通过聚合深度网络和低级别主动学习与乒乓球应用程序生成人类面部动画
Yaolu Li1, Dongyang Tang2, Yi Yang3
1School of Physical Education, Wuhan Sports University, Wuhan, 430079, China.
Scientific reports
|August 1, 2025
概括
这项研究引入了一种新的方法,用于从语音和情感中生成现实的面部动画. 该技术在移动设备上实现实时性能,增强人工智能系统并启用实时流等应用程序.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 计算机图形 计算机图形
背景情况:
- 面部动画通过整合语音和情绪来增强人工智能系统.
- 目前的方法分析语音和情感组合的语音,并将其转化为动画的视觉表达对.
研究的目的:
- 引入一种新的方法,从情感语音线索中生成真实的面部动画.
- 在移动平台上实现实时面部动画生成.
主要方法:
- 精确定位声学特征的音名-情感对.
- 采用主动学习来选择代表这些对的关键面部框架.
- 使用深度学习模型在中识别有意义的补丁和流体动画的变形技术.
主要成果:
- 开发的方法可以在iOS和Android上实现实时性能.
- 生成的动画与语音内容和情感表达密切匹配.
- 在乒乓球直播中展示了应用.
结论:
- 这种新的方法有效地从情感语言中生成真实的面部动画.
- 该技术的实时能力和移动兼容性为人工智能应用开辟了新的途径.
- 在现场直播中的成功应用展示了它的实际实用性.
相关概念视频
Muscles for Facial Expressions
2.7K
The craniofacial muscles are a collection of approximately 20 thin skeletal muscles situated beneath the skin of the face and scalp. These muscles, primarily responsible for the vast array of human facial expressions, originate from the bones or fibrous structures of the skull and extend outwards to connect with the skin. While most skeletal muscles in the body are enveloped in thick fascia, facial muscles generally have a more delicate fascial covering, with the buccinator muscle being a...
2.7K
Facial Feedback Hypothesis
247
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
247
Sequence Networks of Rotating Machines
142
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
142


