Covariance Propagation for the Uncertainty Estimation in Stereo Vision

被引:45
作者
Di Leo, Giuseppe [1 ]
Liguori, Consolatina [1 ]
Paolillo, Alfredo [1 ]
机构
[1] Univ Salerno, Dept Ind Engn, I-84084 Salerno, Italy
关键词
Calibration; cameras; linear systems; Monte Carlo (MC) methods; stereo vision; uncertainty;
D O I
10.1109/TIM.2011.2113070
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
Stereo vision has emerged as an effective approach for contactless 3-D measurements. This paper presents a methodology for the propagation of the measurement uncertainty through stereo-vision calibration and measurement algorithms, according to international standards. The proposed procedure is compared to the reference statistical procedure for uncertainty evaluation, and the results are presented and discussed. The results proved that the proposed procedure was able to estimate the standard uncertainty even at considerable working distances from the calibrated volume with negligible processing times and far more accurately than the theoretical simplified models commonly adopted.
引用
收藏
页码:1664 / 1673
页数:10
相关论文
共 18 条
  • [1] [Anonymous], 1002008 JCGM
  • [2] [Anonymous], 2001, Robotica, DOI DOI 10.1017/S0263574700223217
  • [3] [Anonymous], 1012008 JCGM
  • [4] Structured approach to estimate the measurement uncertainty in digital signal elaboration algorithms
    Betta, G
    Liguori, C
    Pietrosanto, A
    [J]. IEE PROCEEDINGS-SCIENCE MEASUREMENT AND TECHNOLOGY, 1999, 146 (01) : 21 - 26
  • [5] Cox M.G., 2006, Technical report DEM-ES-011
  • [6] Standard uncertainty evaluation in image-based measurements
    De Santo, M
    Liguori, C
    Paolillo, A
    Pietrosanto, A
    [J]. MEASUREMENT, 2004, 36 (3-4) : 347 - 358
  • [7] Di Leo G., 2010, 2010 IEEE International Instrumentation & Measurement Technology Conference - I2MTC 2010, P12, DOI 10.1109/IMTC.2010.5488057
  • [8] FARENZENA M, 2005, P VIS VID GRAPH ED U, P101
  • [9] Faugeras O., 1993, Three-dimensional computer vision: a geometric viewpoint
  • [10] Direct least square fitting of ellipses
    Fitzgibbon, A
    Pilu, M
    Fisher, RB
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (05) : 476 - 480