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given a frame sequence from a fixed camera, detecting all the foreground objects :
the detection of the foreground objects is obtained by the difference between the current frame and an image of the scene’s static background
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My implementation of Stauffer & Grimson's GMM(Background subtraction
Drawbacks of Stauffer & Grimson's GMM
Since its pixel based model fitting,
a) lots of unwanted small blobs are scattered all over the frame. e.g. UCSD demo
b) main blobs
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利用ML算法对训练集进行学习,利用多维高斯进行判断后对输入图片进行前景后景判断(The training set for learning to use ML algorithm to judge on the input image foreground & background)
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实现图像的前景与背景分割,设定三个不同阈值,直接观察分割结果或者利用统计直方图,得到一个自适应的阈值,再观察实验结果;(Segmentation of foreground and background of image, threshold segmentation method)
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