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基于超图排序算法的视频摘要

冀中 樊帅飞

电子学报2017,Vol.45Issue(5):1035-1043,9.
电子学报2017,Vol.45Issue(5):1035-1043,9.DOI:10.3969/j.issn.0372-2112.2017.05.002

基于超图排序算法的视频摘要

Video Summarization with Hyper-Graph Ranking

冀中 1樊帅飞1

作者信息

  • 1. 天津大学电子信息工程学院,天津 300072
  • 折叠

摘要

Abstract

Video summarization has received widely attention as a technique to quickly display the main video content.Existing graph model based method takes video frames as vertices and uses the edges to build the relationship between two vertices,which may not well capture the complex relationship among the video frames.To overcome this drawback,we present a novel method based on hyper-graph ranking to generate a static video summarization,and name it Hyper-Graph Ranking based Video Summarization (HGRVS).Specifically,HGRVS first builds a video hyper-graph model to connect the video frames that have internal relations with hyper-edges;then classifies the video frames with an idea borrowed from the hyper-graph ranking method to provide the candidate keyframes;the video summarization is finally determined with the keyframes chosen by an objective function.Extensive subjective and objective experiments on the popular Open Video Project and YouTube datasets clearly demonstrate the superiority of HGRVS to the state-of-the-art approaches.

关键词

视频摘要/超图/超图排序/视频帧分类/关键帧提取

Key words

video summarization/hyper-graph/hyper-graph ranking/video frames classification/keyframe extraction

分类

信息技术与安全科学

引用本文复制引用

冀中,樊帅飞..基于超图排序算法的视频摘要[J].电子学报,2017,45(5):1035-1043,9.

基金项目

国家自然科学基金(No.61472273) (No.61472273)

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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