Design and Evaluation of a Teleoperated Robotic 3-D Mapping System using an RGB-D Sensor

被引:13
作者
Du, Jianhao [1 ]
Mouser, Craig [1 ]
Sheng, Weihua [1 ]
机构
[1] Oklahoma State Univ, Sch Elect & Comp Engn, Stillwater, OK 74078 USA
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2016年 / 46卷 / 05期
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
Client/server model; RGB-D camera; robotic mapping;
D O I
10.1109/TSMC.2015.2461186
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this correspondence paper, we develop a teleoperated robotic 3-D mapping (TeRoM) system which enables efficient human-guided mapping of remote environments for realistic rendering and visualization. First, the hardware design of the TeRoM system is proposed which is based on a Pioneer mobile robot platform and a rotating RGB-D camera. A client/server architecture is developed to allow the data to be processed in a remote server, which makes it possible to implement 3-D mapping on robots with limited resources. Second, a 3-D map is created in real-time while an operator controls the robot and the pan-tilt unit remotely using a joystick. Then the map is converted into a mesh using the marching cubes algorithm and optimized to reduce the data volume. Finally the mesh is imported and rendered in a 3-D rendering engine for interactive and intuitive display. We evaluate the performance of the TeRoM system in terms of accuracy, processing speed, reliability, and manipulability.
引用
收藏
页码:718 / 724
页数:7
相关论文
共 21 条
[1]   SURF: Speeded up robust features [J].
Bay, Herbert ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION - ECCV 2006 , PT 1, PROCEEDINGS, 2006, 3951 :404-417
[2]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[3]   A comparison of mesh simplification algorithm [J].
Cignoni, P ;
Montani, C ;
Scopigno, R .
COMPUTERS & GRAPHICS-UK, 1998, 22 (01) :37-54
[4]  
Curless B., 1996, Computer Graphics Proceedings. SIGGRAPH '96, P303, DOI 10.1145/237170.237269
[5]  
Dryanovski I, 2013, IEEE INT CONF ROBOT, P2305, DOI 10.1109/ICRA.2013.6630889
[6]  
Du JH, 2014, LECT NOTES COMPUT SC, V8887, P773, DOI 10.1007/978-3-319-14249-4_74
[7]  
Endres F, 2012, IEEE INT CONF ROBOT, P1691, DOI 10.1109/ICRA.2012.6225199
[8]  
Engelhard N., 2011, P RGB D WORKSH 3D PE, P3
[9]  
Garland M., 1997, Computer Graphics Proceedings, SIGGRAPH 97, P209, DOI 10.1145/258734.258849
[10]  
Henry P., 2010, P ADV REAS DEPTH CAM, P1