基于时空特征的卫星视频移动车辆检测和跟踪
Ming Li1, Dazhao Fan1, Yang Dong1
1Institute of Geospatial Information, Information Engineering University, 62 Science Avenue, Zhengzhou 450001, China.
Sensors (Basel, Switzerland)
|July 8, 2023
概括
这项研究引入了一种用于在卫星视频中检测和跟踪车辆的新方法. 动态时空约束 (DTSTC) 方法通过融合空间和时间数据来提高准确性,优于传统方法.
科学领域:
- 计算机视觉和图像分析
- 遥感和地理空间智能是遥感和地理空间智能.
背景情况:
- 在卫星图像中检测和跟踪车辆是具有挑战性的,因为复杂的背景,噪音和伪运动目标.
- 现有的基于道路的车辆检测约束方法存在不稳定性,低性能和错误检测问题.
研究的目的:
- 提出一种用于卫星视频中强大的车辆检测和跟踪的新方法.
- 通过解决当前道路限制技术的局限性,提高检测精度和跟踪精度.
主要方法:
- 引入了一种基于动态时空特征 (DTSTC) 的方法,用于车辆检测和跟踪.
- 来自空间领域的融合路面面具与来自时间领域的运动热图,以创建约束.
- 通过在受限区域增加对比度和通过车辆框架间关联改进的追踪来增强检测.
主要成果:
- 与传统方法相比,DTSTC方法在约束构造方面表现优越.
- 实现了更高的正确检测率和更低的错误和错过检测率.
- 追踪阶段显示出出色的身份保留和准确性.
结论:
- 拟议的DTSTC方法在卫星视频中检测和跟踪移动车辆方面强大而有效.
- DTSTC克服了现有的道路限制方法的局限性,提供了更好的性能和可靠性.
相关概念视频
Relative Motion Analysis - Velocity
394
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...
394
Relative Motion Analysis using Rotating Axes
489
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...
489
Absolute Motion Analysis- General Plane Motion
243
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...
243
Relative Motion Analysis using Rotating Axes-Problem Solving
424
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
424
Relative Motion Analysis - Acceleration
382
A slider-crank mechanism 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. The movement of the slider-crank is an example of general plane motion as the fluctuating angle between the crank and the connecting rod. Consider a segment AB where point A is at the end of the slider and point B is on the diametrically opposite end to point A, on a crack. The variance in...
382
Types of Global Positioning System Surveys
83
GPS surveying methods vary in application, accuracy, and data collection techniques, catering to diverse surveying and mapping needs. Static GPS, kinematic GPS, and real-time kinematic (RTK) surveying are widely used. Each technique offers distinct advantages.Static GPS involves placing one receiver at a known reference point and another at the target point. It collects exact positional data by observing multiple satellite ranges over an extended period, achieving centimeter-level accuracy for...
83


