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作者:

Li, Xiuzhi (Li, Xiuzhi.) | Xu, Chuanluo (Xu, Chuanluo.) | Jia, Songmin (Jia, Songmin.) (学者:贾松敏) | Li, Shangyu (Li, Shangyu.)

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摘要:

In this paper, the accuracy improvement of velocity measurement of intelligent wheelchair based on optical flow is studied. When wheelchair moves indoor, mechanical jittering occurs slightly, which has an impact on the accuracy of optical flow odometry. To solve the problem, a novel restoration method of optical flow field is proposed. Firstly, we select the starting and end points of optical flow vectors as the matched feature points, then solve the initial affine kinematic parameters using least square method. In the following, Kalman Filter (KF) is used to smooth the parameters with futile shake. In the end, optical flow field can be compensated to prepare for the follow-up optical flow odometry. Our experiments demonstrate the effectiveness of our method on velocity measurement of intelligent wheelchair. © 2016 IEEE.

关键词:

Intelligent robots Computer vision Restoration Flow fields Velocity Wheelchairs Optical flows Image reconstruction Velocity measurement Least squares approximations

作者机构:

  • [ 1 ] [Li, Xiuzhi]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Li, Xiuzhi]Engineering Research Center of Digital Community, Ministry of Education, Beijing; 100124, China
  • [ 3 ] [Xu, Chuanluo]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Xu, Chuanluo]Engineering Research Center of Digital Community, Ministry of Education, Beijing; 100124, China
  • [ 5 ] [Jia, Songmin]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 6 ] [Jia, Songmin]Engineering Research Center of Digital Community, Ministry of Education, Beijing; 100124, China
  • [ 7 ] [Li, Shangyu]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 8 ] [Li, Shangyu]Engineering Research Center of Digital Community, Ministry of Education, Beijing; 100124, China

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年份: 2016

页码: 1635-1640

语种: 英文

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