JOURNAL ARTICLE

<title>Hierarchical video summarization</title>

K. RatakondaM. Ibrahim SezanRegis J. Crinon

Year: 1998 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 3653 Pages: 1531-1541   Publisher: SPIE

Abstract

We address the problem of key-frame summarization of vide in the absence of any a priori information about its content. This is a common problem that is encountered in home videos. We propose a hierarchical key-frame summarization algorithm where a coarse-to-fine key-frame summary is generated. A hierarchical key-frame summary facilitates multi-level browsing where the user can quickly discover the content of the video by accessing its coarsest but most compact summary and then view a desired segment of the video with increasingly more detail. At the finest level, the summary is generated on the basis of color features of video frames, using an extension of a recently proposed key-frame extraction algorithm. The finest level key-frames are recursively clustered using a novel pairwise K-means clustering approach with temporal consecutiveness constraint. We also address summarization of MPEG-2 compressed video without fully decoding the bitstream. We also propose efficient mechanisms that facilitate decoding the video when the hierarchical summary is utilized in browsing and playback of video segments starting at selected key-frames.

Keywords:
Automatic summarization Computer science Key frame Key (lock) Frame (networking) Decoding methods Video compression picture types Cluster analysis Information retrieval Video browsing Hierarchical clustering Artificial intelligence Computer vision Video tracking Video processing Algorithm Computer network

Metrics

36
Cited By
2.39
FWCI (Field Weighted Citation Impact)
0
Refs
0.89
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Analysis and Summarization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Music and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Multimedia Communication and Technology
Social Sciences →  Social Sciences →  Sociology and Political Science

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