• Infrared and Laser Engineering
  • Vol. 51, Issue 2, 20210864 (2022)
Cong Xu, Daying Sun, Ziqi Cao, Chunqi Li, and Wenhua Gu
Author Affiliations
  • School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
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    DOI: 10.3788/IRLA20210864 Cite this Article
    Cong Xu, Daying Sun, Ziqi Cao, Chunqi Li, Wenhua Gu. Target tracking acceleration scheme adopting adaptive fuzzy optimization[J]. Infrared and Laser Engineering, 2022, 51(2): 20210864 Copy Citation Text show less
    Flowchart of target tracking acceleration algorithm based on kernel correlation filtering
    Fig. 1. Flowchart of target tracking acceleration algorithm based on kernel correlation filtering
    Qualitative results analysis of origin algorithm and optimized algorithm
    Fig. 2. Qualitative results analysis of origin algorithm and optimized algorithm
    Combined results of system clustering
    Fig. 3. Combined results of system clustering
    Diagram of sequence for quantization classification
    Fig. 4. Diagram of sequence for quantization classification
    Tracking response results of Lemming sequence sets under different conditions
    Fig. 5. Tracking response results of Lemming sequence sets under different conditions
    A re-search of the tracking target
    Fig. 6. A re-search of the tracking target
    Module diagram of hardware acceleration IP
    Fig. 7. Module diagram of hardware acceleration IP
    Performance comparison for adaptive fuzzy optimization
    Fig. 8. Performance comparison for adaptive fuzzy optimization
    Comparison of tracking accuracy between different tracking algorithms
    Fig. 9. Comparison of tracking accuracy between different tracking algorithms
    TrackerProposedStructTLDCNDSSTKCF
    Tracking speed/frame·s−1316.817.424.49019.3254.8
    Table 1. Tracking speed comparison of different tracking algorithms
    PlatformTracking precisionTracking speed/ frame·s−1
    Based on ARM60.3%2.15
    Based on ARM and FPGA65.8%17.28
    Table 2. Comparison of tracking results based on PYNQ
    Cong Xu, Daying Sun, Ziqi Cao, Chunqi Li, Wenhua Gu. Target tracking acceleration scheme adopting adaptive fuzzy optimization[J]. Infrared and Laser Engineering, 2022, 51(2): 20210864
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