Research on Abnormal Target Recognition of Full Information Mobile Monitoring Based on Machine Vision

被引:0
|
作者
Wei, Yudong [1 ]
Xia, Yuhong [1 ]
机构
[1] Univ Elect Sci & Technol China, Chengdu Coll, Chengdu 611731, Peoples R China
来源
ADVANCED HYBRID INFORMATION PROCESSING, ADHIP 2022, PT II | 2023年 / 469卷
关键词
Machine vision; Full information; Mobile monitoring; Abnormal target; Target identification; Monitoring objectives;
D O I
10.1007/978-3-031-28867-8_52
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
When the color of moving object is close to the background, the accuracy of moving object recognition is affected. So the method of moving object recognition based on machine vision is designed. In order to reduce the distortion of image edge position, the moving object is calibrated and corrected by vision. In order to reduce the influence of noise to a controllable range, the full information mobile monitoring image is enhanced to preserve the image details. The edge features obtained from view and template are calculated by moment, and the similarity is obtained. Then the contour feature of moving monitoring target is extracted based on machine vision. Segmentation of the background region, according to the moving object trajectory center point information such as speed, direction and so on to determine whether the trajectory is abnormal events. The proposed method is tested on INRIA dataset and Vehicle Reld dataset, and the results show that the proposed method can improve the accuracy and recall rate and has good detection performance.
引用
收藏
页码:720 / 733
页数:14
相关论文
共 50 条
  • [1] Research on Mobile Robot Target Recognition and Obstacle Avoidance Based on Vision
    Zhang, Lei
    Li, Dezhong
    JOURNAL OF INTERNET TECHNOLOGY, 2018, 19 (06): : 1879 - 1892
  • [2] Target Detection and Recognition Method of Farming Machine Based on Machine Vision
    Jiang Jiajun
    Gui Xiangquan
    PROCEEDINGS OF THE 2015 4TH NATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS AND COMPUTER ENGINEERING ( NCEECE 2015), 2016, 47 : 1385 - 1389
  • [3] Target Recognition based on Machine Vision for Industrial Sorting Robot
    Wang, Jiwu
    Dou, Huazhe
    Zheng, Shunkai
    Masanori, Sugisaka
    JOURNAL OF ROBOTICS NETWORKING AND ARTIFICIAL LIFE, 2015, 2 (02): : 100 - 102
  • [4] RESEARCH ON MAIZE STEM RECOGNITION BASED ON MACHINE VISION
    Liu, Minghao
    Zhang, Xiangcai
    Wang, Xianliang
    Wei, Zhongcai
    Cheng, Xiupei
    ENGENHARIA AGRICOLA, 2024, 44
  • [5] Research on Road Signs Recognition Based on Machine Vision
    Zhang, Mingheng
    Zhao, Yibing
    Guo, Lie
    ADVANCED RESEARCH ON ENGINEERING MATERIALS, ENERGY, MANAGEMENT AND CONTROL, PTS 1 AND 2, 2012, 424-425 : 713 - 717
  • [6] Target detection and recognition algorithm for moving UAV based on machine vision
    Jun, Mao
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (02): : S4263 - S4269
  • [7] Target detection and recognition algorithm for moving UAV based on machine vision
    Mao Jun
    Cluster Computing, 2019, 22 : 4263 - 4269
  • [8] Intelligent wristband human abnormal behaviour recognition method based on machine vision
    Liu C.-L.
    Huo C.-B.
    International Journal of Product Development, 2022, 26 (1-4) : 254 - 267
  • [9] A spatial moving target recognition algorithm based on full information vector
    Du, Yun
    Wen, Desheng
    Liu, Guizhong
    Yi, Hongwei
    Liu, Meiying
    Fang, Junli
    THIRD INTERNATIONAL CONFERENCE ON PHOTONICS AND OPTICAL ENGINEERING, 2019, 11052
  • [10] Research and prospect of welding monitoring technology based on machine vision
    Xi’an Fan
    Xiangdong Gao
    Guiqian Liu
    Nvjie Ma
    Yanxi Zhang
    The International Journal of Advanced Manufacturing Technology, 2021, 115 : 3365 - 3391