A visual odometry system based on Kinect sensor

被引：0

作者：

Qin, Xuebin ^{[1
]}

Wang, Mei ^{[1
]}

Song, Shijie ^{[1
]}

Wang, Liang ^{[1
]}

Wang, Pai ^{[1
]}

机构：

[1] School of Electrical and Control Engineering, Xi'an University of Science and Technology, Xi'an

来源：

Journal of Computational Information Systems | 2015年 / 11卷 / 19期

关键词：

Improved ICP method; Motion estimation; Relative pose;

D O I：

10.12733/jcis15614

中图分类号：

学科分类号：

摘要：

In this paper we present a system that estimates the motion of a Kinect camera based on video input. Motion is estimated by Kinect sensor itself. First of all, the infrared camera of Kinect is calibrated by clicking corners manually and the corners position are optimized, the relative pose of RGB camera and infrared camera for Kinect is calibrated by the optimized points, furthermore, Harris Point features are matched between pairs of frames and linked into image trajectories at video rate by proposed method, calculate the 3D coordinate of matched points in IR image, the outliers are deleted by RANSAC. At last, the robot trajectory is estimated by improved ICP method (Iterative Closest Point). The experiment shows that the proposed method has more precision in contrast with conventional method. © 2015 by Binary Information Press.

引用

页码：7203 / 7210

页数：7

共 15 条

[1]

Hong Y., Kun Q., Kinect-based 3D indoor environment map building for mobile robot, Journal of Southeast University, 43, 1, pp. 183-187, (2013)

[2]

Ileperuma G.D., Sonnadara U.J., An autonomous robot navigation system based on optical flow, ICIIS 2011-Conference Proceedings, 8, 3, pp. 489-492, (2011)

[3]

Mostafa N., Javad. A., Improvement of robot navigation using fuzzy method, 3rd Joint Conference of AI and Robotics and 5th RoboCup Iran Open International Symposium: Learning, Glorious Future, 6, 1, pp. 1-5, (2013)

[4]

Mendes, Coimbra M., Paulo A., Robot navigation based on view sequences stored in a sparse distributed memory, Robotica, 4, 1, pp. 571-581, (2012)

[5]

Suhail T., Mercy S., Optimal path selection for mobile robot navigation using genetic algorithm, International Journal of Computer Science Issues, 8, 4, pp. 433-440, (2011)

[6]

Zhang Z., A Flexible New Technique for Camera Calibration, IEEE Trans. Pattern Anal. Mach. Intell. PAMI, pp. 1330-1334, (2000)

[7]

Li M., Sun L., Robust omnidirectional vision based mobile robot hierarchical localization and autonomous navigation, Information Technology, 18, 7, pp. 29-39, (2011)

[8]

Yang C., Fudong Y., Trajectory recognition and navigation control in the mobile robot, Key Engineering Materials, 7, 1, pp. 11-14, (2011)

[9]

Sanna A., Lamberti F., A kinect-based natural interface for quadrotor control, Entertainment Conputing, 78, 2, pp. 179-186, (2013)

[10]

Harris C., Stephens M., A combine corner and edge detector, Proc. Of Fouteh Alvey Vision Conference, pp. 147-151, (1988)

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