Acta Optica Sinica, Volume. 45, Issue 8, 0811004(2025)

Single-Pixel Image-Free Object Localization Based on Global Search

Suqin Nan1, Yang Guo2, Shuming Jiao3、*, Zhibing Zhang1, Xuanpengfan Zou4, Lin Luo1, Wei Tan4, Xianwei Huang4, Yanfeng Bai4, and Xiquan Fu4
Author Affiliations
  • 1School of Computer Science, Hunan University of Technology and Business, Changsha 410205, Hunan, China
  • 2School of Intelligent Engineering and Intelligent Manufacturing, Hunan University of Technology and Business, Changsha 410205, Hunan, China
  • 3School of Computing and Information Technology, Great Bay University, Dongguan 523000, Guangdong, China
  • 4College of Computer Science and Electronic Engineering, Hunan University, Changsha 410082, Hunan, China
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    Figures & Tables(16)
    Comparison of two schemes. (a) Schematic diagram of SPIF-GSOL; (b) schematic diagram of SPI based on fixed projection pattern sequence; (c) flow chart of SPIF-GSOL algorithm; (d) flow chart of global search
    Template rotation and translation. (a) Original template; (b) right rotation; (c) vertical flip; (d) left rotation; (e) upward translation; (f) downward translation; (g) left translation; (h) right translation; (i) scene for object localization
    Simulated results of template rotation and translation. (a) Original template; (b) right rotation; (c) vertical flip; (d) left rotation; (e) upward translation; (f) downward translation; (g) left translation; (h) right translation
    Template dimensional change. (a) Larger; (b) smaller; (c) thicker; (d) thinner; (e) larger and thicker; (f) larger and thinner; (g) smaller and thicker; (h) smaller and thinner
    Simulated results of template dimensional change. (a) Larger; (b) smaller; (c) thicker; (d) thinner; (e) larger and thicker; (f) larger and thinner; (g) smaller and thicker; (h) smaller and thinner
    Complex scenes and templates. (a) Block the upper part of object; (b) block the lower right part of object; (c) grayscale scene; (d) scene composed of seven different aircrafts; (e) scene composed of the same aircraft in different directions; (f) template corresponding to Fig. 6(a) and (b); (g) template corresponding to Fig. 6(c); (h) template corresponding to Fig. 6(d) and (e)
    Simulated results of complex scene. (a) Block the upper part of object; (b) block the lower right part of object; (c) grayscale scene interference; (d) similar object interference; (e) different attitude interference of the same object
    Optical experiment light path diagram and setup of single-pixel image-free object localization system. (a) Experimental light path diagram; (b) experimental setup
    Experimental results of template rotation and translation. (a) Original template; (b) right rotation; (c) vertical flip; (d) left rotation; (e) upward translation; (f) downward translation; (g) left translation; (h) right translation
    Experiment results of template dimensional change. (a) Larger; (b) smaller; (c) thicker; (d) thinner; (e) larger and thicker; (f) larger and thinner; (g) smaller and thicker; (h) smaller and thinner
    Object localization in complex scenes. (a) Block the upper part of object; (b) block the lower right part of object; (c) similar object interference; (d) different attitude interference of the same object
    Localization results when iterating 100 times of different templates. (a) Template A; (b) template L; (c) localization result of A; (d) localization result of L
    Relative error with iteration times
    Comparison results between proposed method and different “image first, localization later” methods. (a) Variations of localization time with sampling (projection) times; (b) variations of relative error with sampling (projection) times
    DMAE of three methods in different scenes
    • Table 1. Localization performance correspond to different iterations

      View table

      Table 1. Localization performance correspond to different iterations

      Localization performance parameterIteration times
      5060100120
      APosition(260, 40)(230, 38)(238, 30)(238, 30)
      Error /%11.748.554.234.23
      Time /s39.6748.0581.3398.13
      LPosition(220, 148)(246, 110)(230, 130)(238, 136)
      Error /%9.867.653.662.32
      Time /s41.3350.2881.0499.51
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    Suqin Nan, Yang Guo, Shuming Jiao, Zhibing Zhang, Xuanpengfan Zou, Lin Luo, Wei Tan, Xianwei Huang, Yanfeng Bai, Xiquan Fu. Single-Pixel Image-Free Object Localization Based on Global Search[J]. Acta Optica Sinica, 2025, 45(8): 0811004

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    Paper Information

    Category: Imaging Systems

    Received: Nov. 19, 2024

    Accepted: Feb. 18, 2025

    Published Online: Apr. 14, 2025

    The Author Email: Shuming Jiao (jiaoshuming@gbu.edu.cn)

    DOI:10.3788/AOS241768

    CSTR:32393.14.AOS241768

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