• Laser & Optoelectronics Progress
  • Vol. 57, Issue 20, 201012 (2020)
Bin Zou1、2, Siyang Lin1、*, and Zhishuai Yin1、2
Author Affiliations
  • 1Hubei Key Laboratory of Advanced Technology for Automotive Components, Wuhan University of Technology, Wuhan, Hubei 430070, China
  • 2Hubei Collaborative Innovation Center for Automotive Components Technology, Wuhan, Hubei 430070, China
  • show less
    DOI: 10.3788/LOP57.201012 Cite this Article Set citation alerts
    Bin Zou, Siyang Lin, Zhishuai Yin. Semantic Mapping Based on YOLOv3 and Visual SLAM[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201012 Copy Citation Text show less
    References

    [1] Whelan T. Salas-Moreno R F, Glocker B, et al. ElasticFusion: real-time dense SLAM and light source estimation[J]. The International Journal of Robotics Research, 35, 1697-1716(2016).

    [2] McCormac J, Handa A, Davison A et al. -09-28)[2019-11-10]. https:∥arxiv., org/abs/1609, 05130(2016).

    [3] Girshick R, Donahue J, Darrell T et al. Region-based convolutional networks for accurate object detection and segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38, 142-158(2016). http://arxiv.org/abs/1605.06409

    [4] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).

    [5] He K M, Gkioxari G, Dollar P et al. Mask R-CNN[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 386-397(2020).

    [6] Stein S C, Schoeler M, Papon J et al. Object partitioning using local convexity. [C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, OH, USA. New York: IEEE, 304-311(2014).

    [7] Charles R Q, Su H, Mo K C et al. PointNet: deep learning on point sets for 3D classification and segmentation. [C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA. New York: IEEE, 77-85(2017).

    [8] Mur-Artal R, Tardós J D. ORB-SLAM2: an open-source SLAM system for monocular, stereo, and RGB-D cameras[J]. IEEE Transactions on Robotics, 33, 1255-1262(2017).

    [9] Oron S, Bar-Hille A, Avidan S. Extended Lucas-Kanade tracking[M]. ∥Fleet D, Pajdla T, Schiele B, et al. Computer vision - ECCV 2014. Lecture notes in computer science., 8693, 142-156(2014).

    [10] Nixon M S, Nixon M S, Aguado A S, Aguado A S[M]. 特征提取与图像处理, 127-133(2010).

         [M]. Feature extraction and image processing, 127-133(2010).

    [11] Liu W, Anguelov D, Erhan D et al. SSD: single shot MultiBox detector[M]. ∥Leibe B, Matas J, Sebe N, et al. Computer vision - ECCV 2016. Lecture notes in computer science., 9905, 21-37(2016).

    [12] Guo J X, Liu L B, Xu F et al. Airport scene aircraft detection method based on YOLOv3[J]. Laser & Optoelectronics Progress, 56, 191003(2019).

    [13] Redmon J. -04-08)[2019-11-10]. https:∥arxiv., org/abs/1804, 02767(2018).

    [14] Li Y, Tong G F, Yang J C et al. 3D point cloud scene data acquisition and its key technologies for scene understanding[J]. Laser & Optoelectronics Progress, 56, 040002(2019).

    [15] Papon J, Abramov A, Schoeler M et al. Voxel cloud connectivity segmentation - supervoxels for point clouds. [C]∥2013 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2013, Portland, OR, USA. New York: IEEE, 2027-2034(2013).

    [17] Boykov Y, Veksler O, Zabih R. Fast approximate energy minimization via graph cuts[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 23, 1222-1239(2001).

    [18] Sturm J, Engelhard N, Endres F et al. A benchmark for the evaluation of RGB-D SLAM systems. [C]∥2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, October 7-12, 2012, Vilamoura, Portugal. New York: IEEE, 573-580(2012).

    [19] Wu H, Chi J X, Tian G H. Instance recognition and semantic mapping based on visual SLAM[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 47, 48-54(2019).

    Bin Zou, Siyang Lin, Zhishuai Yin. Semantic Mapping Based on YOLOv3 and Visual SLAM[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201012
    Download Citation