Infrared and Laser Engineering, Volume. 54, Issue 2, 20240525(2025)

Hyperspectral target tracking based on siamese fusion with spectral segmentation

Yongxin WANG... Huilin XIA, He JIANG and Qing WU |Show fewer author(s)
Author Affiliations
  • Key Laboratory of Measurement and Control Technology and Instrumentation of Heilongjiang Province, Harbin University of Science and Technology, Harbin 150080, China
  • show less
    Figures & Tables(14)
    Overall flowchart of the algorithm
    Dimensionality reduction result diagram
    Network architecture diagram of AD-Net and SP-Net
    Response map fusion diagram
    Qualitative analysis diagram
    Success rate and precision diagram of various algorithms on the test sequences
    Success rate and Precision diagram of various algorithms under background clutter challenges
    Success rate and precision diagram of various algorithms under illumination variation challenges
    Image of target and background separation effects in the Car3 sequence under different thresholds
    • Table 1. Success rate of various algorithms under different challenges

      View table
      View in Article

      Table 1. Success rate of various algorithms under different challenges

      AlgorithmSuccessSuccess_BCSuccess_IV
      Ours0.63800.69980.6053
      MFI0.60410.65500.5180
      MHT0.58440.62640.5047
      SiamBAG0.63230.64790.5337
      SiamBAN0.56840.53750.4928
      SiamCAR0.61140.62390.5297
      SiamOHOT0.63570.63090.5185
    • Table 2. Precision of various algorithms under different challenges

      View table
      View in Article

      Table 2. Precision of various algorithms under different challenges

      AlgorithmPrecisionPrecision _BCPrecision _IV
      Ours0.84780.89660.8352
      MFI0.84010.87630.8308
      MHT0.84470.89070.7855
      SiamBAG0.85620.86280.7998
      SiamBAN0.80670.76630.7502
      SiamCAR0.83030.83720.7732
      SiamOHOT0.84820.82710.7781
    • Table 3. FPS performance comparison of various algorithms

      View table
      View in Article

      Table 3. FPS performance comparison of various algorithms

      AlgorithmFPS
      Ours35.7
      MFI6.3
      MHT7.6
      SiamBAG46.7
      SiamBAN63.1
      SiamCAR64.2
      SiamOHOT36.8
    • Table 4. Result of ablation experiment

      View table
      View in Article

      Table 4. Result of ablation experiment

      MethodsPrecisionSuccess rate
      Ours0.63800.8478
      PCA0.62760.8435
      Add0.61800.8236
      SPNet0.60260.8134
      ADNet0.54820.7836
    • Table 5. Success Rate and Precision under different thresholds

      View table
      View in Article

      Table 5. Success Rate and Precision under different thresholds

      TH valuePrecisionSuccess rate
      50.57520.7845
      60.63800.8478
      70.61720.8216
    Tools

    Get Citation

    Copy Citation Text

    Yongxin WANG, Huilin XIA, He JIANG, Qing WU. Hyperspectral target tracking based on siamese fusion with spectral segmentation[J]. Infrared and Laser Engineering, 2025, 54(2): 20240525

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Nov. 11, 2024

    Accepted: --

    Published Online: Mar. 14, 2025

    The Author Email:

    DOI:10.3788/IRLA20240525

    Topics