• Laser & Optoelectronics Progress
  • Vol. 60, Issue 12, 1228008 (2023)
Chang Liu, Ming Ling*, Xing Wang, Shulong Zhai, and Qipeng Rao
Author Affiliations
  • School of Electronics and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China
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    DOI: 10.3788/LOP221510 Cite this Article Set citation alerts
    Chang Liu, Ming Ling, Xing Wang, Shulong Zhai, Qipeng Rao. Improved Angle Constraint Lidar Obstacle Detection Method[J]. Laser & Optoelectronics Progress, 2023, 60(12): 1228008 Copy Citation Text show less
    Point cloud and its corresponding depth map. (a) Point cloud data; (b) depth map
    Fig. 1. Point cloud and its corresponding depth map. (a) Point cloud data; (b) depth map
    Schematic of RGF algorithm
    Fig. 2. Schematic of RGF algorithm
    Ground point segmentation. (a) Point cloud data; (b) point cloud data after ground segmentation
    Fig. 3. Ground point segmentation. (a) Point cloud data; (b) point cloud data after ground segmentation
    Schematic of algorithms. (a) Traditional angle constraint algorithm; (b) new breakpoint detector
    Fig. 4. Schematic of algorithms. (a) Traditional angle constraint algorithm; (b) new breakpoint detector
    Diagram of graph structure
    Fig. 5. Diagram of graph structure
    Flowchart of search merging
    Fig. 6. Flowchart of search merging
    Experimental platform
    Fig. 7. Experimental platform
    Running time consumption. (a) RS-LiDAR-16 dataset; (b) HDL-64 dataset
    Fig. 8. Running time consumption. (a) RS-LiDAR-16 dataset; (b) HDL-64 dataset
    Obstacle detection results. (a) (b) HDL-64 data set; (c) (d) RS-LiDAR-16 dataset
    Fig. 9. Obstacle detection results. (a) (b) HDL-64 data set; (c) (d) RS-LiDAR-16 dataset
    AlgorithmNumber of positive detection samplesNumber of error detection samplesPositive detection rate %Error detection rate /%
    Traditional angle constraint algorithm3057576.318.8
    Algorithm in Ref.[153541588.53.8
    Proposed approach3482687.06.5
    Table 1. Comparison of different algorithms on HDL-64 dataset
    AlgorithmNumber of positive detection samplesNumber of error detection samplesPositivedetection rate /%Errordetection rate /%
    Traditional angle constraint algorithm2167072.023.3
    Algorithm in Ref.[152601886.76.0
    Proposed approach2533184.310.3
    Table 2. Comparison of different algorithms on RS-LiDAR-16 dataset
    Chang Liu, Ming Ling, Xing Wang, Shulong Zhai, Qipeng Rao. Improved Angle Constraint Lidar Obstacle Detection Method[J]. Laser & Optoelectronics Progress, 2023, 60(12): 1228008
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