• Acta Optica Sinica
  • Vol. 39, Issue 1, 0115004 (2019)
Hongyu Wang*, Liang Wang, Wurong Yin, Jianghao Hu, and Wenchao Qiao
Author Affiliations
  • School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
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    DOI: 10.3788/AOS201939.0115004 Cite this Article Set citation alerts
    Hongyu Wang, Liang Wang, Wurong Yin, Jianghao Hu, Wenchao Qiao. Multi-Scale Correlation Filtering Visual Tracking Algorithm Combined with Target Detection[J]. Acta Optica Sinica, 2019, 39(1): 0115004 Copy Citation Text show less
    Structural diagram of SSD network
    Fig. 1. Structural diagram of SSD network
    Carscale sequence with scale transformation
    Fig. 2. Carscale sequence with scale transformation
    Tracking sequence and correlation filtering response. (a) Tracking success sequence; (b) tracking failure sequence; (c) correlation filtering response of tracking success sequence; (d) correlation filtering response of tracking failure sequence
    Fig. 3. Tracking sequence and correlation filtering response. (a) Tracking success sequence; (b) tracking failure sequence; (c) correlation filtering response of tracking success sequence; (d) correlation filtering response of tracking failure sequence
    (a) Concealed target; (b) correlation filtering response of concealed target
    Fig. 4. (a) Concealed target; (b) correlation filtering response of concealed target
    (a) Sequence with small updating rate; (b) sequence with large updating rate; (c) response of sequence with small updating rate; (d) response of sequence with large updating rate
    Fig. 5. (a) Sequence with small updating rate; (b) sequence with large updating rate; (c) response of sequence with small updating rate; (d) response of sequence with large updating rate
    Flow chart of proposed algorithm
    Fig. 6. Flow chart of proposed algorithm
    Variation of maximum response value and APCE index in occlusion or deformation scene. (a)(b) woman2 sequence and its response map; (c)(d) tiger2 sequence and its response map; (e)(f) Sylvester sequence and its response map
    Fig. 7. Variation of maximum response value and APCE index in occlusion or deformation scene. (a)(b) woman2 sequence and its response map; (c)(d) tiger2 sequence and its response map; (e)(f) Sylvester sequence and its response map
    Comparison between fixed updating rate and adaptive updating rate for tiger2 sequence. (a) Unoccluded image; (b)-(d) occluded image; (e) misidentified image; (f) lost tracking target characteristics
    Fig. 8. Comparison between fixed updating rate and adaptive updating rate for tiger2 sequence. (a) Unoccluded image; (b)-(d) occluded image; (e) misidentified image; (f) lost tracking target characteristics
    (a) OP curves and (b) DP curves by different algorithms
    Fig. 9. (a) OP curves and (b) DP curves by different algorithms
    Comparison of partial tracking results by proposed algorithm and other ten algorithms. (a) singer2 sequence; (b) skating1 sequence; (c) soccer sequence
    Fig. 10. Comparison of partial tracking results by proposed algorithm and other ten algorithms. (a) singer2 sequence; (b) skating1 sequence; (c) soccer sequence
    Hongyu Wang, Liang Wang, Wurong Yin, Jianghao Hu, Wenchao Qiao. Multi-Scale Correlation Filtering Visual Tracking Algorithm Combined with Target Detection[J]. Acta Optica Sinica, 2019, 39(1): 0115004
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