Multi-obstacle detection based on monocular vision for UAV

被引:4
|
作者
She, Xingbin [1 ]
Huang, Deqing [1 ]
Song, Chenjian [1 ]
Qin, Na [1 ]
Zhou, Taoyuan [2 ]
机构
[1] Southwest Jiaotong Univ, Sch Elect Engn, Chengdu, Peoples R China
[2] Wuxi Comner Med Technol Co Ltd, Wuxi, Jiangsu, Peoples R China
关键词
feature point extraction; visual expansion; YOLOv3; multi-obstacle detection;
D O I
10.1109/ICIEA51954.2021.9516384
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Obsiade detection is the key problem of UAV autonomous obstacle avoidance. This paper proposes a multi-obstacle detection method based on monocular vision. The proposed method uses YOLOv3 to detect the suspected obstacle regions. SURF algorithm is used to extract and match the feature points. The principle of visual expansion is used to confirm the obstacle. Multithreading programming technology is introduced to reduce the running time or the system. Simulation experiments are conducted to verify the effectiveness of the proposed method.
引用
收藏
页码:1067 / 1072
页数:6
相关论文
共 50 条
  • [41] Multi-Obstacle Avoidance for UAVs in Indoor Applications.
    Salau, Babajide
    Challoo, Rajab
    2015 INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICCICCT), 2015, : 786 - 790
  • [42] Altitude Information Acquisition of UAV Based on Monocular Vision and MEMS
    Gao, Fuxun
    Wang, Chaoli
    Li, Lin
    Zhang, Dongkai
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2020, 98 (3-4) : 807 - 818
  • [43] Geodetic Coordinate Calculation Based on Monocular Vision on UAV Platform
    Li, Zhi
    Yang, Tao
    Li, Guangpo
    Li, Jing
    Zhang, Yanning
    PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016), 2016, : 310 - 314
  • [44] Altitude Information Acquisition of UAV Based on Monocular Vision and MEMS
    Fuxun Gao
    Chaoli Wang
    Lin Li
    Dongkai Zhang
    Journal of Intelligent & Robotic Systems, 2020, 98 : 807 - 818
  • [45] Research on Target Location Algorithm Based on UAV Monocular Vision
    Sui, Tao
    An, Shun
    Chen, Haoran
    Zhang, Mengtao
    2020 INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2020), 2020, : 398 - 402
  • [46] An road obstacle detection method based on Monocular Measurement
    Jin Hongjiao
    Lin Shen
    Luo Shiguang
    RECENT TRENDS IN MATERIALS AND MECHANICAL ENGINEERING MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 55-57 : 539 - +
  • [47] Multi-obstacle path planning and optimization for mobile robot
    Deng, Xin
    Li, Ruifeng
    Zhao, Lijun
    Wang, Ke
    Gui, Xichun
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 183
  • [48] Real-time obstacle detection with motion features using monocular vision
    Jia, Baozhi
    Liu, Rui
    Zhu, Ming
    VISUAL COMPUTER, 2015, 31 (03): : 281 - 293
  • [49] Real-time obstacle detection with motion features using monocular vision
    Baozhi Jia
    Rui Liu
    Ming Zhu
    The Visual Computer, 2015, 31 : 281 - 293
  • [50] UAV system with trinocular vision for external obstacle detection of transmission lines
    Ma, Yunpeng
    Yu, Zhihong
    Zhou, Yaqin
    Li, Qingwu
    Wu, Yi
    APPLIED OPTICS, 2022, 61 (12) : 3297 - 3311