Laser & Optoelectronics Progress, Volume. 57, Issue 4, 041508(2020)
Context-Aware Correlation Filter Tracking Based on Gaussian Output Constraint
Figures & Tables(4)
Fig. 1. Comparison of test results of eight algorithms. (a) Precision; (b) success rate
Fig. 2. Average precision and success rate under different attributes. (a)(b) Scale variation; (c)(d) out of plane rotation; (e)(f) fast motion
Fig. 3. Actual tracking results of part of video sequences. (a) Couple; (b) jogging; (c) jumping; (d) lemming
Table 1. Success rate of eight algorithms under different attributes
View tableTable 1. Success rate of eight algorithms under different attributes
Algorithm Success rate /% OCC DEF MB FM IV OPR SV IPR LR BC OV OCCACF 76.1 80.0 70.3 81.3 73.6 79.1 72.8 70.3 51.2 72.0 76.1 KCF 61.8 67.1 59.5 62.7 58.1 63.5 53.2 61.5 35.7 67.2 65.0 Staple 73.2 77.4 62.8 75.0 69.2 73.8 68.6 71.4 49.9 69.8 58.6 CACF 74.3 78.5 69.0 79.5 71.9 77.0 71.7 67.8 54.2 75.4 76.8 DSST 64.5 63.0 52.8 65.1 68.1 67.3 66.8 67.9 49.7 62.7 51.2 CSK 40.4 37.0 33.6 41.9 38.8 46.1 38.6 45.7 39.7 49.1 41.0 DFT 43.8 51.8 38.9 45.2 44.2 63.5 39.6 41.7 19.7 49.5 40.0 CT 27.4 28.4 14.9 21.0 22.5 25.4 26.3 23.0 12.6 28.1 24.7
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Jingxiang Xu, Xuedong Wu, Kaiyun Yang. Context-Aware Correlation Filter Tracking Based on Gaussian Output Constraint[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041508
Paper Information
Category: Machine Vision
Received: Jul. 1, 2019
Accepted: Aug. 5, 2019
Published Online: Feb. 20, 2020
The Author Email: Jingxiang Xu (924633075@qq.com)
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