Laser & Optoelectronics Progress, Volume. 57, Issue 20, 201017(2020)
Parallel Correlation Filter Tracking Algorithm Based on Response Map Confidence
Figures & Tables(9)
Fig. 1. Result when the trace fails. (a1)-(c1) Images of different frames; (a2)-(c2) corresponding response images
Fig. 3. OPE of different algorithms on the OTB-2015 dataset. (a) Success rate; (b) precision
Fig. 4. Tracking effect of different algorithms on the OTB-2015 dataset. (a) Coke; (b) bolt
Fig. 5. Test results of different algorithms. (a) OPE success rate (OTB-2013 dataset); (b) OPE precision (OTB-2013dataset); (c) OPE success rate (OTB-2015 dataset); (d) OPE precision (OTB-2015) dataset)
Fig. 6. Tracking results of different algorithms. (a) BlurOwl; (b) Diving; (c) Walking2; (d) Couple
Table 1. Success rate of 10 algorithms in the OTB-2015 dataset unit: %
View tableTable 1. Success rate of 10 algorithms in the OTB-2015 dataset unit: %
Tracker SV IV OPR OCC BC DEF MB FM IPR OV LR AUC Ours 61.1 73.4 64.2 62.3 72.7 59.5 65.9 64.5 67.2 59.5 61.9 68.7 SAMF 58.7 64.0 66.2 66.7 63.9 60.9 64.1 59.8 64.1 55.1 51.5 67.3 Staple 58.9 70.4 63.4 63.3 65.4 62.5 61.2 60.8 64.0 54.1 43.2 67.2 FDSST 59.8 72.0 59.5 59.4 72.8 57.3 66.4 67.1 66.1 54.8 58.9 66.3 LMCF 57.4 66.7 60.1 61.0 67.1 58.3 64.7 58.8 58.2 58.0 51.2 64.7 LCT 54.3 64.1 61.3 55.8 65.5 56.9 57.5 57.2 61.0 47.5 36.9 63.7 DSST 52.2 57.5 50.3 49.9 57.4 44.3 51.6 51.9 55.1 47.8 44.3 57.0 KCF 37.3 46.4 44.4 41.4 52.9 43.7 47.6 47.8 49.0 39.3 28.4 48.7 CSK 30.9 39.9 37.8 35.3 46.5 35.7 34.5 36.8 41.3 27.4 27.7 41.1 DFT 27.0 37.8 36.9 37.1 43.1 38.2 28.3 29.3 36.2 31.3 19.6 35.8
Table 2. Precision of 10 algorithms on the OTB-2015 dataset unit:%
View tableTable 2. Precision of 10 algorithms on the OTB-2015 dataset unit:%
Tracker SV IV OPR OCC BC DEF MB FM IPR OV LR AP Ours 71.6 78.8 73.3 68.4 79.4 66.7 69.1 69.5 77.1 64.8 68.5 76.1 SAMF 70.2 70.8 73.9 72.2 68.9 68.0 65.5 65.5 72.1 62.8 68.5 75.1 Staple 72.5 77.8 73.0 70.9 71.4 70.5 63.9 66.6 75.3 59.3 60.9 75.1 FDSST 67.2 76.5 66.6 64.6 78.0 62.0 69.1 69.8 73.4 57.7 64.1 72.5 LMCF 67.7 73.8 68.7 68.2 72.0 65.2 66.5 63.5 67.5 57.2 67.9 71.9 LCT 63.0 69.7 69.0 60.3 66.3 64.8 54.9 57.2 70.7 43.6 50.5 69.9 DSST 62.5 63.2 57.1 54.4 62.2 50.3 51.4 51.9 64.1 50.1 64.3 63.3 KCF 58.0 63.2 59.5 52.6 62.2 55.9 50.5 54.8 63.4 37.1 54.6 62.2 CSK 45.2 49.0 48.9 43.3 57.4 45.7 35.5 39.7 51.4 27.6 42.2 51.8 DFT 35.5 41.6 44.0 42.0 45.5 41.7 27.2 30.5 43.4 35.3 29.0 41.4
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Qiqi Song, Xiaoli Li, Wei Zuo, Lipeng Gu. Parallel Correlation Filter Tracking Algorithm Based on Response Map Confidence[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201017
Paper Information
Category: Image Processing
Received: Jan. 15, 2020
Accepted: Mar. 19, 2020
Published Online: Oct. 20, 2020
The Author Email: Xiaoli Li (xlli@dhu.edu.cn)
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