A hybrid approach to keyframe extraction from motion capture data using curve simplification and principal component analysis
A hybrid approach to keyframe extraction from motion capture data using curve simplification and principal component analysis
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DOI:
10.1002/tee.22029
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发表时间:
2014-09
影响因子:
1
通讯作者:
T. Miura;Takaaki Kaiga;Takeshi Shibata;Hiroaki Katsura;Katsubumi Tajima;H. Tamamoto
中科院分区:
文献类型:
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作者:
T. Miura;Takaaki Kaiga;Takeshi Shibata;Hiroaki Katsura;Katsubumi Tajima;H. Tamamoto
In this paper, we propose a novel method to extract keyframes from motion capture data. A hybrid approach, which combines a curve‐simplification algorithm with an initialization procedure including principal component analysis, is adopted. The developed method automatically extracts an appropriate number of keyframes at high speed without performance degradation. Experimental results prove the effectiveness of the present method. © 2014 Institute of Electrical Engineers of Japan. Published by John Wiley & Sons, Inc.