DePoint:通过减少来提高3D点云分析的旋转稳定性
Lu Shi1, Gaoyun An2, Yigang Cen1
1State Key Laboratory of Advanced Rail Autonomous Operation, Beijing Jiaotong University, Beijing, 100044, China; School of Computer Science and Technology, Beijing Jiaotong University, Beijing, 100044, China; Visual Intellgence X International Cooperation Joint Laboratory of MOE, Beijing, 100044, China.
概括
DePoint通过减少旋转诱导的来增强3D点云分析,提高对具有不可预测方向的对象的模型性能. 这种方法在3D对象分类和细分任务中提高了旋转稳定性.
科学领域:
- 计算机视觉 计算机视觉
- 机器学习 机器学习
- 3D数据分析 3D数据分析
背景情况:
- 由于对象的方向不可预测,旋转稳定性对于3D点云分析至关重要.
- 当前的方法往往在巨大的旋转空间中难以准确对齐.
- 随机旋转增加点云和语义标签之间的关节,降低模型性能.
研究的目的:
- 为了研究旋转对点云分析的影响.
- 介绍DePoint,一种提高旋转强度的新方法.
- 通过将空间分布与语义信息对齐来降低.
主要方法:
- 研究了旋转对点云的影响.
- 介绍了DePoint,一种旋转增强方法.
- 使用了一个语点云编码器,具有共享的任务头和辅助分类器.
主要成果:
- DePoint有效地降低了旋转点云表示中的.
- 该方法确保了学习的表示的语义一致性.
- 在没有推断时间参数的情况下,无地集成到现有模型中.
结论:
- 在点云模型中,DePoint显著提高了旋转稳定性.
- 该方法提高了3D对象分类和细分的性能.
- 德Point为现实世界3D分析挑战提供了简单而有效的解决方案.
相关概念视频
Relative Motion Analysis using Rotating Axes
880
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...
880
Relative Motion Analysis using Rotating Axes-Problem Solving
704
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...
704
Relative Motion Analysis using Rotating Axes - Acceleration
754
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...
754
Kinematic Equations for Rotation
763
In mechanics, when one observes a rigid body in rotational motion with constant angular acceleration, it is possible to establish equations for its rotational kinematics. This process resembles how linear kinematics are dealt with in simpler motion studies.
For instance, imagine a point A on a rigid body engaged in circular motion. The translational velocity of this particular point can be calculated by taking the time derivatives of the displacement equation, which essentially measures the...
For instance, imagine a point A on a rigid body engaged in circular motion. The translational velocity of this particular point can be calculated by taking the time derivatives of the displacement equation, which essentially measures the...
763
Entropy Change in Reversible Processes
3.2K
In the Carnot engine, which achieves the maximum efficiency between two reservoirs of fixed temperatures, the total change in entropy is zero. The observation can be generalized by considering any reversible cyclic process consisting of many Carnot cycles. Thus, it can be stated that the total entropy change of any ideal reversible cycle is zero.
The statement can be further generalized to prove that entropy is a state function. Take a cyclic process between any two points on a p-V diagram.
The statement can be further generalized to prove that entropy is a state function. Take a cyclic process between any two points on a p-V diagram.
3.2K
Rotation with Constant Angular Acceleration - II
7.0K
Kinematics is the description of motion. The kinematics of rotational motion discusses the relationships between rotation angle, angular velocity, angular acceleration, and time. One can describe many things with great precision using kinematics, but kinematics does not consider causes. For example, a large angular acceleration describes a very rapid change in angular velocity without any consideration of its cause. Thus, rotational kinematics does not represent the laws of nature.
The first...
The first...
7.0K


