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Hierarchical Video Summarization in Reference Subspace

delete2009-08-01
delete14
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OA
AI
R
Richard Jiang *
D
Danny Crookes
DOI:10.1109/TCE.2009.5278026delete
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摘要

摘要

En 中文
In this paper, a hierarchical video structure summarization approach using Laplacian Eigenmap is proposed, where a small set of reference frames is selected from the video sequence to firm a reference subspace to measure the dissimilarity between two arbitrary frames. In the proposed summarization scheme, the shot-level key frames are first detected from the continuity of inter-frame dissimilarity, and the sub-shot level and scene level representative frames are then summarized by using K-mean clustering. The experiment is carried on both test videos and movies, and the results show that in comparison with a similar approach using latent semantic analysis, the proposed approach using Laplacian Eigenmap can achieve a better recall rate in keyframe detection, and gives an efficient hierarchical summarization at sub shot, shot and scene levels subsequently.
Keyword:
Hiearchical Video Summarization
Latent Semantic Analysis
Laplacian Eigenmap
Representative Frame

期刊

IEEE Transactions on Consumer Electronics 封面图
IEEE Transactions on Consumer Electronics
IF:
10.9
论文数:
5.3K
被引数:
6.8K

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Q
Queen's University Belfast
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1.6W
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被引数: 2.5W
L
Loughborough University
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9.9K
论文数: 1.0W
被引数: 1.3W
B
brunel university
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5.8K
论文数: 7.1K
被引数: 9
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