• Acta Optica Sinica
  • Vol. 43, Issue 21, 2112003 (2023)
Xinxin Huang, Yongjie Ren*, Keyao Ma, and Zhiyuan Niu
Author Affiliations
  • State Key Laboratory of Precision Measurement Technology and Instrument, Tianjin University, Tianjin 300072, China
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    DOI: 10.3788/AOS230851 Cite this Article Set citation alerts
    Xinxin Huang, Yongjie Ren, Keyao Ma, Zhiyuan Niu. Visual-Inertial Adaptive Fusion Algorithm Based on Measurement Uncertainty[J]. Acta Optica Sinica, 2023, 43(21): 2112003 Copy Citation Text show less
    Immersive positioning and measuring helmet
    Fig. 1. Immersive positioning and measuring helmet
    Flow chart of the adaptive filtering fusion positioning algorithm
    Fig. 2. Flow chart of the adaptive filtering fusion positioning algorithm
    Experiment scene
    Fig. 3. Experiment scene
    Measurement uncertainty of visual positioning. (a) Translation in X axis; (b) translation in Y axis; (c) translation in Z axis; (d) rotation around X axis; (e) rotation around Y axis; (f) rotation around Z axis
    Fig. 4. Measurement uncertainty of visual positioning. (a) Translation in X axis; (b) translation in Y axis; (c) translation in Z axis; (d) rotation around X axis; (e) rotation around Y axis; (f) rotation around Z axis
    Motion curve of T-mac and helmet system
    Fig. 5. Motion curve of T-mac and helmet system
    Motion curves of visual position, ESKF, and proposed method
    Fig. 6. Motion curves of visual position, ESKF, and proposed method
    Relative pose between T-mac and helmet system. (a) Translation in X axis; (b) translation in Y axis; (c) translation in Z axis; (d) rotation around X axis; (e) rotation around Y axis; (f) rotation around Z axis
    Fig. 7. Relative pose between T-mac and helmet system. (a) Translation in X axis; (b) translation in Y axis; (c) translation in Z axis; (d) rotation around X axis; (e) rotation around Y axis; (f) rotation around Z axis
    Rotation matrixTranslation vector
    0.1638-0.0050-0.98650.9865-0.00380.1638-0.0046-0.10000.0043-960.3510-2095.5485-68.8629
    Table 1. Extrinsic parameters from world coordinate system to laser tracker coordinate system
    Standard deviationVisual positionESKFProposed method
    Rx /(°)0.03320.03140.0318
    Ry /(°)0.01920.01650.0172
    Rz /(°)0.01750.01940.0189
    Tx /mm1.31961.19951.1062
    Ty /mm1.46111.40191.3540
    Tz /mm1.19371.16361.1492
    Table 2. Standard deviation of relative pose of measurement sequence with small uncertainty of visual positioning
    Standard deviationVisual positionESKFProposed method
    Rx /(°)0.21490.18370.1858
    Ry /(°)0.15100.13410.0719
    Rz /(°)0.07180.07350.0524
    Tx /mm11.31769.83353.3020
    Ty/mm7.21546.43842.5462
    Tz /mm11.916910.97466.1778
    Table 3. Standard deviation of relative pose of measurement sequence with large uncertainty of visual positioning
    Xinxin Huang, Yongjie Ren, Keyao Ma, Zhiyuan Niu. Visual-Inertial Adaptive Fusion Algorithm Based on Measurement Uncertainty[J]. Acta Optica Sinica, 2023, 43(21): 2112003
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