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Journals >
Laser & Optoelectronics Progress >
Volume 57 >
Issue 24 >
Page 241012 > Article
Laser & Optoelectronics Progress
Vol. 57, Issue 24, 241012 (2020)
Adaptive Context-Aware Correlation Filter Tracking
Jiang Wentao
1
, Tu Chao
2、*
, Liu Wanjun
1
, and Jin Yan
2
Author Affiliations
1
School of Software, Liaoning Technical University, Huludao, Liaoning 125105 China
2
Graduate School, Liaoning Technical University, Huludao, Liaoning 125105 China
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DOI:
10.3788/LOP57.241012
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Jiang Wentao, Tu Chao, Liu Wanjun, Jin Yan. Adaptive Context-Aware Correlation Filter Tracking[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241012
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Fig. 1.
Success rate and precision for 8 tracking algorithms on OTB100.(a) Precision; (b) success rate
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Fig. 2.
Tracking results of 8 tracking algorithms in partial sequences
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Attribute
Proposed
SRDCF
KCF
DSST
Staple
DCF_CA
MOSSE_CA
STRCF
IV
0
.
816
0.764
0.723
0.729
0.763
0.745
0.518
0.846
SV
0
.
753
0.734
0.632
0.644
0.721
0.689
0.503
0.887
OCC
0.859
0.704
0.627
0.602
0.709
0.645
0.532
0
.
715
DEF
0.843
0.712
0.610
0.565
0.732
0.674
0.499
0
.
760
MB
0.736
0
.
753
0.600
0.580
0.663
0.698
0.570
0.861
FM
0.748
0
.
759
0.622
0.582
0.699
0.718
0.563
0.841
IPR
0
.
779
0.721
0.699
0.709
0.754
0.735
0.582
0.842
OPR
0
.
744
0.718
0.667
0.660
0.720
0.669
0.529
0.878
OV
0.649
0.576
0.512
0.494
0
.
652
0.559
0.365
0.841
BC
0
.
785
0.767
0.695
0.699
0.732
0.749
0.540
0.841
LR
0.628
0
.
663
0.560
0.602
0.610
0.594
0.538
0.811
Table 1.
Precision scores of 8 tracking algorithms on 11 attribute sequences on OTB100
Attribute
Proposed
SRDCF
KCF
DSST
Staple
DCF_CA
MOSSE_CA
STRCF
IV
0
.
713
0.713
0.533
0.653
0.694
0.553
0.429
0.822
SV
0.647
0
.
660
0.421
0.551
0.609
0.464
0.374
0.816
OCC
0.828
0.648
0.505
0.546
0.637
0.504
0.439
0
.
666
DEF
0.785
0.635
0.485
0.507
0.634
0.520
0.418
0
.
671
MB
0.691
0
.
711
0.545
0.561
0.630
0.614
0.551
0.844
FM
0.688
0
.
703
0.521
0.543
0.630
0.594
0.520
0.818
IPR
0
.
689
0.648
0.556
0.629
0.664
0.608
0.499
0.783
OPR
0
.
661
0.647
0.519
0.584
0.637
0.536
0.434
0.837
OV
0
.
552
0.527
0.464
0.455
0.523
0.492
0.323
0.775
BC
0
.
704
0.701
0.584
0.622
0.668
0.642
0.459
0.796
LR
0.494
0
.
625
0.295
0.444
0.472
0.317
0.319
0.736
Table 2.
Success rate scores of 8 tracking algorithms on 11 attribute sequences on OTB100
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Jiang Wentao, Tu Chao, Liu Wanjun, Jin Yan. Adaptive Context-Aware Correlation Filter Tracking[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241012
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Paper Information
Category: Image Processing
Received: May. 10, 2020
Accepted: --
Published Online: Dec. 1, 2020
The Author Email: Chao Tu (745700558@qq.com)
DOI:
10.3788/LOP57.241012
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