为3D人体姿势估计,以原点为中心和部分为基础的姿势分解
Zhijie Lin1, Jinxin Yao2, Juan Huang3
1School of Information and Electronic Engineering, Zhejiang University of Science and Technology, Hangzhou, 310023, China. linzhijie@zust.edu.cn.
Scientific reports
|August 23, 2025
概括
本研究介绍了以原始为中心的零件变压器 (OPFormer) 用于3D人体姿势估计. OPFormer通过分离和重组骨架部分来提高准确性,改善本地和全球特征学习.
科学领域:
- 计算机视觉
- 机器学习
背景情况:
- 变压器模型显示出从二维图像中对3D人体姿势的估计.
- 目前的方法难以平衡全球骨架背景与本地关节特征.
研究的目的:
- 提出一个新的变压器块,以原点为中心的部分变压器 (OPFormer),以改进3D人体姿势估计.
- 在2D人类骨架中捕捉全球和本地空间依赖性的局限性.
主要方法:
- 引入了骨分离和骨重组步骤的OPFormer块.
- 骨架分离提取细粒度的局部空间特征.
- 骨重组使用人类骨起源通过空间转换器编码器融合本地和全球特征.
主要成果:
- 在Human3.6M和MPI-INF-3DHP数据集上实现了最先进的性能.
- 在没有额外的训练数据的情况下,OPFormer在Human3.6M上达到37.6mm的平均每关节位置误差 (MPJPE).
- 在3D人类姿势估计中表现出卓越的准确性.
结论:
- 它有效地整合了本地和全球特征,以准确的3D人体姿势估计.
- 这种新的方法推进了2D到3D人体姿势重建的领域.
- 通过单眼二维输入提供精确的人体姿势估计的强大解决方案.
更多相关视频
相关概念视频
Centroid of a Body: Problem Solving
1.3K
The centroid of a body is a crucial concept in engineering and physics. Finding the centroid of a body can help determine its stability, its balance point, and even its design. In this context, consider a thin wire bent in the form of a quarter circular arc. Polar coordinates are used to calculate the centroid. The wire is first divided into small differential elements of a length equal to the radius multiplied by the differential angle.
The x-coordinates and y-coordinates of each element's...
The x-coordinates and y-coordinates of each element's...
1.3K
Centroid of a Body
1.2K
The centroid is an important concept in engineering, physics, and mechanics. It is the geometric center of a body. It always lies within the body except in cases with holes or cavities. When the material that a body is composed of is uniform or homogeneous, the centroid coincides with its center of mass or the center of gravity.
For a homogeneous body with constant density, the centroid can usually be found using equations representing a balance of the moments of the body's volume. If the...
For a homogeneous body with constant density, the centroid can usually be found using equations representing a balance of the moments of the body's volume. If the...
1.2K
Relative Motion Analysis using Rotating Axes
531
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...
531
Relative Motion Analysis using Rotating Axes-Problem Solving
449
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...
449
Structural Classification of Joints
4.1K
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...
4.1K
Kinematic Equations for Rotation
374
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...
374


