Video summarization based on shot boundary detection with penalized contrasts

P. Medentzidou, Constantine Kotropoulos
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引用次数: 8

Abstract

In this paper, we propose a novel technique for shot boundary detection and video summarization that is based on change point detection with penalized contrasts. The proposed method extracts a proper time series from the video, calculating the mean level of the hue component of consecutive video frames in the Hue Saturation Value color space. Change point detection is applied to the time series, estimating the number of shot transitions and their location. The posterior distribution of the change point sequence is defined, that splits the video into homogenous temporal segments. A representative frame is selected in each segment and similar or meaningless keyframes are deleted from the summary. The resulting summary is of comparable quality to that of the state of the art techniques.
基于惩罚对比的镜头边界检测视频摘要
在本文中,我们提出了一种基于变化点检测和惩罚对比的镜头边界检测和视频摘要的新技术。该方法从视频中提取适当的时间序列,计算连续视频帧的色相分量在色相饱和值色彩空间中的平均水平。变化点检测应用于时间序列,估计镜头转换的数量和它们的位置。定义了变换点序列的后验分布,将视频分割成均匀的时间片段。在每个片段中选择一个代表性帧,并从摘要中删除类似或无意义的关键帧。所得到的摘要具有与当前技术水平相当的质量。
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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