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Method and apparatus for applying Gaussian Mixture Models to local image patches using an adaptive color lookup table

机译:使用自适应颜色查找表将高斯混合模型应用于局部图像块的方法和装置

摘要

A method, system, and computer-readable storage medium for applying Gaussian Mixture Models (GMMs) to local image patches using an adaptive color lookup table. Per-channel color quantization may be performed to find representative colors for a local image patch. Each combination of the representative values corresponds to a representative color. The probabilities of the representative colors may be computed using a local GMM color model and stored to corresponding entries in an adaptive color lookup table. For every pixel in an image patch, the closest representative color may be found, and the corresponding probability may be retrieved from the lookup table and used for the pixel. The method may, for example, be applied to each local window in a method for automatically determining segmentation in a digital video image sequence to calculate the foreground probabilities for the pixels in a propagated classifier via a GMM.
机译:一种方法,系统和计算机可读存储介质,用于使用自适应颜色查找表将高斯混合模型(GMM)应用到局部图像补丁。可以执行每通道颜色量化以找到局部图像补丁的代表性颜色。代表值的每个组合对应于代表色。可以使用局部GMM颜色模型来计算代表颜色的概率,并将其存储到自适应颜色查找表中的相应条目中。对于图像补丁中的每个像素,可以找到最接近的代表色,并且可以从查找表中检索相应的概率并将其用于像素。该方法可以例如在用于自动确定数字视频图像序列中的分割以经由GMM计算传播的分类器中的像素的前景概率的方法中应用于每个局部窗口。

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