混合视频:基于混合追踪策略的视觉惯性计数
Huayu Yuan1, Ke Han1, Boyang Lou1
1School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China.
Sensors (Basel, Switzerland)
|August 29, 2024
概括
通过将深度学习与传统方法相结合,Mix-VIO增强了视觉惯性测距 (VIO). 这种混合方法在具有挑战性的条件下提高了跟踪稳定性,例如动态照明和图像模糊.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 传统的视觉测距与动态照明和图像模糊性作斗争.
- 强大的视觉惯性测距 (VIO) 对自动驾驶系统至关重要.
研究的目的:
- 提出Mix-VIO,一种新的混合视觉惯性测距系统.
- 为了在具有挑战性的环境条件下提高前端跟踪性能.
主要方法:
- 实施了混合追踪方法,结合了手工制作和基于深度神经网络 (DNN) 的技术.
- 利用DNN进行特征点检测和集成光流以及基于DNN的稀疏特征匹配.
- 使用滑动窗口和捆绑调整 (BA) 进行后端优化和姿势估计.
主要成果:
- 在动态照明下,Mix-VIO表现出强大的跟踪性能.
- 该系统保持了最佳的结果,即使有显著的图像模糊.
- 实验验证证了混合特征提取和匹配方法的有效性.
结论:
- 混合VIO比传统的VIO系统提供了显著的改进.
- 混合方法有效地解决了动态和模糊环境中的局限性.
- 这项工作提高了VIO在现实应用中的可靠性.
相关概念视频
Inertial Frames of Reference
7.0K
Newton’s first law is usually considered to be a statement about reference frames. It provides a method for identifying a special type of reference frame: the inertial reference frame. In principle, we can make the net force on a body zero. If its velocity relative to a given frame is constant, then that frame is said to be inertial. So, by definition, an inertial reference frame is a reference frame where Newton's first law holds valid. Newton's first law applies to objects with...
7.0K
Relative Motion Analysis using Rotating Axes
450
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...
450
Relative Motion Analysis using Rotating Axes-Problem Solving
394
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...
394
Relative Motion Analysis using Rotating Axes - Acceleration
327
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. The absolute velocity of point B is determined by adding the absolute velocity of point A, the relative velocity of point B in the rotating frame, and the effects caused by the angular velocity within the rotating frame.
Time differentiation is...
Time differentiation is...
327
Non-inertial Frames of Reference
5.8K
A reference frame accelerating or decelerating relative to an inertial frame is a non-inertial frame. To help understand this, consider what taking off in an airplane, turning a corner in a car, riding a merry-go-round, and the circular motion of a tropical cyclone all have in common. All these systems are accelerating, decelerating, or rotating relative to the Earth; hence, they all are non-inertial frames. All these systems exhibit inertial forces, which merely seem to arise from motion,...
5.8K
Kinematic Equations - II
9.4K
The second kinematic equation expresses the final position of an object in terms of its initial position, the distance traveled with the initial constant velocity, and the distance traveled due to a change in velocity. Similar to the first kinematic equation, this equation is also only valid when the acceleration is constant throughout the motion of an object.
Suppose a car merges into freeway traffic on a 200 m long ramp. If its initial velocity is 10 m/s and it accelerates at 2 m/s2, then the...
Suppose a car merges into freeway traffic on a 200 m long ramp. If its initial velocity is 10 m/s and it accelerates at 2 m/s2, then the...
9.4K


