Style translation for human motion

被引:210
作者
Hsu, E [1 ]
Pulli, K
Popovic, J
机构
[1] MIT, Cambridge, MA 02139 USA
[2] Nokia Res Ctr, Helsinki, Finland
来源
ACM TRANSACTIONS ON GRAPHICS | 2005年 / 24卷 / 03期
关键词
human simulation; data mining; machine learning;
D O I
10.1145/1073204.1073315
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Style translation is the process of transforming an input motion into a new style while preserving its original content. This problem is motivated by the needs of interactive applications, which require rapid processing of captured performances. Our solution learns to translate by analyzing differences between performances of the same content in input and output styles. It relies on a novel correspondence algorithm to align motions, and a linear time-invariant model to represent stylistic differences. Once the model is estimated with system identification, our system is capable of translating streaming input with simple linear operations at each frame.
引用
收藏
页码:1082 / 1089
页数:8
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