中值滤波在激光雷达点云数据预处理中的应用  被引量:9

Application of median filter in point cloud data pre-processing lidar

在线阅读下载全文

作  者:未永飞[1] 杜正春[1,2] 姚振强[1,2] 

机构地区:[1]上海交通大学机械工程与动力学院,上海200240 [2]上海交通大学机械系统与振动国家重点实验室,上海200240

出  处:《激光技术》2009年第2期213-216,共4页Laser Technology

基  金:国家九七三重点基础研究发展计划资助项目(2006CB705400)

摘  要:为了研究3维激光雷达测量系统采集到的点云数据如何进行去噪处理,根据灰度图像中对灰度值进行滤波去噪的概念,采用改进的2维中值滤波方法对点云数据中的噪声点加以处理。基于激光雷达点云数据数据量庞大且存在噪声点特点,重点分析了改进2维中值滤波算法和点云数据信噪分离方法,并通过实验验证,得到了速度对比数据和滤波效果图。结果表明,利用改进后的2维中值滤波方法,速度明显得到改进,对激光雷达点云数据的滤波效果良好。Based on the method of filter used to eliminate noise from gray image according to its gray value, median filter was proposed to remove noise from the point cloud data obtained by a 3-D lidar measuring system. A lidar can be used to collect point cloud data from the surface of an object. The quantity of the point cloud data is huge with noise, which is always harmful to surface reconstruction if it is not removed. Based on the character of the point cloud data, an improved algorithm for 2-D median filter and method for segregating noise from point cloud were mainly emphasized. The speed and effect of the process are improved significantly ,which demonstrates that median filter can be used to deal with the lidar data.

关 键 词:图像处理 中值滤波 去噪 点云数据 激光雷达 

分 类 号:TP391[自动化与计算机技术—计算机应用技术]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象