Target redetection method for object tracking based on correlation filter

Shan Jiang; Chao Zhang; Cheng Han; Xiaoqiang Di

doi:10.3788/IRLA20200182

Journals >Infrared and Laser Engineering >Volume 50 >Issue 2 >Page 20200182 > Article

Infrared and Laser Engineering
Vol. 50, Issue 2, 20200182 (2021)

Target redetection method for object tracking based on correlation filter

Shan Jiang, Chao Zhang, Cheng Han, and Xiaoqiang Di

Author Affiliations

College of Computer Science and Technology, Changchun University of Science and Technology, Changchun 130022，China

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DOI: 10.3788/IRLA20200182 Cite this Article

Shan Jiang, Chao Zhang, Cheng Han, Xiaoqiang Di. Target redetection method for object tracking based on correlation filter[J]. Infrared and Laser Engineering, 2021, 50(2): 20200182 Copy Citation Text

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Fig. 1. [in Chinese]

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Fig. 2. [in Chinese]

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Fig. 3. [in Chinese]

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Fig. 4. [in Chinese]

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Fig. 8. [in Chinese]

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Attribute/Name	Proposed method	ECO	DSST	SRDCF	KCF	BACF
LR	75.5/ 68.9	76.0/66.2	54.8/28.8	63.8/60.4	54.6/30.1	70.8/63.9
OPR	77.1/ 71.1	75.9/69.6	59.5/46.6	69.5/62.8	60.2/47.3	72.3/66.8
SV	78.5/ 72.4	78.0/71.0	61.6/38.8	72.4/65.8	57.7/37.2	73.8/69.2
OCC	72.2/64.3	77.0/ 69.3	62.8/43.3	69.2/59.7	59.2/45.1	72.0/64.2
DEF	82.3/ 70.7	76.5/67.9	62.3/45.9	71.4/62.9	60.5/45.8	76.9/70.5
MB	71.5/ 68.1	71.0/65.8	52.0/38.2	73.7/66.7	55.4/42.3	69.1/66.2
FM	73.1/68.4	76.1/ 70.3	49.9/36.1	74.3/68.8	53.9/39.6	73.7/70.3
IPR	73.3/ 67.7	67.3/59.8	61.6/49.1	62.3/56.6	58.9/46.0	68.5/62.6
OV	71.1/ 62.0	73.1/61.7	41.6/32.3	57.9/51.9	44.1/37.4	69.2/59.0
BC	74.4/69.1	76.6/ 71.7	68.9/54.6	73.6/63.6	62.5/50.0	71.5/66.1
IV	76.5/ 70.0	71.6/66.7	70.8/49.0	74.4/66.4	67.0/46.4	73.3/69.6

Table 1. [in Chinese]

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Attribute/Name	Proposed method	ECO	DSST	SRDCF	KCF	BACF
LR	78.4/ 70.3	80.1/66.2	56.5/32.1	66.8/62.8	57.7/36.5	71.8/65.9
OPR	82.8/ 76.0	81.7/74.4	66.3/51.2	75.0/67.6	67.6/53.7	78.0/71.8
SV	82.6/ 75.3	80.8/73.4	66.8/43.1	75.1/67.5	64.6/42.9	78.0/71.9
OCC	75.9/71.5	79.9/ 74.8	62.8/49.0	72.2/66.8	63.5/53.2	72.9/69.5
DEF	83.1/ 73.9	81.2/ 73.9	59.8/46.7	74.8/67.7	63.0/52.0	78.9/71.3
MB	79.5/ 78.1	77.9/75.2	59.1/50.1	77.5/73.7	60.5/52.4	74.8/73.7
FM	78.3/73.7	80.3/75.1	59.0/46.7	77.3/72.0	62.9/50.4	79.5/ 76.1
IPR	79.5/ 72.6	75.3/66.5	71.2/56.3	72.2/64.4	71.0/57.2	75.3/67.8
OV	73.0/66.9	76.3/ 67.0	45.7/38.0	59.0/53.5	48.7/42.7	72.4/64.6
BC	81.0/76.8	83.6/ 78.5	72.0/57.2	78.4/70.3	71.6/60.2	77.6/73.5
IV	81.5/77.7	78.7/75.4	73.3/55.3	78.1/73.7	71.3/53.8	80.3/ 77.9

Table 2. [in Chinese]

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Name/Attribute	Camera motion	Illumination change	Motion change	Occlusion	Size change	Mean	Weighted mean
Proposed methed	0.5900	0.6627	0.5147	0.4886	0.5215	0.5641	0.5727
BACF	0.4986	0.6924	0.4412	0.4413	0.4586	0.5265	0.4976
SRDCF	0.5909	0.6872	0.4900	0.4206	0.5053	0.5415	0.5377
DSST	0.5544	0.6765	0.4896	0.403	0.5194	0.383	0.5367
KCF	0.5034	0.4540	0.4219	0.4638	0.3625	0.4517	0.4610
ECO	0.5858	0.6597	0.4918	0.4254	0.5151	0.5465	0.5503
MOSSECA	0.4708	0.3911	0.3691	0.3639	0.3392	0.4086	0.4287

Table 3. [in Chinese]

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Name/Attribute	Camera motion	Illumination change	Motion change	Occlusion	Size change	Mean	Weighted mean
Proposed methed	18.00	2.00	22.00	16.00	10.00	13.6667	15.6584
BACF	42.00	9.00	8.00	49.00	18.00	28.00	32.5734
SRDCF	34.00	8.00	31.00	20.00	20.00	21.1667	24.1220
DSST	49.00	6.00	6.00	50.00	18.00	28.00	28.6667
KCF	54.00	8.00	56.00	24.00	28.00	34.00	40.9333
ECO	15.00	0.00	12.00	17.00	7.00	9.1667	10.0788
MOSSECA	55.00	11.00	52.00	20.00	36.00	32.3333	38.1698

Table 4. [in Chinese]

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Particle numbers	20	30	40	50
Speed/FPS	31.2	28.3	26.8	19.9

Table 5. [in Chinese]

Shan Jiang, Chao Zhang, Cheng Han, Xiaoqiang Di. Target redetection method for object tracking based on correlation filter[J]. Infrared and Laser Engineering, 2021, 50(2): 20200182

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