Laser & Optoelectronics Progress, Volume. 55, Issue 12, 121501(2018)
Fast Scale Adaptive Kernel Correlation Filtering Algorithm for Target Tracking
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Fig. 1. Precision and success rate of 26 sequences. (a) Precision of OPE; (b) precision of SRE; (c) precision of TRE; (d) success rate of OPE; (e) success rate of SRE; (f) success rate of TRE
Fig. 2. Tracking effect of KCF and FSAKCF on sequences of David, CarScale, and Dog1. (a) David, tracking frame number of 11; (b) David, tracking frame number of 149; (c) David, tracking frame number of 462; (d) CarScale, tracking frame number of 11; (e) CarScale, tracking frame number of 167; (f) CarScale, tracking frame number of 242; (g) Dog1, tracking frame number of 11; (h) Dog1, tracking frame number of 733; (i) Dog1, tracking frame number of 1290
Table 1. Frame numbers and sequence attributes of 26 tracking sequences
View tableTable 1. Frame numbers and sequence attributes of 26 tracking sequences
Sequence Frame number Attribute Boy 602 SV, MB, FM, IPR, OPR Box 1161 IV, SV, OCC, MB, IPR, OPR, OV, BC, LR David 471 IV, SV, OCC, DEF, MB, IPR, OPR Car4 659 IV, SV ClifBar 472 SV, OCC, MB, FM, IPR, OV, BC CarScale 252 SV, OCC, FM, IPR, OPR Crossing 120 SV, DEF, FM, OPR, BC Dancer 225 SV, DEF, IPR, OPR Doll 3872 IV, SV, OCC, IPR, OPR Dog1 1350 SV, IPR, OPR Dudek 1145 SV, OCC, DEF, FM, IPR, OPR, OV, BC FleetFace 707 SV, DEF, MB, FM, IPR, OPR Freeman1 326 SV, IPR, OPR Girl 500 SV, OCC, IPR, OPR Human8 128 IV, SV, DEF RedTeam 1918 SV, OCC, IPR, OPR, LR Singer2 366 IV, DEF, IPR, OPR, BC Skating 1 400 IV, SV, OCC, DEF, OPR, BC Singer1 351 IV, SV, OCC, OPR Surfer 376 SV, FM, IPR, OPR, LR Twinnings 472 SV, OPR Toy 271 SV, FM, IPR, OPR Vase 271 SV, FM, IPR Walking 569 SV, OCC, DEF Trellis 120 IV, SV, IPR, OPR, BC Walking2 500 SV, OCC, LR
Table 2. Characteristics of 9 tracking algorithms
View tableTable 2. Characteristics of 9 tracking algorithms
Tracking algorithm Characteristic Scale adaptation CSK gray no CN gray, color names no KCF HOG no DSST gray, HOG yes SAMF gray, HOG, color names yes KCFDPT HOG, color names yes fDSST gray, HOG yes FSAKCF HOG yes FSAKCF1 HOG yes
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Xuedong He, Shengzong Zhou. Fast Scale Adaptive Kernel Correlation Filtering Algorithm for Target Tracking[J]. Laser & Optoelectronics Progress, 2018, 55(12): 121501
Paper Information
Category: Machine Vision
Received: Jun. 20, 2018
Accepted: Jul. 5, 2018
Published Online: Aug. 1, 2019
The Author Email: Zhou Shengzong (zhousz@fjirsm.ac.cn)
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