Infrared and Laser Engineering, Volume. 50, Issue 8, 20210138(2021)

Combination of multiple decision principles based on sparse representation-based classification for target recognition of SAR image

Yajuan Li
Author Affiliations
  • Electronic Information Research Center, Ankang University, Ankang 725000, China
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    Figures & Tables(9)
    Flowchart of the proposed method
    Imagery of targets to be recognized
    Confusion matrix under SOC
    Result comparison at different depression angles
    Avarage recognition rates under noises
    Avarage recognition rates under target occlusions
    • Table 1. Typical experimental setup based on the MSTAR dataset

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      Table 1. Typical experimental setup based on the MSTAR dataset

      ClassTrainingTest
      ConfigurationNumber of imagesConfigurationNumber of images
      BMP29 5632339 563195
      9 566196
      c21196
      BTR70c71233c71196
      T72132232132196
      812195
      s7191
      T62A51299A51273
      BRDM2E-71298E-71274
      BTR607 5322567 532195
      ZSU23/4d08299d08274
      D713 01529913 015274
      ZIL131E12299E12274
      2S1B01299B01274
    • Table 2. Results comparison under SOC

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      Table 2. Results comparison under SOC

      Method typeAverage recognition rate
      Proposed98.52%
      SRC+Principle 196.54%
      SRC+Principle 295.88%
      SRC+Principle 397.06%
      CNN98.14%
    • Table 3. Experimental setup under depression angle differences

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      Table 3. Experimental setup under depression angle differences

      ClassConfigurationDepression angle
      TrainingTest
      17°30°45°
      2S1B01299288303
      BRDM2E-71298287303
      ZSU23/4d08299288303
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    Yajuan Li. Combination of multiple decision principles based on sparse representation-based classification for target recognition of SAR image[J]. Infrared and Laser Engineering, 2021, 50(8): 20210138

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    Paper Information

    Category: Image processing

    Received: Apr. 6, 2021

    Accepted: --

    Published Online: Nov. 2, 2021

    The Author Email:

    DOI:10.3788/IRLA20210138

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