Fast superpixels for video analysis

WMVC'09 Proceedings of the 2009 international conference on Motion and video computing(2009)

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摘要
The computational cost of video and motion analysis can be dramatically reduced by over-segmenting each frame of video into "superpixels". But most superpixel algorithms are themselves computationally expensive, and are thus inappropriate for use with real-time video. This paper advocates and analyzes the use of superpixels derived from minimum-cost paths that can be computed by dynamic programming. It is shown that superpixels can be computed comfortably in real time using such methods (30-40 times faster than the most efficient alternative), while sacrificing about 3% in the accuracy of the superpixels. The efficacy of the approach is demonstrated with a simple video analysis application.
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关键词
simple video analysis application,superpixel algorithm,paper advocate,fast superpixels,minimum-cost path,efficient alternative,computational cost,real-time video,dynamic programming,real time,motion analysis,pixel,data mining,image segmentation,algorithm design and analysis
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