Fast superpixels for video analysis
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing(2009)
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.
更多查看译文
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
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要