Author Affiliations
1College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, Zhejiang 310027, China2Zhejiang Provincial Key Laboratory of Information Processing Communication and Networking, Hangzhou, Zhejiang 310027, Chinashow less
Fig. 1. Epipolar geometry of a point
Fig. 2. Epipolar geometry of a line segment
Fig. 3. Overlap length of the matched line segment feature
Fig. 4. Four cases of overlapping line segments
Fig. 5. Common view relationship of keyframe, map points and lines
Fig. 6. Schematic diagram of the reprojection error. (a) Point feature; (b) line feature
Fig. 7. Initialization results of two methods on the TUM dataset. (a) Our method; (b) traditional method
Fig. 8. Variation curve of ATE of the system with N
Fig. 9. Trajectories of the two methods on the cafe2 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 sequence | ORB-SLAM | ORB-SLAM+Line init |
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f2_xyz | 1.61 | 1.24 | f2_desk | 1.54 | 1.48 | f2_desk_person | 1.22 | 1.16 |
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Table 1. Positioning of the system before and after line feature optimizationunit: cm
TUM-RGBD sequence | LSD-SLAM | ORB-SLAM | Ours |
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f1_xyz | 9.04 | 1.38 | 0.96 | f2_xyz | 2.21 | 0.98 | 0.93 | f2_rpy | ambiguity | ambiguity | 1.48 | f2_desk_person | 4.60 | 0.89 | 1.12 | f3_long_office | 38.12 | 1.42 | 1.38 | f3_nstr_tex_near | 6.50 | 1.34 | 1.83 | f3_nstr_tex_far | 18.32 | ambiguity | 3.65 | f3_sitting | 7.71 | 2.76 | 2.11 | f3_walking | 15.20 | ambiguity | 2.84 |
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Table 2. ATE of different algorithms on TUM-RGBD sequencesunit: cm
TUM-RGBD | PL-SLAM | ORB-SLAM | Ours |
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f1_xyz | 3.02 | 1.38 | 1.00 | f2_xyz | 1.13 | 0.98 | 0.97 | f2_rpy | ambiguity | ambiguity | 1.48 | f2_desk_person | 1.63 | 0.89 | 1.34 | f3_nstr_tex_far | ambiguity | ambiguity | 3.65 | f3_sitting | 3.00 | 2.76 | 2.65 | f3_walking | ambiguity | ambiguity | 2.45 |
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Table 3. ATE of different methods on the TUM dataset unit: cm
OpenLORISsequence | PL-SLAM | ORB-SLAM | Ours |
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office1 | 0.061 | 0.059 | 0.053 | office2 | 0.146 | 0.154 | 0.137 | office3 | 0.041 | 0.040 | 0.031 | office4 | 0.141 | 0.137 | 0.134 | office5 | ambiguity | ambiguity | 0.035 | office6 | 0.063 | 0.058 | 0.061 | office7 | 0.043 | 0.043 | 0.041 | cafe1 | 0.163 | 0.167 | 0.120 | cafe2 | 0.255 | 0.267 | 0.128 | corridor1-1-part1 | 0.654 | 0.671 | 0.231 | corridor1-1-part2 | 0.633 | 0.624 | 0.280 | corridor1-1-part3 | 0.267 | 0.290 | 0.223 | corridor1-1-part4 | 0.403 | 0.415 | 0.121 |
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Table 4. [in Chinese]