精美风格:有语义意识的细粒度运动风格转移与双重交互式流动融合
IEEE transactions on visualization and computer graphics
|October 3, 2023
概括
FineStyle通过将语义意识纳入精确的运动风格传输来增强人类动画. 这种新的框架可以改善虚拟现实和计算机视觉应用中的控制和视觉质量.
科学领域:
- 计算机视觉 计算机视觉
- 计算机图形 计算机图形
- 人与计算机的交互
背景情况:
- 现有的运动风格传输方法缺乏语义理解,限制了对生成动画的控制.
- 当前的方法未能捕捉到运动背后的细微含义,导致通用或不精确的风格.
研究的目的:
- 介绍FineStyle,一个用于语义意识的运动风格转移的新框架.
- 为虚拟现实和视觉应用实现精确和富有表现力的人类动画生成.
主要方法:
- 开发了双交互式流动融合 (DIFF) 来整合运动风格和语义特征,创建语义意识的风格代码.
- 实施了两阶段的语义指导方法,使用语义指导编码器和交互式流融合.
- 利用语义线索来增强语义和风格特征的歧视.
主要成果:
- 在视觉质量和可控性方面,FineStyle在最先进的方法上表现出优越的性能.
- 该框架通过考虑语义意义,可以对运动风格进行细粒度的控制.
- 生成的动画表现出增强的表现力和风格的坚持.
结论:
- FineStyle通过结合语义意识,在运动风格传输方面取得了重大进展.
- 提出的方法在人类动画中提供了更精确的控制和更高的视觉真实性.
- 这个框架为虚拟环境中的现实和风格化的角色动画开辟了新的可能性.
相关概念视频
Fluid Movement Between Compartments
548
The force applied by fluids against a surface, known as hydrostatic pressure, initiates the transfer of fluid among different compartments. Within our blood vessels, the blood's hydrostatic pressure is a result of the heart's pumping action. At the arteriolar end of capillaries, hydrostatic pressure (capillary blood pressure) exceeds the opposing colloid osmotic pressure created primarily by plasma proteins like albumin. This discrepancy in pressure propels plasma and nutrients from the...
548
Relative Motion Analysis - Velocity
385
A stroke engine has a slider-crank mechanism that converts rotational motion from the crank into linear motion of the slider or vice versa. This mechanism consists of three main parts: the crank, the connecting rod, and the slider.
When an external force is exerted, it sets the crank into a rotational movement. This, in turn, instigates the motion of the connecting rod, leading to what is referred to as a general plane motion. This process involves two key points - point A on the connecting rod...
When an external force is exerted, it sets the crank into a rotational movement. This, in turn, instigates the motion of the connecting rod, leading to what is referred to as a general plane motion. This process involves two key points - point A on the connecting rod...
385
Absolute Motion Analysis- General Plane Motion
237
Visualize a drone, with its propellers spinning rapidly, hovering mid-air. The fascinating movements and operations of this drone can be comprehended by applying the principle of general plane motion.
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
237
Relative Motion Analysis using Rotating Axes
482
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
482
Uniform Depth Channel Flow
92
Uniform depth channel flow keeps fluid depth consistent along channels such as irrigation canals. In natural channels, such as rivers, approximate uniform flow is often assumed. This condition occurs when the channel’s bottom slope matches the energy slope, balancing potential energy lost from gravity with head loss due to shear stress. This balance prevents depth changes along the channel length, resulting in a steady, uniform flow.Uniform flow in open channels with a constant cross-section...
92
Gradually Varying Flow
81
Gradually varying flow (GVF) in open channels describes situations where water depth changes slowly along the channel due to factors like non-uniform bed slope, channel shape variations, or obstructions. This flow type occurs when the depth adjusts gradually to balance gravitational forces, shear forces, and energy requirements, resulting in a low rate of depth change.Characteristics of Gradually Varying FlowGVF is commonly observed in natural streams, rivers, and canals, where flow depth...
81


