Rotation-Based Scale Adaptive Moving Target Tracking Algorithm

Yutong Dai; Zhiguo Chen; Yi Fu

doi:10.3788/LOP202158.1210019

Journals >Laser & Optoelectronics Progress >Volume 58 >Issue 12 >Page 1210019 > Article

Laser & Optoelectronics Progress
Vol. 58, Issue 12, 1210019 (2021)

Rotation-Based Scale Adaptive Moving Target Tracking Algorithm

Yutong Dai¹, Zhiguo Chen^1、*, and Yi Fu^1、2

Author Affiliations

¹School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China

²Wu Xi Research Center of Environmental Science and Engineering, Wuxi, Jiangsu 214153, China

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DOI: 10.3788/LOP202158.1210019 Cite this Article Set citation alerts

Yutong Dai, Zhiguo Chen, Yi Fu. Rotation-Based Scale Adaptive Moving Target Tracking Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(12): 1210019 Copy Citation Text

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Fig. 1. Schematic diagram of log-polar coordinates

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Fig. 2. Flow chart of improved algorithm

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Fig. 3. Evaluation results of OTB-50. (a) Precision plot; (b) success rate plot

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Fig. 4. Partial tracking effect. (a) Bike_ce2 #100-#400-#800; (b) Bikeshow_ce #100-#200-#350; (c) Boat_ce1 #100-#200-#300; (d) Gym #200-#400-#600; (e) Dancer #100-#150-#180; (f) Singer2 #100-#200-#300

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Fig. 5. DP of different algorithms for partial videos. (a) Bikeshow_ce; (b) Boat_ce1; (c) Car2; (d) CarScale; (e) Dancer; (f) Singer2

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Fig. 6. Center location error of different algorithms on partial videos. (a) Bikeshow_ce; (b) Boat_ce1; (c) Car2; (d) CarScale; (e) Dancer; (f) Singer2

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Fig. 7. Mean value plots. (a) CLE; (b) OP; (c) DP

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Video	Number of frames	Main Factor	Video	Number of frames	Main Factor
Bikeshow_ce	361	SV,DEF,FM,IPR,OPR	Human6	792	SV,OCC,DEF,FM,OPR,OV
Singer2	366	IV,SV,DEF,IPR,OPR,BC	Car4	659	IV,SV
Car2	913	IV,SV,MB,FM,BC	Boat_ce1	377	SV,OCC,IPR,OPR
Dog1	1350	SV,IPR,OPR	Doll	1000	IV,SV,OCC,IPR,OPR
Bike_ce2	812	SV,IPR,LR	Carscale	252	OPR,SV,OCC,FM,IPR
Gym	766	SV,DEF,IPR,OPR	Dancer	225	SV,DEF,IPR,OPR

Table 1. Test videos in experiment

Algorithm	DSST	ECO_HC	KCF	LDES	SAMF	SRDCF	STRCF	Ours
Running speed (frame·s^-1)	47.18	50.83	366.29	12.62	20.78	7.16	18.59	23.36

Table 2. Running speed of algorithms on OTB-50

Algorithm	DSST	ECO_HC	KCF	LDES	SAMF	SRDCF	STRCF	Ours
DP	0.653	0.762	0.702	0.753	0.718	0.755	0.846	0.861
CLE	47.780	17.530	15.721	18.191	23.235	12.589	5.349	5.699
OP	0.662	0.637	0.604	0.686	0.593	0.734	0.743	0.723
FPS	39.083	50.126	259.368	17.009	23.767	6.398	26.383	25.244

Table 3. Comparison of DP, CLE, OP, and FPS

Yutong Dai, Zhiguo Chen, Yi Fu. Rotation-Based Scale Adaptive Moving Target Tracking Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(12): 1210019

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