Laser & Optoelectronics Progress, Volume. 58, Issue 16, 1610013(2021)

Spectral Matching Operator Based on Position Vector Statistics

Shijie Deng1、*, Haiyan Wang1、**, Mengai Wang2、***, and Chengzhe Fang1、****
Author Affiliations
  • 1College of Aeronautics and Astronautics Engineering, Air Force Engineering University, Xi'an, Shaanxi 710038, China
  • 2Unit 93793, Beijing 102100, China
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    Figures & Tables(17)
    Spectra of spectral matching operator based on position vector statistics. (a) Original spectral curves; (b) results of SAM; (c) results of SID; (d) results of SCM
    Flowchart of voting statistics
    Flowchart of operators
    Pixel spectral curve and fitting curve of eigenmatrix
    Visualization results of operator. (a) Pixels of the same class; (b) pixels of different classes
    ROC curves
    Target location diagram. (a) Data 1; (b) data 2
    Recognition effects of single operator in data 1. (a) SAM; (b) SID; (c) SCM; (d) PVS
    Recognition effects of single operator in data 2. (a) SAM; (b) SID; (c) SCM; (d) PVS
    ROC curves. (a) Data 1; (b) data 2
    Two types of pixels with similar spectral curves
    Recognition effects of data 1. (a) CEM; (b) OSP; (c) SAM,SID,SCM fusion; (d) SAM,SID,SCM,PVS fusion
    Recognition effects of data 2 . (a) WCM-CEM; (b) WCM-OSP; (c) SAM,SID,SCM fusion; (d) SAM,SID,SCM,PVS fusion
    ROC curves. (a) Data 1; (b)data 2
    • Table 1. Pd and Pf of single operator unit: %

      View table

      Table 1. Pd and Pf of single operator unit: %

      DataParameterSAMSIDSCMPVS
      1Pd70.17
      Pf1.981.522.220.17
      2Pd70.15
      Pf1.732.0812.730.74
    • Table 2. Pd and Pf of algorithms before fusion unit: %

      View table

      Table 2. Pd and Pf of algorithms before fusion unit: %

      DataParameterSAMSIDSCMPVS
      1Pd85.9685.9685.9698.24
      Pf2.252.392.652.60
      2Pd85.0385.0385.0392.70
      Pf3.804.2920.524.29
    • Table 3. Pd and Pf after fusion unit: %

      View table

      Table 3. Pd and Pf after fusion unit: %

      DataParameterCEM/WCM-CEMOSP/WCM-OSPSAM,SID,SCM fusionSAM,SID,SCM,PVS fusion
      1Pd75.43
      Pf0.304.902.320.15
      2Pd75.56
      Pf11.8613.553.291.60
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    Shijie Deng, Haiyan Wang, Mengai Wang, Chengzhe Fang. Spectral Matching Operator Based on Position Vector Statistics[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1610013

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    Paper Information

    Category: Image Processing

    Received: Nov. 23, 2020

    Accepted: Dec. 22, 2020

    Published Online: Aug. 19, 2021

    The Author Email: Shijie Deng (m15934858087@163.com), Haiyan Wang (3295943213@qq.com), Mengai Wang (279802479@qq.com), Chengzhe Fang (857834624@qq.com)

    DOI:10.3788/LOP202158.1610013

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