Infrared and Laser Engineering, Volume. 50, Issue 12, 20210130(2021)

High-precision camera calibration method considering projected circular edge blur and eccentricity error

Jing Wang1... Liang Wei1, Wenhao Xiang2, Guiyang Zhang3 and Ju Huo1,* |Show fewer author(s)
Author Affiliations
  • 1School of Electrical Engineering and Automation, Harbin Institute of Technology, Harbin 150001, China
  • 2Systems Engineering Research Institute, Beijing 100094, China
  • 3School of Astronautics, Harbin Institute of Technology, Harbin 150001, China
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    Figures & Tables(17)
    Ideal step edge model
    Grayscale distribution of projected ellipse
    Two-dimensional representation of edge gray distribution model
    Spatial circular projection model
    Projection ellipse fitting algorithm
    Simulative image
    Error distribution of =0.002的误差分布
    Edge and center localization based on improved Zernike moments
    Acquisition equipment of stereo camera system image
    Extraction and coding of circular mark points
    Target image acquisition and center extraction
    Stereo vision system calibration results
    Calibration rod
    • Table 1. Edge location accuracy of simulative image

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      Table 1. Edge location accuracy of simulative image

      Locate methodType of noise
      No noiseWhite noise( ${\sigma ^{\rm{2}}}$=0.002) White noise( ${\sigma ^{\rm{2}}}$=0.004)
      Mean error/pixelVariance/pixel2Mean error/pixelVariance/pixel2Mean error/pixelVariance/pixel2
      Gray moment0.06660.01720.08070.02320.12180.1979
      Fit method0.07270.03630.08210.04430.32770.1843
      Zernike moment0.05010.01980.08670.03070.10640.2512
      Proposed method0.04690.01300.05640.03120.06870.0866
    • Table 2. Center location accuracy of simulative image

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      Table 2. Center location accuracy of simulative image

      Locate method Type of noise
      No noiseWhite noise( ${\sigma ^{\rm{2}}}$=0.002) White noise( ${\sigma ^{\rm{2}}}$=0.004)
      Fitting centerError/pixelFitting centerError/pixelFitting centerError/pixel
      Gray moment(256.034,256.025)0.0422(256.024,255.951)0.0546(256.031,256.056)0.0640
      Fit method(255.994,256.041)0.0417(255.967,256.165)0.1683(256.226,256.186)0.2926
      Zernike moment(255.964,256.022)0.0414(255.959,256.014)0.0430(255.95,256.012)0.0511
      Proposed method(256.027,255.991)0.0289(256.025,255.979)0.0326(256.031,255.986)0.0339
    • Table 3. Camera internal parameters and binocular posture relationship

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      Table 3. Camera internal parameters and binocular posture relationship

      Left camera’s intrinsicsRight camera’s intrinsicsExtrinsics
      ${f_x} = {\rm{3051}}{\rm{.903\;4}}$${f_y} = {\rm{3051}}{\rm{.349\;0}}$${u_0} = {\rm{836}}{\rm{.169\;0}}$${v_0} = {\rm{910}}{\rm{.385\;3}}$${k_1} = - {\rm{0}}{\rm{.176\;9}}$${k_2} = {\rm{0}}{\rm{.189\;4}}$$s = 0$${f_x} = {\rm{3\;085}}{\rm{.834\;1}}$${f_y} = {\rm{3\;087}}{\rm{.418\;6}}$${u_0} = {\rm{812}}{\rm{.227\;4}}$${v_0} = {\rm{859}}{\rm{.930\;4}}$${k_1} = - {\rm{0}}{\rm{.182\;0}}$${k_2} = {\rm{0}}{\rm{.375\;9}}$$s = 0$$R=[0.96530.00620.26110.04020.99130.12510.25810.13120.9572]T=[363.001514.625086.0826] $
    • Table 4. Calibration rod measurement accuracy

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      Table 4. Calibration rod measurement accuracy

      MethodFitting center AFitting center BLength/mmError/mm
      Gray moment(317.588,−237.967,1250.752)(−223.332,9.369,1172.507)599.90980.2642
      Fit method(317.607,−237.573,1250.357)(−223.792,9.302,1173.957)599.91420.2598
      Zernike moment(317.624,−237.219,1251.199)(−223.726,9.496,1173.864)599.92400.2500
      Hough transform(317.701,−237.186,1250.309)(−223.912,9.357,1174.357)599.91470.2593
      Proposed method(317.486,−238.568,1249.487)(−223.325,9.329,1171.598)599.99680.1772
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    Jing Wang, Liang Wei, Wenhao Xiang, Guiyang Zhang, Ju Huo. High-precision camera calibration method considering projected circular edge blur and eccentricity error[J]. Infrared and Laser Engineering, 2021, 50(12): 20210130

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    Paper Information

    Category: Photoelectric measurement

    Received: Mar. 4, 2021

    Accepted: --

    Published Online: Feb. 9, 2022

    The Author Email: Huo Ju (torch@hit.edu.cn)

    DOI:10.3788/IRLA20210130

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