algorithms. To overcome this issue, we propose a method to separate multiple illuminants from a single image. Given an image of a scene simultaneously illuminated by multiple light sources, our method generates individual images as if they had been illuminated by each of the light sources separately. To facilitate the illumination separation process, we encode each light source with a distinct sinusoidal pattern, strategically selected given the relative position of each light with respect to the camera, such that the observed sinusoids become independent of the scene geometry. The individual illuminants are then demultiplexed by analyzing local frequencies. We show applications of our approach in image-based relighting, photometric stereo, and multiflash imaging.
机译:计算机视觉和图形学中的一类技术基于在不同照明条件下捕获场景的多个图像。这些技术探索图像之间的照明变化,以提取有关场景的有趣信息。但是,由于需要鲁棒的运动补偿算法,因此它们在动态环境中的适用性受到限制。为了克服这个问题,我们提出了一种从单个图像中分离出多个光源的方法。给定一个场景的图像同时被多个光源照亮,我们的方法将生成单个图像,就好像它们分别被每个光源照亮一样。为了促进照明分离过程,我们使用不同的正弦波模式对每个光源进行编码,并根据给定的每种光相对于相机的相对位置进行策略选择,以使观察到的正弦波变得与场景几何形状无关。然后通过分析局部频率对各个光源进行多路分解。我们展示了我们的方法在基于图像的照明,光度立体和多重闪光成像中的应用。

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