An extended Kalman filtering approach to high precision stereo image matching

被引:0
|
作者
Williams, J [1 ]
Bennamoun, M [1 ]
机构
[1] Queensland Univ Technol, Space Ctr Satellite Navigat, Brisbane, Qld 4001, Australia
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present a novel approach to stereo image matching for high precision applications which is based upon a non-linear filtering technique called the extended Kalman filter (EKF). The matching algorithm has three components - the matching process, false match rejection, and disparity prediction, which are all derived within the Kalman filtering framework. We first present the stereo matching model used, and then derive the matching equations and processes. We then present results of tests performed on a synthetic stereo pair, which allows comparison with ground truth data. The results indicate that the method is capable of very robust and high precision matching performance.
引用
收藏
页码:157 / 161
页数:5
相关论文
共 50 条
  • [1] Extended Kalman Filtering Approach to Stereo Video Stabilization
    Lee, Kai Ki
    Wong, Kin Hong
    Chang, Michael Ming Yuen
    Yu, Ying Kin
    Leung, Man Kin
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 3470 - 3473
  • [2] The influence of vector filtering on the matching precision of stereo images
    Siuzdak, J
    Czarnecki, T
    JOURNAL OF MODERN OPTICS, 2003, 50 (11) : 1735 - 1742
  • [3] Local Stereo Matching: An Adaptive Weighted Guided Image Filtering-Based Approach
    Zhang, Ben
    Zhu, Denglin
    International Journal of Pattern Recognition and Artificial Intelligence, 2022, 35 (03)
  • [4] Local Stereo Matching: An Adaptive Weighted Guided Image Filtering-Based Approach
    Zhang, Ben
    Zhu, Denglin
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2021, 35 (03)
  • [5] Full-Image Guided Filtering for Fast Stereo Matching
    Yang, Qingqing
    Li, Dongxiao
    Wang, Lianghao
    Zhang, Ming
    IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (03) : 237 - 240
  • [6] Efficient Stereo Matching Based on Pervasive Guided Image Filtering
    Zhu, Chengtao
    Chang, Yau-Zen
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [7] Stereo Matching Based on Guided Image Filtering with Permeability Filter
    Chang, Yau-Zen
    2019 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2019, : 905 - 908
  • [8] Hierarchical Guided-Image-Filtering for Efficient Stereo Matching
    Zhu, Chengtao
    Chang, Yau-Zen
    APPLIED SCIENCES-BASEL, 2019, 9 (15):
  • [9] High-Precision Indoor Localization Using the Extended Kalman Filter Approach
    AlShabi, Mohammad
    Gadsden, S. Andrew
    Obaideen, Khaled
    Bonny, Talal
    LASER RADAR TECHNOLOGY AND APPLICATIONS XXIX, 2024, 13049
  • [10] Supercapacitor Diagnosis using an Extended Kalman Filtering Approach
    Alonge, Francesco
    Rodono, Giulio
    Cirrincione, Maurizio
    Vitale, Gianpaolo
    2016 IEEE 16TH INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING (EEEIC), 2016,