Laser & Optoelectronics Progress, Volume. 57, Issue 8, 081014(2020)
Action Prediction and Scale Adaptive Target Tracking Algorithm
Figures & Tables(14)
Fig. 2. Prediction results. (a) x coordinate prediction; (b) y coordinate prediction
Fig. 6. Partial experimental results. (a) BlurCar; (b) Box; (c) Boy; (d) Car4; (e) Singer1; (f) Surfer; (g) Walking2; (h) Walking
Fig. 7. Precision curves of partial experimental result. (a) Bolt; (b) Box; (c) Car2; (d) Dancer; (e) Human6; (f) Soccer
Fig. 8. Error curves of partial experimental result. (a) Bolt; (b) Box; (c) Car2; (d) Dancer; (e) Human6; (f) Soccer
Table 1. Test video in the experiment
View tableTable 1. Test video in the experiment
Video Number of frames Main factor of influence BlurCar2 576 SV,MB,FM Bolt 350 SV,DEF,BC,OCC,IPR,OPR Bolt2 293 SV,DEF,BC Box 400 SV,IV,OCC,MB,IPR, OPR,OV,BC,LR Boy 602 SV,MB,FM,IPR,OPR Car2 913 SV,MB,FM,BC,IV Car4 659 SV,IV,BC Dancer 225 SV,DEF,IPR,OPR Doll 1000 IV,SV,OCC,IPR,OPR Human6 792 SV,OCC,DEF,FM,OPR,OV Human8 128 IV,SV,DEF Singer1 319 IV,SV,OCC,OPR Soccer 380 IV,SV,OCC,MB,FM,IPR,OPR,BC Surfer 370 SV,FM,IPR,OPR,LR Walking 412 SV,OCC,DEF Walking2 500 SV,OCC,LR Woman 597 SV,OCC, IV,DEF,MB,FM,OPR
Table 2. Tracking precision of the algorithm on fast motion video%
View tableTable 2. Tracking precision of the algorithm on fast motion video%
Algorithm DSST ECO KCF LADCF LDES SAMF FSKCF Bolt 100.00 100.00 98.90 100.00 100.00 100.00 100.00 Bolt2 2.10 83.30 1.70 39.90 01.70 1.70 100.00 Boy 100.00 100.00 100.00 100.00 100.00 100.00 100.00 Car4 100.00 100.00 95.00 100.00 99.80 100.00 100.00 Human6 44.80 98.90 29.00 97.90 98.90 92.30 99.70 Surfer 70.00 100.00 90.80 100.00 100.00 100.00 100.00 Average 69.48 97.03 69.23 89.63 83.40 82.33 99.95
Table 3. Tracking precision of the algorithm on the video%
View tableTable 3. Tracking precision of the algorithm on the video%
Algorithm DSST ECO KCF LADCF LDES SAMF FSKCF BlurCar2 100.0 100.0 97.9 100.0 100.0 100.0 100.0 Bolt 100.0 100.0 98.9 100.0 100.0 100.0 100.0 Bolt2 2.1 83.3 1.7 39.9 1.7 1.7 100.0 Box 100.0 99.8 100.0 100.0 98.8 100.0 100.0 Boy 100.0 100.0 100.0 100.0 100.0 100.0 100.0 Car2 100.0 100.0 100.0 100.0 100.0 100.0 100.0 Car4 100.0 100.0 95.0 100.0 99.8 100.0 100.0 Dancer 100.0 100.0 100.0 100.0 100.0 100.0 100.0 Doll 100.0 100.0 100.0 100.0 100.0 100.0 100.0 Human6 44.8 98.9 29.0 97.9 98.9 92.3 99.7 Human8 100.0 100.0 100.0 100.0 32.8 100.0 100.0 Singer1 100.0 100.0 100.0 100.0 100.0 100.0 100.0 Soccer 70.5 24.0 81.3 21.1 24.7 20.8 97.4 Surfer 70.0 100.0 90.8 100.0 100.0 100.0 100.0 Walking 100.0 100.0 100.0 100.0 100.0 100.0 100.0 Walking2 100.0 100.0 44.0 100.0 100.0 100.0 100.0 Woman 93.8 100.0 93.8 100.0 98.5 93.8 99.2
Table 4. Overlap rate of the algorithm tracking on the video
View tableTable 4. Overlap rate of the algorithm tracking on the video
Algorithm DSST ECO KCF LADCF LDES SAMF FSKCF BlurCar2 1.00 1.00 0.98 1.00 1.00 1.00 1.00 Bolt 1.00 1.00 0.99 1.00 1.00 1.00 0.99 Bolt2 0.01 0.78 0.01 0.30 0.01 0.01 0.23 Box 1.00 1.00 1.00 1.00 1.00 1.00 1.00 Boy 1.00 1.00 1.00 1.00 1.00 1.00 1.00 Car2 1.00 1.00 1.00 1.00 1.00 1.00 1.00 Car4 1.00 1.00 0.51 1.00 1.00 1.00 1.00 Dancer 1.00 1.00 1.00 1.00 1.00 1.00 0.96 Doll 1.00 1.00 0.90 1.00 1.00 1.00 0.86 Human6 0.46 0.99 0.24 0.99 1.00 0.47 0.28 Human8 1.00 1.00 0.73 1.00 0.29 0.78 1.00 Singer1 1.00 1.00 0.44 1.00 1.00 0.75 1.00 Soccer 0.57 0.23 0.44 0.24 0.23 0.21 0.58 Surfer 0.36 0.97 0.74 1.00 1.00 1.00 0.74 Walking 1.00 1.00 0.73 1.00 1.00 1.00 1.00 Walking2 1.00 1.00 0.43 1.00 1.00 0.99 1.00 Woman 0.94 0.93 0.94 0.94 0.96 0.94 0.98
Table 5. Mean values of indicators on 17 videos by different algorithms
View tableTable 5. Mean values of indicators on 17 videos by different algorithms
Parameter DSST ECO KCF LADCF LDES SAMF FSKCF DP/% 92.4 95.2 89.4 94.9 90.8 94.2 99.8 CLE 21.7 11.5 33.0 12.5 36.4 18.5 2.7 OP 0.87 0.93 0.74 0.91 0.84 0.85 0.88 V /(frame/s) 32.7 44.3 224.6 12.8 11.0 15.0 66.7
Tools
Get Citation
Copy Citation Text
Xuemeng Tang, Zhiguo Chen, Yi Fu. Action Prediction and Scale Adaptive Target Tracking Algorithm[J]. Laser & Optoelectronics Progress, 2020, 57(8): 081014
Paper Information
Category: Image Processing
Received: Jul. 17, 2019
Accepted: Sep. 16, 2019
Published Online: Apr. 3, 2020
The Author Email: Zhiguo Chen (427533@qq.com)
© Copyright 2018-2021 | Chinese Laser Press.
All Rights Reserved 沪ICP备15018463号-20