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相关概念视频

Vector Algebra: Graphical Method01:10

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Vectors can be multiplied by scalars, added to other vectors, or subtracted from other vectors. The vector sum of two (or more) vectors is called the resultant vector or, for short, the resultant.
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
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Graphical and Analytic Representation of Sinusoids01:20

Graphical and Analytic Representation of Sinusoids

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Analyzing two sinusoidal voltages with equal amplitude and period but different phases on an oscilloscope, an instrument used to display and analyze waveforms, involves a three-step process.
The first step is measuring the peak-to-peak value, which is twice the amplitude of the sinusoid. This provides information about the maximum voltage swing of the waveform.
Secondly, the period and angular frequency are determined. The period is the time taken for one complete cycle of the waveform, while...
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Collisions in Multiple Dimensions: Introduction01:05

Collisions in Multiple Dimensions: Introduction

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It is far more common for collisions to occur in two dimensions; that is, the initial velocity vectors are neither parallel nor antiparallel to each other. Let's see what complications arise from this. The first idea is that momentum is a vector. Like all vectors, it can be expressed as a sum of perpendicular components (usually, though not always, an x-component and a y-component, and a z-component if necessary). Thus, when the statement of conservation of momentum is written for a...
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Consider the wave equation for a sinusoidal wave moving in the positive x-direction. The wave equation is a function of both position and time. From the wave equation, two different graphs can be plotted.
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Velocity and Position by Graphical Method01:34

Velocity and Position by Graphical Method

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Velocity and position can be calculated from the known function of acceleration as a function of time. The total area under the acceleration-time graph and the velocity-time graph gives the change in velocity and position, respectively. In the case of an airplane, its acceleration is tracked using the inertial navigation system. The pilot provides the input of the airplane's initial position and velocity before takeoff. The inertial navigation system then uses the acceleration data to...
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Parseval's theorem is a fundamental principle in signal processing that enables the calculation of a signal's energy in either the time domain or the frequency domain. This theorem is pivotal in demonstrating energy conservation between these two domains, ensuring that the computed energy value remains consistent regardless of the domain of analysis.
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相关实验视频

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Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns
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图谱谱域中的点云攻击:当3D几何遇到图形信号处理时

Daizong Liu, Wei Hu, Xin Li

    IEEE transactions on pattern analysis and machine intelligence
    |December 5, 2023
    PubMed
    概括

    本研究介绍了用于3D点云模型的新型图谱域攻击,通过准几何结构来增强对抗性攻击. 该方法实现了高的成功率,同时保持了不可察觉性.

    科学领域:

    • 计算机视觉 计算机视觉
    • 机器学习 机器学习
    • 图形信号处理 图形信号处理

    背景情况:

    • 3D点云学习模型对于安全关键应用至关重要.
    • 这些模型容易受到敌对攻击,这可能会损害它们的可靠性.
    • 现有的攻击方法往往会直接在数据空间中扰乱点云,可能忽视几何性质.

    研究的目的:

    • 提出一种在图谱域中运行的新型点云攻击方法.
    • 为了研究扰乱图形转换系数来操纵几何结构.
    • 在3D点云模型中增强对抗性攻击的有效性和不可察觉性.

    主要方法:

    • 用图形里埃变换 (GFT) 将点坐标适应转换为光谱域.
    • 分析光谱带对几何结构的影响.
    • 通过具有低频约束的可学习图谱过器对GFT系数的扰动.
    • 通过反向GFT生成对抗点云.

    主要成果:

    • 拟议的图谱域攻击有效地扰乱了几何结构.
    • 该攻击在生成对抗性示例方面取得了很高的成功率.
    • 干扰受限于不可察觉的高频组件,保持视觉真实性.

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    结论:

    • 图谱域攻击为生成对立点云提供了一个新的视角.
    • 这种方法通过考虑几何特征,优于传统的点wise扰动.
    • 该方法显示了评估3D点云模型稳定性的巨大潜力.