Encoder-decoder recurrent network model for interactive character animation generation

doi:10.1007/s00371-017-1378-5

	Encoder-decoder recurrent network model for interactive character animation generation
	Wang, Yumeng; Che, Wujun; Xu, Bo
发表期刊	VISUAL COMPUTER
	2017-06-01
卷号	33 期号:6-8 页码:971-980
文章类型	Article
摘要	In this paper, we propose a generative recurrent model for human-character interaction. Our model is an encoder-recurrent-decoder network. The recurrent network is composed by multiple layers of long short-term memory (LSTM) and is incorporated with an encoder network and a decoder network before and after the recurrent network. With the proposed model, the virtual character's animation is generated on the fly while it interacts with the human player. The coming animation of the character is automatically generated based on the history motion data of both itself and its opponent. We evaluated our model based on both public motion capture databases and our own recorded motion data. Experimental results demonstrate that the LSTM layers can help the character learn a long history of human dynamics to animate itself. In addition, the encoder-decoder networks can significantly improve the stability of the generated animation. This method can automatically animate a virtual character responding to a human player.
关键词	Human-character Interaction Long Short-term Memory Encoder-decoder Character Animation Recurrent Neural Network Motion Capture Data
WOS标题词	Science & Technology ; Technology
DOI	10.1007/s00371-017-1378-5
关键词[WOS]	SHORT-TERM-MEMORY ; HUMAN MOTION
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering
WOS记录号	WOS:000402964800027
引用统计	被引频次：9[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/40798
专题	复杂系统认知与决策实验室_听觉模型与认知计算
推荐引用方式 GB/T 7714	Wang, Yumeng,Che, Wujun,Xu, Bo. Encoder-decoder recurrent network model for interactive character animation generation[J]. VISUAL COMPUTER,2017,33(6-8):971-980.
APA	Wang, Yumeng,Che, Wujun,&Xu, Bo.(2017).Encoder-decoder recurrent network model for interactive character animation generation.VISUAL COMPUTER,33(6-8),971-980.
MLA	Wang, Yumeng,et al."Encoder-decoder recurrent network model for interactive character animation generation".VISUAL COMPUTER 33.6-8(2017):971-980.