Journals Articles Conferences News About CLP
Submit a paper Email Alert
Search
Search
Articles
Journals
News
Advanced Search
Top Searches
2D MaterialsTransformation opticsQuantum PhotonicsSmall lasersSemiconductor UV PhotonicsSupersymmetric microring laser arrays

Laser & Optoelectronics Progress, Volume. 56, Issue 16, 161502(2019)

Typical Target Detection for Infrared Homing Guidance Based on YOLO v3

Tieming Chen*, Guangyuan Fu, Shiyi Li, and Yuan Li
Author Affiliations
  • Department of Information Engineering, Rocket Force University of Engineering, Xi'an, Shaanxi 710025, China
    • show less
    AbstractGet PDF(in Chinese)
    Figures&Tables (10)
    Equations (0)
    References (14)
    Cited By (3)
    Tools
    Paper Information
    Topics
    Figures & Tables(10)
    Illustration of positions of predicting and bounding boxes

    Fig. 1. Illustration of positions of predicting and bounding boxes

    Download full size
    Visible image of airport

    Fig. 2. Visible image of airport

    Download full size
    Infrared image of airport

    Fig. 3. Infrared image of airport

    Download full size
    Accelerated convergence by SGD with momentum

    Fig. 4. Accelerated convergence by SGD with momentum

    Download full size
    Diagram of infrared homing guidance target detection method based on improved YOLO v3

    Fig. 5. Diagram of infrared homing guidance target detection method based on improved YOLO v3

    Download full size
    Relationship between IOU and number of anchor box

    Fig. 6. Relationship between IOU and number of anchor box

    Download full size
    Curve of loss

    Fig. 7. Curve of loss

    Download full size
    Curve of cross validation loss

    Fig. 8. Curve of cross validation loss

    Download full size

    • Table 1. Parameters for contrastive experiments

      View table

      Table 1. Parameters for contrastive experiments

      AlgorithmTraining epochTotal training timeParameter
      SGD with momentum1-20022 h 24 minLr0=10-6,decay is 0.5,decay period is 5,momentum is 0.999
      Weighted SGDwith momentum1-20022 h 32 minLr0=10-7,decay is 0.5,decay period is 5,momentum is 0.999
      Adam1-20023 h 20 minLr0=10-3,β1 = 0.9,β2 = 0.999,ε = 10-8
      Weighted Adam1-20023 h 28 minLr0=10-3,β1 = 0.9,β2 = 0.999,ε = 10-8
      Adam in unitedtraining method1-10011 h 40 minLr0=10-3,β1 = 0.9,β2 = 0.999,ε = 10-8
      SGD with momentum inunited training method101-20011 h 10 minLr0=10-4,decay is 0.5,decay period is 10,momentum is 0.999
      Adam in weightedunited training method1-10011 h 44 minLr0=10-3,β1 = 0.9,β2 = 0.999,ε = 10-8
      SGD with momentumin weighted unitedtraining method101-20011 h 16 minLr0=10-4,decay is 0.5,decay period is 10,momentum is 0.999

    • Table 2. Comparison of different testing methods

      View table

      Table 2. Comparison of different testing methods

      AlgorithmSGD withmomentumAdamWeightedAdamUnitedtrainingWeighted unitedtraining
      Epoch100200100200100200100200100200
      mAP /%-16.2432.5667.5558.0667.7332.5677.7358.0677.89
      Special vehicle /%-13.0547.4963.1653.3261.7947.4967.3653.3269.56
      Ship /%5.3018.2321.9793.5487.0986.8521.9798.4887.0997.97
      Aircraft /%-17.4528.2145.9533.7754.5428.2167.3433.7766.14
      MA /%91.2462.3864.2057.7857.72
      FA /%7.2715.458.3714.2913.58
      Rate /(frame·s-1)26.7926.8825.8325.4425.6225.5325.3825.2725.6225.33
    Tools

    Get Citation

    Copy Citation Text

    Tieming Chen, Guangyuan Fu, Shiyi Li, Yuan Li. Typical Target Detection for Infrared Homing Guidance Based on YOLO v3[J]. Laser & Optoelectronics Progress, 2019, 56(16): 161502

    Download Citation

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

    Category: Machine Vision

    Received: Jan. 29, 2019

    Accepted: Mar. 27, 2019

    Published Online: Aug. 5, 2019

    The Author Email: Chen Tieming (chentieming1995@163.com)

    DOI:10.3788/LOP56.161502

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology