The Multi-Orientation Target Recognition Method Based on Visual Attention

被引:2
|
作者
Du Yaling [1 ]
Lin Beiqing [1 ]
Lu Jing [1 ]
机构
[1] Beijing Aerosp Automat Control Inst, Natl Key Lab Sci & Technol Aerosp Intelligence Co, Beijing, Peoples R China
关键词
Visual Attention; Support Vector Machine; Histograms of oriented gradient; Multi-orientation Target recognition;
D O I
10.1109/IMCCC.2013.173
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Synthetically utilizing image visual attention and Support Vector Machine (SVM) classification method, a multi-orientation target recognition algorithm was proposed to detect multi-orientation targets in images. Firstly, according to human visual system, the saliency image was get rapidly using visual attention to improve the efficiency. Secondly, the Histogram of Oriented Gradients (HOG) features described the shape features of target. Then, the angular field of view to targets was divided into several parts for solving the samples variety according to the pose angle. In every divided field SVM classifier was used to recognize the multi-orientation targets. Experimental results show that the multi-view target recognition method proposed by this paper is effective and reliable.
引用
收藏
页码:776 / 780
页数:5
相关论文
共 50 条
  • [31] Topological representation and analysis method for multi-port and multi-orientation docking modular robots
    Ko, A
    Lau, TL
    Lau, HYK
    2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS, 2004, : 2210 - 2215
  • [32] Active sonar target recognition method based on multi-domain transformations and attention-based fusion network
    Wang, Qingcui
    Du, Shuanping
    Zhang, Wei
    Wang, Fangyong
    IET RADAR SONAR AND NAVIGATION, 2024, 18 (10): : 1814 - 1828
  • [33] Attention Mechanism-Based Method for Intrusion Target Recognition in Railway
    Shi, Jiang
    Bai, Dingyuan
    Guo, Baoqing
    Wang, Yao
    Ruan, Tao
    Transactions of Nanjing University of Aeronautics and Astronautics, 2024, 41 (04) : 541 - 554
  • [34] A visual attention based ROI detection method for facial expression recognition
    Sun, Wenyun
    Zhao, Haitao
    Jin, Zhong
    NEUROCOMPUTING, 2018, 296 : 12 - 22
  • [35] Multi-orientation optimization of complex parts based on model segmentation in additive manufacturing
    Hongshuai Guo
    Jinghua Xu
    Shuyou Zhang
    Yiming Zhang
    Jianrong Tan
    Journal of Mechanical Science and Technology, 2023, 37 : 317 - 331
  • [36] A multi-orientation low-frequency rotational accelerometer
    McCann, J. J.
    Winterflood, J.
    Ju, L.
    Zhao, C.
    REVIEW OF SCIENTIFIC INSTRUMENTS, 2021, 92 (06):
  • [37] Underwater acoustic multi-target recognition based on channel attention mechanism
    Chen, Lu
    Luo, Xinwei
    Zhou, Hanlu
    Shen, Qifan
    Chen, Long
    Huan, Chuanming
    OCEAN ENGINEERING, 2025, 315
  • [38] Research on Event Target Recognition Based on DRUNet and Multi-scale Attention
    Zi-Long Liu
    Bing Tan
    Neural Processing Letters, 56
  • [39] Multi-Orientation Scene Text Detection with Adaptive Clustering
    Yin, Xu-Cheng
    Pei, Wei-Yi
    Zhang, Jun
    Hao, Hong-Wei
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2015, 37 (09) : 1930 - 1937
  • [40] Research on Event Target Recognition Based on DRUNet and Multi-scale Attention
    Liu, Zi-Long
    Tan, Bing
    NEURAL PROCESSING LETTERS, 2024, 56 (02)