Encoder-decoder recurrent network model for interactive character animation generation

doi:10.1007/s00371-017-1378-5

CORC > 自动化研究所 > 中国科学院自动化研究所 > 数字内容技术与服务研究中心 > 听觉模型与认知计算

	Encoder-decoder recurrent network model for interactive character animation generation
	Wang, Yumeng; Che, Wujun; Xu, Bo
刊名	VISUAL COMPUTER
	2017-06-01
卷号	33 期号:6-8 页码:971-980
关键词	Human-character Interaction Long Short-term Memory Encoder-decoder Character Animation Recurrent Neural Network Motion Capture Data
DOI	10.1007/s00371-017-1378-5
文献子类	Article
英文摘要	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.
WOS关键词	SHORT-TERM-MEMORY ; HUMAN MOTION
WOS研究方向	Computer Science
语种	英语
WOS记录号	WOS:000402964800027
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/40798]
专题	数字内容技术与服务研究中心_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.