The effect of camera settings on image noise and accuracy of subpixel image registration

被引:2
|
作者
HajiRassouliha, Amir [1 ]
Richardson, Samuel P. [1 ]
Taberner, Andrew J. [1 ,2 ]
Nash, Martyn P. [1 ,2 ]
Nielsen, Poul M. F. [1 ,2 ]
机构
[1] Univ Auckland, Auckland Bioengn Inst, Auckland, New Zealand
[2] Univ Auckland, Dept Engn Sci, Auckland, New Zealand
关键词
Camera noise; Subpixel image registration; Error assessment; Displacement measurement; INTENSITY PATTERN NOISE;
D O I
10.1007/s00138-021-01215-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Estimating the accuracy of subpixel image registration algorithms in practical experiments is important, yet challenging in many applications. The accuracy of these algorithms in camera-based systems is influenced not only by image content, but also camera noise. In this study, five experiments were designed to quantify the effect of changing camera settings on the image noise level, and consequently on the accuracy of subpixel displacement measurements. The systematic errors of the algorithms were measured separately to provide estimates of their contributions to the total measurement error. Experiments were conducted to measure the effects of random noise on the accuracy of displacement measurements. The results showed that the camera parameters directly influenced the image noise level, but the accuracy of algorithms in measuring displacements was not proportional to the image noise level. These results provide information on the quantitative relationship between camera settings and the registration error for a camera-based measurement system.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] The effect of camera settings on image noise and accuracy of subpixel image registration
    Amir HajiRassouliha
    Samuel P. Richardson
    Andrew J. Taberner
    Martyn P. Nash
    Poul M. F. Nielsen
    [J]. Machine Vision and Applications, 2021, 32
  • [2] A rapid and automatic image registration algorithm with subpixel accuracy
    Althof, RJ
    Wind, MGJ
    Dobbins, JT
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (03) : 308 - 316
  • [3] A Precise Lower Bound on Image Subpixel Registration Accuracy
    Uss, Mikhail L.
    Vozel, Benoit
    Dushepa, Vitaliy A.
    Komjak, Vladimir A.
    Chehdi, Kacem
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (06): : 3333 - 3345
  • [4] Rapid and automatic image registration algorithm with subpixel accuracy
    Althof, R.J.
    Wind, M.G.J.
    Dobbins, J.T.
    [J]. 1997, IEEE, Piscataway, NJ, United States (16)
  • [5] Registration with subpixel accuracy in the application of reducing noise in multi-frame image superposition
    Zheng, ZR
    Zheng, XF
    Zhang, XZ
    [J]. ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 2025 - 2027
  • [6] High-Accuracy Subpixel Image Registration With Large Displacements
    Li, Xiangguo
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 55 (11): : 6265 - 6276
  • [7] High-Speed Image Registration Algorithm with Subpixel Accuracy
    Yousef, Amr
    Li, Jiang
    Karim, Mohammad
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (10) : 1796 - 1800
  • [8] SUBPIXEL HIGH ACCURACY IMAGE REGISTRATION FOR RADAR INTERFEROMETRY PROCESSES
    August, Yitzhak
    Blumberg, Dan G.
    Rotman, Stanley R.
    [J]. CORE SPATIAL DATABASES - UPDATING, MAINTENANCE AND SERVICES - FROM THEORY TO PRACTICE, 2010, 38-4-8 (2W): : 185 - 188
  • [9] A REGION-BASED APPROACH TO DIGITAL IMAGE REGISTRATION WITH SUBPIXEL ACCURACY
    GOSHTASBY, A
    STOCKMAN, GC
    PAGE, CV
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1986, 24 (03): : 390 - 400
  • [10] Image Registration and Noise Removed for Infrared Subpixel-shifted Images
    Bai, Junqi
    Zhao, Chunguang
    Wang, Xianya
    [J]. SELECTED PAPERS FROM CONFERENCES OF THE PHOTOELECTRONIC TECHNOLOGY COMMITTEE OF THE CHINESE SOCIETY OF ASTRONAUTICS: OPTICAL IMAGING, REMOTE SENSING, AND LASER-MATTER INTERACTION 2013, 2014, 9142