将V1-MT模型扩展到感知流体方向的估计
1NTT Communication Science Laboratories, 3-1, Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan. takahiro.kawabe@ntt.com.
Scientific reports
|April 26, 2025
概括
计算模型现在可以通过扩展V1-MT模型来预测液体流动方向感知. 指向能量的加权平均值准确地捕捉了人类对非刚性运动的感知.
科学领域:
- 神经科学是一个神经科学.
- 计算视觉 计算机视觉 计算机视觉
- 感知 感知 感知 感知
背景情况:
- 人类对液体流动方向的感知已经很成熟.
- 对于刚性运动感知存在计算模型 (V1-MT模型).
- 模拟非刚性运动,就像液体流动一样,存在挑战.
研究的目的:
- 扩展V1-MT模型用于液体流动方向感知.
- 为了研究非刚性运动感知背后的计算机制.
- 为了比较不同的计算方法来预测感知方向.
主要方法:
- 参与者观看了液体流动视频,并报告了感知方向.
- 调整了V1-MT模型以预测液体流量感知.
- 测试了两种预测方法:获胜者获取全部和方向能量的加权平均值.
主要成果:
- 获胜者获取全部的方法没有准确预测感知方向.
- 指向能量的加权平均值提供了强大的预测准确性.
- 这表明视觉系统中定向能量的空间集成.
结论:
- V1-MT模型可以扩展到模拟非刚性运动感知.
- 人类的视觉系统整合了方向能量,以实现非刚性运动.
- 结果将刚性和非刚性运动知觉的计算模型相结合.
相关概念视频
Typical Model Studies
155
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
155
Rapidly Varying Flow
28
Rapidly varying flow (RVF) in open channels is characterized by abrupt changes in flow depth over a short distance, with the rate of depth change relative to distance often approaching unity. These flows are inherently complex due to their transient and multi-dimensional nature, making exact analysis difficult. However, approximate solutions using simplified models provide valuable insights into their behavior.Key Features of Rapidly Varying FlowRVF is commonly observed in scenarios involving...
28
Laminar and Turbulent Flow
8.2K
Fluid dynamics is the study of fluids in motion. Velocity vectors are often used to illustrate fluid motion in applications like meteorology. For example, wind—the fluid motion of air in the atmosphere—can be represented by vectors indicating the speed and direction of the wind at any given point on a map. Another method for representing fluid motion is a streamline. A streamline represents the path of a small volume of fluid as it flows. When the flow pattern changes with time, the...
8.2K
Plane Potential Flows
172
Plane potential flows simplify fluid motion by assuming the fluid to be irrotational and incompressible. These characteristics allow these flows to be described by a velocity potential function, ϕ, representing the flow speed in a given direction, and a stream function, ψ, that visualizes the flow path, both governed by Laplace's equation. These parameters help in estimating flow patterns, velocity distributions, and pressure fields around various hydraulic structures.
Uniform...
Uniform...
172
Steady Flow of a Fluid Stream
210
Consider a control volume, such as a pipe with solid boundaries, through which fluid flows and changes direction due to the impulse exerted by the resulting force from the pipe walls. In steady flow, the mass of fluid entering the control volume at a given time, t, with velocity v1, is equal to the mass leaving after infinitesimal time dt, with velocity v2.
During this process, the momentum of the fluid within the control volume remains constant over the time interval dt. By applying the...
During this process, the momentum of the fluid within the control volume remains constant over the time interval dt. By applying the...
210
Accelerating Fluids
971
When a fluid is in constant acceleration, the pressure and buoyant force equations are modified. Suppose a beaker is placed in an elevator accelerating upward with a constant acceleration, a. In the beaker, assume there is a thin cylinder of height h with an infinitesimal cross-sectional area, ΔS.
The motion of the liquid within this infinitesimal cylinder is considered to obtain the pressure difference. Three vertical forces act on this liquid:
The motion of the liquid within this infinitesimal cylinder is considered to obtain the pressure difference. Three vertical forces act on this liquid:
971


