• Laser & Optoelectronics Progress
  • Vol. 57, Issue 22, 221020 (2020)
Jie He* and Xin Chen
Author Affiliations
  • College of Mobile Telecommunications, Chongqing University of Post and Telecommunications, Chongqing 401520, China
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    DOI: 10.3788/LOP57.221020 Cite this Article Set citation alerts
    Jie He, Xin Chen. Multi-Resolution Selection of SAR Images and Target Recognition Based on Nonlinear Correlation Information Entropy[J]. Laser & Optoelectronics Progress, 2020, 57(22): 221020 Copy Citation Text show less
    Diagram of multi-resolution representations. (a) 0.3m; (b) 0.4m; (c) 0.5m; (d) 0.6m
    Fig. 1. Diagram of multi-resolution representations. (a) 0.3m; (b) 0.4m; (c) 0.5m; (d) 0.6m
    Selection of multi-resolution representations and target recognition method based on nonlinear correlation information entropy for SAR images
    Fig. 2. Selection of multi-resolution representations and target recognition method based on nonlinear correlation information entropy for SAR images
    Procedure of data reduction based on PCA
    Fig. 3. Procedure of data reduction based on PCA
    Optical image and SAR image of MSTAR targets
    Fig. 4. Optical image and SAR image of MSTAR targets
    Classification result of 10-class targets
    Fig. 5. Classification result of 10-class targets
    Average recognition rates under noise corruption interference
    Fig. 6. Average recognition rates under noise corruption interference
    Subset of resolutionNCIE
    (0.3, 0.35, 0.45, 0.5, 0.55)0.88
    (0.3, 0.35, 0.4, 0.5)0.82
    (0.3, 0.35, 0.45, 0.55)0.79
    (0.35, 0.4, 0.45)0.71
    (0.3, 0.35, 0.4)0.68
    Table 1. NCIE value under different subsets of resolution
    ClassTraining set(17°)Test set(15°)
    Configuration(SN)Number of samplesConfiguration(SN)Number of samples
    BMP2956323395639566C21195196196
    BTR70233196
    T72132232132812S7196195191
    T62299273
    BRDM2298274
    BTR60256195
    ZSU23/4299274
    D7299274
    ZIL131299274
    2S1299274
    Table 2. Training set and test set under standard operating condition
    MethodProposed methodMulti-resolution 1Multi-resolution 2MonogenicCNN
    Average recognition rate/%98.9298.1798.4397.8197.68
    Table 3. Average recognition rate under standard operating condition
    ClassTraining setTest set
    Pitch angleNumber of samplesPitch angleNumber of samples
    2S117°29930°45°288303
    BRDM217°29830°45°287303
    ZSU23/417°29930°45°288303
    Table 4. Training set and test set under different pitch angles
    MethodAverage recognition rate/%
    30°45°
    Proposed method97.8674.17
    Multi-resolution 196.5271.26
    Multi-resolution 297.0771.82
    Monogenic96.4870.26
    CNN95.6865.56
    Table 5. Average recognition rate under different pitch angles
    Jie He, Xin Chen. Multi-Resolution Selection of SAR Images and Target Recognition Based on Nonlinear Correlation Information Entropy[J]. Laser & Optoelectronics Progress, 2020, 57(22): 221020
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