Acta Optica Sinica, Volume. 38, Issue 5, 0515001(2018)

Scale Adaptive Correlation Filtering Tracing Algorithm Based on Feature Fusion

Cong Li, Cunyue Lu*, Xun Zhao, Baomin Zhang, and Hongyu Wang
Author Affiliations
  • School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
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    Figures & Tables(10)
    Tracking process diagram of frame t
    Scale change of object. (a) Carscale; (b) David
    Multi-scale feature pyramid. (a) Object image; (b) multi-scale image
    (a) DP plot; (b) success rate plot
    Tracking results of different approaches. (a) Basketball; (b) carscale; (c) David; (d) girl; (e) shaking; (f) singer2
    DP of algorithms. (a) Basketball; (b) carscale; (c) David; (d) girl; (e) shaking; (f) singer2
    Tracking drift phenomenon. (a) Lemming; (b) MotorRolling
    • Table 1. Comparison of performance of proposed algorithm and KCF algorithm under different color space features

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      Table 1. Comparison of performance of proposed algorithm and KCF algorithm under different color space features

      Evaluation indexLabRGBYCbCrHSVrgKCF
      Average CLE /pixel19.439.346.324.638.542.7
      Average DP /%81.273.172.676.474.671.8
      Average OP /%74.368.365.671.364.560.5
    • Table 2. Comparison of performance of proposed algorithm and other algorithms

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      Table 2. Comparison of performance of proposed algorithm and other algorithms

      EvaluationProposedSAMFRPTTGPRDSSTKCF
      Average CLE /pixel19.434.448.556.350.342.7
      Average DP /%81.276.875.170.269.871.8
      Average OP /%74.370.464.663.461.860.8
      Average speed /(frame·s-1)76.018.75.30.741.7258.0
    • Table 3. DP of different algorithms

      View table

      Table 3. DP of different algorithms

      SequenceProposedSAMFKCF
      Basketball1.000.970.92
      Carscale0.980.850.80
      David0.930.850.84
      Girl0.950.940.86
      Shaking0.940.910.03
      Singer21.001.000.94
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    Cong Li, Cunyue Lu, Xun Zhao, Baomin Zhang, Hongyu Wang. Scale Adaptive Correlation Filtering Tracing Algorithm Based on Feature Fusion[J]. Acta Optica Sinica, 2018, 38(5): 0515001

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    Paper Information

    Category: Machine Vision

    Received: Nov. 6, 2017

    Accepted: --

    Published Online: Jul. 10, 2018

    The Author Email: Lu Cunyue (lucunyue@sjtu.edu.cn)

    DOI:10.3788/AOS201838.0515001

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