Real-time Gesture Animation Generation from Speech for Virtual Human Interaction

被引:8
|
作者
Rebol, Manuel [1 ,2 ]
Guetl, Christian [2 ]
Pietroszek, Krzysztof [1 ]
机构
[1] Amer Univ, Washington, DC 20016 USA
[2] Graz Univ Technol, Graz, Austria
基金
美国国家科学基金会;
关键词
Gestures; Animation; NUI;
D O I
10.1145/3411763.3451554
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a real-time system for synthesizing gestures directly from speech. Our data-driven approach is based on Generative Adversarial Neural Networks to model the speech-gesture relationship. We utilize the large amount of speaker video data available online to train our 3D gesture model. Our model generates speaker-specific gestures by taking consecutive audio input chunks of two seconds in length. We animate the predicted gestures on a virtual avatar. We achieve a delay below three seconds between the time of audio input and gesture animation.
引用
收藏
页数:4
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