有效的大规模点云几何压缩
Shiyu Lu1,2, Cheng Han2, Huamin Yang2
1School of Computer Science and Technology, Changchun University, Changchun 130022, China.
Sensors (Basel, Switzerland)
|March 17, 2025
概括
本研究介绍了一种有效的算法,用于大规模的点云几何压缩,显著减少比特率和解码时间. 新方法提高了特征提取和解码质量,以提高性能.
科学领域:
- 计算机视觉 计算机视觉
- 数据压缩数据压缩
- 3D 图形 3D 图形
背景情况:
- 大规模的点云需要大量的带宽和内存.
- 现有的点云几何压缩方法在性能和复杂性方面面临挑战.
研究的目的:
- 为大规模点云几何压缩提出一个高效的算法.
- 为了解决低于最佳的压缩性能和复杂的编码解码过程.
主要方法:
- 在编码器中设计了一个交叉注意模块,以结合位置信息和增强功能.
- 在解码器中引入了一个高效的生成模块,以提高质量而不会增加时间.
主要成果:
- 与G-PCC v23.23相比,实现了-46.64%的平均比特率降低.
- 在最先进的方法中证明了最快的解码时间.
- 保持了2.8M的最小网络模型大小.
结论:
- 拟议的算法为大规模点云提供了优越的压缩性能.
- 该方法提供了显著的比特率节省和更快的解码,使其适用于现实世界的应用程序.
相关概念视频
Gauss's Law: Planar Symmetry
7.7K
A planar symmetry of charge density is obtained when charges are uniformly spread over a large flat surface. In planar symmetry, all points in a plane parallel to the plane of charge are identical with respect to the charges. Suppose the plane of the charge distribution is the xy-plane, and the electric field at a space point P with coordinates (x, y, z) is to be determined. Since the charge density is the same at all (x, y) - coordinates in the z = 0 plane, by symmetry, the electric field at P...
7.7K
Gauss's Law: Cylindrical Symmetry
7.4K
A charge distribution has cylindrical symmetry if the charge density depends only upon the distance from the axis of the cylinder and does not vary along the axis or with the direction about the axis. In other words, if a system varies if it is rotated around the axis or shifted along the axis, it does not have cylindrical symmetry. In real systems, we do not have infinite cylinders; however, if the cylindrical object is considerably longer than the radius from it that we are interested in,...
7.4K
Gauss's Law: Spherical Symmetry
7.3K
A charge distribution has spherical symmetry if the density of charge depends only on the distance from a point in space and not on the direction. In other words, if the system is rotated, it doesn't look different. For instance, if a sphere of radius R is uniformly charged with charge density ρ0, then the distribution has spherical symmetry. On the other hand, if a sphere of radius R is charged so that the top half of the sphere has a uniform charge density ρ1 and the bottom half...
7.3K
Gauss's Law: Problem-Solving
1.6K
Gauss's law helps determine electric fields even though the law is not directly about electric fields but electric flux. In situations with certain symmetries (spherical, cylindrical, or planar) in the charge distribution, the electric field can be deduced based on the knowledge of the electric flux. In these systems, we can find a Gaussian surface S over which the electric field has a constant magnitude. Furthermore, suppose the electric field is parallel (or antiparallel) to the area...
1.6K
Theorems of Pappus and Guldinus: Problem Solving
687
Pappus and Guldinus's theorems are powerful mathematical principles that are used for finding the surface area and volume of composite shapes. For example, consider a cylindrical storage tank with a conical top. Finding the surface area or volume can be challenging for such complex shapes. These theorems are particularly useful in calculating the volume and surface area of such systems. Here, the cylindrical storage tank with a conical top can be broken down into two simple shapes: a...
687
Gauss's Law
7.0K
If a closed surface does not have any charge inside where an electric field line can terminate, then the electric field line entering the surface at one point must necessarily exit at some other point of the surface. Therefore, if a closed surface does not have any charges inside the enclosed volume, then the electric flux through the surface is zero. What happens to the electric flux if there are some charges inside the enclosed volume? Gauss's law gives a quantitative answer to this question.
7.0K


