• Acta Optica Sinica
  • Vol. 41, Issue 12, 1215002 (2021)
Qi Qian1, Tingming Bai1, Yunfeng Bi1, Chengyu Qiao1, and Zhiyu Xiang1、2、*
Author Affiliations
  • 1College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, Zhejiang 310027, China
  • 2Zhejiang Provincial Key Laboratory of Information Processing Communication and Networking, Hangzhou, Zhejiang 310027, China
  • show less
    DOI: 10.3788/AOS202141.1215002 Cite this Article Set citation alerts
    Qi Qian, Tingming Bai, Yunfeng Bi, Chengyu Qiao, Zhiyu Xiang. Monocular Simultaneous Localization and Mapping Initialization Method Based on Point and Line Features[J]. Acta Optica Sinica, 2021, 41(12): 1215002 Copy Citation Text show less
    Epipolar geometry of a point
    Fig. 1. Epipolar geometry of a point
    Epipolar geometry of a line segment
    Fig. 2. Epipolar geometry of a line segment
    Overlap length of the matched line segment feature
    Fig. 3. Overlap length of the matched line segment feature
    Four cases of overlapping line segments
    Fig. 4. Four cases of overlapping line segments
    Common view relationship of keyframe, map points and lines
    Fig. 5. Common view relationship of keyframe, map points and lines
    Schematic diagram of the reprojection error. (a) Point feature; (b) line feature
    Fig. 6. Schematic diagram of the reprojection error. (a) Point feature; (b) line feature
    Initialization results of two methods on the TUM dataset. (a) Our method; (b) traditional method
    Fig. 7. Initialization results of two methods on the TUM dataset. (a) Our method; (b) traditional method
    Variation curve of ATE of the system with N
    Fig. 8. Variation curve of ATE of the system with N
    Trajectories of the two methods on the cafe2 sequence. (a) Our method; (b) traditional method
    Fig. 9. Trajectories of the two methods on the cafe2 sequence. (a) Our method; (b) traditional method
    Initialization results of the two methods on the corridor1-1 sequence. (a) Our method; (b) traditional method
    Fig. 10. Initialization results of the two methods on the corridor1-1 sequence. (a) Our method; (b) traditional method
    TUM sequenceORB-SLAMORB-SLAM+Line init
    f2_xyz1.611.24
    f2_desk1.541.48
    f2_desk_person1.221.16
    Table 1. Positioning of the system before and after line feature optimizationunit: cm
    TUM-RGBD sequenceLSD-SLAMORB-SLAMOurs
    f1_xyz9.041.380.96
    f2_xyz2.210.980.93
    f2_rpyambiguityambiguity1.48
    f2_desk_person4.600.891.12
    f3_long_office38.121.421.38
    f3_nstr_tex_near6.501.341.83
    f3_nstr_tex_far18.32ambiguity3.65
    f3_sitting7.712.762.11
    f3_walking15.20ambiguity2.84
    Table 2. ATE of different algorithms on TUM-RGBD sequencesunit: cm
    TUM-RGBDPL-SLAMORB-SLAMOurs
    f1_xyz3.021.381.00
    f2_xyz1.130.980.97
    f2_rpyambiguityambiguity1.48
    f2_desk_person1.630.891.34
    f3_nstr_tex_farambiguityambiguity3.65
    f3_sitting3.002.762.65
    f3_walkingambiguityambiguity2.45
    Table 3. ATE of different methods on the TUM dataset unit: cm
    OpenLORISsequencePL-SLAMORB-SLAMOurs
    office10.0610.0590.053
    office20.1460.1540.137
    office30.0410.0400.031
    office40.1410.1370.134
    office5ambiguityambiguity0.035
    office60.0630.0580.061
    office70.0430.0430.041
    cafe10.1630.1670.120
    cafe20.2550.2670.128
    corridor1-1-part10.6540.6710.231
    corridor1-1-part20.6330.6240.280
    corridor1-1-part30.2670.2900.223
    corridor1-1-part40.4030.4150.121
    Table 4. [in Chinese]
    Qi Qian, Tingming Bai, Yunfeng Bi, Chengyu Qiao, Zhiyu Xiang. Monocular Simultaneous Localization and Mapping Initialization Method Based on Point and Line Features[J]. Acta Optica Sinica, 2021, 41(12): 1215002
    Download Citation