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Making Background Subtraction Robust to Sudden Illumination Changes

机译:使背景减法对突然的照明变化具有鲁棒性

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Modern background subtraction techniques can handle gradual illumination changes but can easily be confused by rapid ones. We propose a technique that overcomes this limitation by relying on a statistical model, not of the pixel intensities, but of the illumination effects. Because they tend to affect whole areas of the image as opposed to individual pixels, low-dimensional models are appropriate for this purpose and make our method extremely robust to illumination changes, whether slow or fast. We will demonstrate its performance by comparing it to two representative implementations of state-of-the-art methods, and by showing its effectiveness for occlusion handling in a real-time Augmented Reality context.
机译:现代的背景扣除技术可以应对逐渐的照明变化,但很容易被快速的照明技术所混淆。我们提出了一种技术,该技术通过不依赖像素强度而是依赖照明效果的统计模型来克服此限制。由于低维模型倾向于影响图像的整个区域而不是单个像素,因此低维模型适用于此目的,并且使我们的方法对照明变化(无论慢速还是快速)都具有极强的鲁棒性。通过将其与最新方法的两个代表性实现进行比较,并通过显示其在实时增强现实环境中遮挡处理的有效性,我们将展示其性能。

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