An Evolutionary Approach to Automatic Video Editing

被引:3
|
作者
Wang, Tinghuai [1 ]
Mansfield, Andrew [1 ]
Hu, Rui [1 ]
Collomosse, John P. [1 ]
机构
[1] Univ Surrey, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
关键词
genetic programming; consumer video; editting;
D O I
10.1109/CVMP.2009.8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Digital video has become affordable and attractive to home users, but skill and manual labour are still required to transform amateur footage into aesthetically pleasing movies. We present a novel algorithm for transforming raw home video footage into concise, temporally salient clips. We interpret the sequence of editting operations applied to footage as a 'program' comprising cutting, panning and zooming constructs. We develop a Genetic Programming (GP) framework for representing and evolving such programs. Under this framework, the search for an aesthetically pleasing video edit becomes a search for the optimal genetic program. Our aesthetic criterion promotes the inclusion of people in shots, whilst penalising rapid shot changes or shot changes in the presence of camera motion. We present results on some representative home videos.
引用
收藏
页码:127 / 134
页数:8
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