电子科技
電子科技
전자과기
Electronic Science and Technology
2015年
9期
125-130
,共6页
移动机器人%点云%地平面%平面分割
移動機器人%點雲%地平麵%平麵分割
이동궤기인%점운%지평면%평면분할
mobile robot%point cloud%ground plane%plane segmentation
提出了一种基于点云的地平面初系数估测算法。采用八叉树存储包含RGB和空间位置信息点云数据,通过比较相邻两帧树的叶节点来获取运动目标的局部点云。并使用随机采样一致性算法估计,由运动目标局部点云重心所构成的点集上的平面模型参数。同时,采用ISOCLUS算法对场景在法向空间和距离空间上进行两次聚类来分割平面。最终,以运动平面法向信息作为参考因素,从待选平面中标识出地平面点云数据。实验结果显示,该方法可有效地估测出地平面初系数。
提齣瞭一種基于點雲的地平麵初繫數估測算法。採用八扠樹存儲包含RGB和空間位置信息點雲數據,通過比較相鄰兩幀樹的葉節點來穫取運動目標的跼部點雲。併使用隨機採樣一緻性算法估計,由運動目標跼部點雲重心所構成的點集上的平麵模型參數。同時,採用ISOCLUS算法對場景在法嚮空間和距離空間上進行兩次聚類來分割平麵。最終,以運動平麵法嚮信息作為參攷因素,從待選平麵中標識齣地平麵點雲數據。實驗結果顯示,該方法可有效地估測齣地平麵初繫數。
제출료일충기우점운적지평면초계수고측산법。채용팔차수존저포함RGB화공간위치신식점운수거,통과비교상린량정수적협절점래획취운동목표적국부점운。병사용수궤채양일치성산법고계,유운동목표국부점운중심소구성적점집상적평면모형삼수。동시,채용ISOCLUS산법대장경재법향공간화거리공간상진행량차취류래분할평면。최종,이운동평면법향신식작위삼고인소,종대선평면중표식출지평면점운수거。실험결과현시,해방법가유효지고측출지평면초계수。
An approach is proposed for estimating initial coefficients of the ground plane with point clouds.The octree used first to store the point clouds that contain RGB and location information.The moving object's partial point clouds can be acquired by comparing leaf nodes of two neighboring frames.Then a set consists of centroids extracted from moving object's partial point clouds is utilized to fit a plane through RANSAC.Besides, clustering is performed on normal and distance space successively by ISOCLUS algorithm to segment planes.Finally, the ground plane is chosen from segmented planes according to normal of the plane of the moving object.This method achieves reliable results for estimating initial coefficients of the ground plane through experiment.