• Laser & Optoelectronics Progress
  • Vol. 58, Issue 22, 2215004 (2021)
Hongfeng Zhang, Shoudong Ni*, Liang Zhao, and Meng Zhang
Author Affiliations
  • School of Mechanical and Power Engineering, Nanjing Tech University, Nanjing, Jiangsu 211816, China
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    DOI: 10.3788/LOP202158.2215004 Cite this Article Set citation alerts
    Hongfeng Zhang, Shoudong Ni, Liang Zhao, Meng Zhang. Camera Calibration Optimization Method Based on Sparrow Search Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2215004 Copy Citation Text show less
    Camera imaging model
    Fig. 1. Camera imaging model
    Corner extraction
    Fig. 2. Corner extraction
    Curve of average reprojection error
    Fig. 3. Curve of average reprojection error
    Comparison of backprojection errors
    Fig. 4. Comparison of backprojection errors
    Repeatability comparison in different pictures. (a) Picture 1; (b) picture 2; (c) picture 3; (d) picture 4
    Fig. 5. Repeatability comparison in different pictures. (a) Picture 1; (b) picture 2; (c) picture 3; (d) picture 4
    Number of sparrowsNumber of producersNumber of vigilantesAlarm valueMaximum number of iterations
    10020200.7100
    Table 1. Initial parameters of SSA
    Parameterf'x /pixelf'y /pixelu'0 /pixelv'0 /pixelk'1k'2p'1p'2
    Value860.3312863.0505342.1564252.5249-0.12090.21910.0334-0.00107
    Table 2. Camera calibration parameters obtained by SSA
    ParameterSSABASPSO
    f'x, average /pixel860.3312869.4400872.6797
    f'y, average /pixel863.0505867.2528878.2543
    u'0, average /pixel342.1564341.1388346.4316
    v'0, average /pixel252.5249252.4078253.0327
    k'1, average-0.1209-0.1480-0.1583
    k'2,average0.21910.10820.0867
    p'1, average0.03340.01162-0.0016
    p'2, average-0.00107-0.00067-0.00015
    Table 3. Calibration results of camera parameters
    Calibration methodSSABASPSO
    Mean reprojection error /pixel0.03260.05830.1028
    Table 4. Average reprojection error
    Hongfeng Zhang, Shoudong Ni, Liang Zhao, Meng Zhang. Camera Calibration Optimization Method Based on Sparrow Search Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2215004
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