Multilevel Framework for Summarization of Surveillance Videos

C. Sujatha, A. R. Chivate, R. Tabib, U. Mudenagudi
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引用次数: 7

Abstract

In this paper, we propose multilevel framework for summarization of surveillance videos using motion entropy by maintaining chronology of activities. We aim to reduce the size of the video to give a meaningful summary by retaining important activities without destroying the temporal relationship of the activities. Initially input video is divided into blocks and then blocks into segments in a multilevel framework with a non-uniform number of frames in a block at each level. We present a mechanism to select salient blocks which can contribute in the video summarization by propagating motion information from frame level to segment level and further to block level. We generate the summarized video at each level of the framework and is stopped at a level where optimization of condensed ratio between successive levels is minimal. The experimental results on surveillance videos shows better condensed ratios.
监控视频摘要的多级框架
在本文中,我们提出了一个多层次的框架,通过保持活动的时间顺序,利用运动熵来总结监控视频。我们的目标是减少视频的大小,通过保留重要的活动而不破坏活动的时间关系来给出有意义的总结。在多级框架中,首先将输入视频分成块,然后将块分成段,每个级别的块中的帧数不均匀。我们提出了一种机制,通过将运动信息从帧级传播到段级,再传播到块级,来选择有助于视频摘要的显著块。我们在框架的每个级别生成总结视频,并在连续级别之间的压缩比优化最小的级别停止。在监控视频上的实验结果显示出较好的压缩率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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