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The main research subject in this paper is swimmer detection for visual surveillance of pool. A drowning detection method based on background subtraction is presented in this paper. The consecutive sequence of visual surveillance was obtained by the fixed camera installed in the pool wall. Each pixel is described by Gaussian Mixed Model, set up self-adapted background model and updating timely. When the foreground objects was separated, for getting good results,, the shadows and noises must be removed. The experiments results show that this method is effective to detect the drowners and eliminate the shadows.
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