三维点云应用,数据集和远程传感的压缩方法:一个元调查
Emil Dumic1, Luís A da Silva Cruz2,3
1Department of Electrical Engineering, University North, 104. Brigade 3, 42000 Varaždin, Croatia.
Sensors (Basel, Switzerland)
|April 28, 2025
概括
这一元调查回顾了远程传感 (RS),数据集和压缩方法中的3D点云 (PC) 应用. 它强调了在RS中推进PC使用的趋势和挑战.
科学领域:
- 地理空间科学 地理空间科学
- 计算机视觉 计算机视觉
背景情况:
- 三维点云 (PC) 在遥感 (RS) 中越来越重要.
- 现有的审查往往侧重于特定的方面,需要一个整合的概述.
研究的目的:
- 在RS中全面审查3D PC应用程序.
- 在RS中调查R&D所需的基本数据集.
- 分析最先进的PC压缩方法.
主要方法:
- 综合现有文献和原始研究的元调查.
- 在RS中PC应用的分类 (专业化,精准农业,一般).
- 对各种PC数据集的调查 (城市,户外,室内,车辆,物体,农业).
主要成果:
- 详细概述了各种RS领域的PC应用程序.
- 通常用于研发的PC数据集目录.
- 分析压缩技术,从传统到基于深度学习 (DL) 的压缩技术.
结论:
- 确定了针对RS的PC中的新兴趋势,挑战和机会.
- 为研究人员和从业人员提供了宝贵的资源.
- 强调需要在PC处理和RS压缩方面继续取得进展.
相关概念视频
Methods of Obtaining Topography
28
Topography involves measuring and mapping land elevations, natural features, and artificial structures to create accurate representations of the terrain. Topographic surveying relies on traditional and modern methods, each with distinct advantages and limitations.Traditional Surveying Methods:Transit stadia surveys and plane table surveys were widely used traditional surveying methods. These techniques relied on instruments like theodolites and stadia rods for measuring distances and angles,...
28
GIS Software, Hardware, and Sources of GIS Data
22
A Geographic Information System (GIS) combines specialized software and hardware to effectively manage, analyze, and present spatial and related data. GIS software includes critical functionalities such as a user interface for easy navigation, database management tools for handling spatial and attribute data, and data retrieval features for efficient access. Analytical tools transform raw data into insights, while display functions produce maps and reports in various formats for effective...
22
Selected Data About Geographic Locations
15
Geographic Information Systems (GIS) rely on two core types of data: spatial data and attribute data.Spatial DataSpatial data defines the physical location of features within a coordinate system, typically expressed in terms of latitude and longitude. It provides precise positioning for elements like roads, rivers, or buildings.Attribute DataAttribute data complements spatial data by adding descriptive information about these features. For example, a road's spatial data includes its start and...
15
Applications of GIS: Disaster Management and Emergency Response
21
Geographic Information System (GIS) technology is essential for risk identification, action prioritization, and resource optimization in critical situations like flooding and earthquakes. By integrating spatial and demographic data, GIS provides a comprehensive framework for emergency response.GIS integrates data layers, like rainfall intensity, topography, elevation profiles, and river levels, to model high-risk flood zones. These layers assess areas susceptible to flooding based on their...
21
Types of Global Positioning System Surveys
36
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...
36
Manipulation and Analysis
13
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
13


