多样化代码查询学习用于语音驱动的面部动画.
概括
这项研究引入了一种用于各种语音驱动面部动画的新方法. 该方法从单个音频输入中生成多个多样化的面部运动样本,增强现实主义和表现力.
科学领域:
- 计算机视觉 计算机视觉
- 计算机图形 计算机图形
- 人工智能的人工智能
背景情况:
- 语音驱动的面部动画从音频中合成现实的3D说话面孔.
- 现有的方法往往缺乏多样性,并与随机面部运动作斗争.
- 生成模型在小型数据集上的模式覆盖面面临挑战.
研究的目的:
- 开发一种用于各种语音驱动面部动画合成的方法.
- 为了应对从单个音频信号中产生各种面部运动的挑战.
- 为了实现可控和多样化的面部动画生成.
主要方法:
- 提出一个模型,预测多个动画样本条件相同的音频.
- 利用促进多样性的损失来探索面部潜伏空间.
- 采用矢量量化变量自动编码机制用于面部先验.
- 顺序预测和组合不同的面部部位,以实现全面动画.
主要成果:
- 在定量和定性评估中取得了最先进的表现.
- 与以前的方法相比,证明了优越的样本多样性.
- 成功地产生了多样而可信的,讲话忠实的面部动作.
- 启用不同面部部位的可控生成.
结论:
- 拟议的统一框架成功地合成了多样化和可控的面部动画.
- 该方法有效地解决了现有的决定性和不那么多样化的方法的局限性.
- 这项工作通过结合随机性和多样性来推进语音驱动面部动画领域.
相关概念视频
Muscles for Facial Expressions
2.8K
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...
2.8K
Facial Feedback Hypothesis
256
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...
256
Masking and Demasking Agents
2.7K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
2.7K
Modeling and Similitude
348
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
348
Fixed Action Patterns
16.5K
A fixed action pattern (FAP) is a specific, hard-wired sequence of behaviors that occurs in response to an external stimulus, called a sign stimulus. The behavior is “fixed” because it is essentially unchangeable—proceeding similarly across individuals of a species every time it occurs.
16.5K
Force Classification
1.7K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.7K


