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散乱数据点的k近邻搜索算法
引用本文:刘晓东,刘国荣,王颖,席延军.散乱数据点的k近邻搜索算法[J].微电子学与计算机,2006,23(4):23-26,30.
作者姓名:刘晓东  刘国荣  王颖  席延军
作者单位:西安交通大学计算机系,陕西,西安,710049
摘    要:文章提出了一种基于八叉树的快速k近邻搜索算法,即通过对点集建立包围盒。利用八叉树记录分割过程,从而使近邻点的搜索只局限于采样点所在包围盒及周围的包围盒,并通过剪枝策略,使搜索范围近一步缩小.提高了搜索的速度,并能对噪声点自动删除。

关 键 词:散乱点  k近邻  八叉树
文章编号:1000-7180(2006)04-023-04
收稿时间:2005-07-25
修稿时间:2005-07-25

K-neighbor Searching of Surface Reconstruction From Scattered Points
LIU Xiao-dong,LIU Guo-rong,WANG Ying,XI Yan-jun.K-neighbor Searching of Surface Reconstruction From Scattered Points[J].Microelectronics & Computer,2006,23(4):23-26,30.
Authors:LIU Xiao-dong  LIU Guo-rong  WANG Ying  XI Yan-jun
Abstract:In this paper, a method to find the k-neighbor of points very quickly which is based on octree,is provided. K-neighbor searching method builds up the envelopment-box of points first, then divides the box and records the dividing process by octree. This method limits the searching range to the point's envelopment-box and its neighbor boxes, and reduces the searching range ulteriorly by pruning means. This method has some excellent characters such as quick speed, automatic deleting of yawp points.
Keywords:Scattered points  K-neighbor  Octree
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