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In this paper, we present a new automatic video object segmentation algorithm. The process of the algorithm can be divided into three parts: motion detection, spatial segmentation and object tracking, which integrates the spatial and temporal information of the video. The algorithm can extract the object of the video automatically. It is also applicable to videos with faster moving object and complex background, which is difficult for the traditional algorithms. The experimental results show that our algorithm is effective.