Fusion of range and vision for real-time motion estimation

被引:0
|
作者
Kolodko, J [1 ]
Vlacic, L [1 ]
机构
[1] Griffith Univ, Intelligent Control Syst Lab, Brisbane, Qld 4111, Australia
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we introduce a motion estimation algorithm that fuses visual and range data to give an unambiguous estimate of the velocity of objects visible to a camera and range sensor. Dynamic scale space is used to avoid temporal aliasing and a novel robust estimator based on Least Trimmed Squares is used to smooth results between boundaries established using range data. Simulation results (from a specially developed simulation environment) and experimental results (from an FPGA based implementation of our algorithm) show our approach gives accurate motion estimates.
引用
收藏
页码:256 / 261
页数:6
相关论文
共 50 条
  • [1] Real-Time Error Estimation for Real-Time Motion Prediction
    Moore, D.
    Sawant, A.
    MEDICAL PHYSICS, 2015, 42 (06) : 3711 - 3711
  • [2] Motion Estimation for a Mobile Robot Based on Real-time Stereo Vision System
    Wang, Zhongli
    Gao, Xueshan
    Zhang, Baochang
    Wu, Hao
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 2023 - 2027
  • [3] REAL-TIME MOTION ESTIMATION BASED ON EVENT-BASED VISION SENSOR
    Lee, Jun Haeng
    Lee, Kyoobin
    Ryu, Hyunsurk
    Park, Paul K. J.
    Shin, Chang-Woo
    Woo, Jooyeon
    Kim, Jun-Seok
    2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 204 - 208
  • [4] REAL-TIME MOTION ESTIMATION WITH MRI
    Liu, Wenyang
    Ruan, Dan
    2013 IEEE 10TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2013, : 808 - 811
  • [5] Real-time estimation of hip range of motion for total hip replacement surgery
    Kawasaki, Y
    Ino, F
    Sato, Y
    Sugano, N
    Yoshikawa, H
    Tamura, S
    Hagihara, K
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2004, PT 2, PROCEEDINGS, 2004, 3217 : 629 - 636
  • [6] A Robust Vision-Based Sensor Fusion Approach for Real-Time Pose Estimation
    Assa, Akbar
    Janabi-Sharifi, Farrokh
    IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (02) : 217 - 227
  • [7] Real-time one-dimensional motion estimation and its application in computer vision
    Yang Cong
    Haifeng Gong
    Yandong Tang
    Shuzhi Sam Ge
    Jiebo Luo
    Machine Vision and Applications, 2015, 26 : 633 - 648
  • [8] Real-time one-dimensional motion estimation and its application in computer vision
    Cong, Yang
    Gong, Haifeng
    Tang, Yandong
    Ge, Shuzhi Sam
    Luo, Jiebo
    MACHINE VISION AND APPLICATIONS, 2015, 26 (05) : 633 - 648
  • [9] Tracking vision system for real-time motion analysis
    Morita, T
    ADVANCED ROBOTICS, 1999, 12 (06) : 609 - 617
  • [10] Real-time motion tracker for a robotic vision system
    Mikhalsky, M
    Sitte, J
    1ST CANADIAN CONFERENCE ON COMPUTER AND ROBOT VISION, PROCEEDINGS, 2004, : 30 - 34