Multimodel Integrated Siamese Network Visual Tracking

Manqiang Che; Shubin Li; Jinpeng Ge

doi:10.3788/LOP202158.0415004

Journals >Laser & Optoelectronics Progress >Volume 58 >Issue 4 >Page 0415004-1 > Article

Laser & Optoelectronics Progress
Vol. 58, Issue 4, 0415004-1 (2021)

Multimodel Integrated Siamese Network Visual Tracking

Manqiang Che^*, Shubin Li, and Jinpeng Ge

Author Affiliations

Unmanned Systems Technology Innovation Center, Guangzhou Haige Communications Group Incorporated Company, Guangzhou, Guangdong 510700, China

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DOI: 10.3788/LOP202158.0415004 Cite this Article Set citation alerts

Manqiang Che, Shubin Li, Jinpeng Ge. Multimodel Integrated Siamese Network Visual Tracking[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0415004-1 Copy Citation Text

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Fig. 1. Overall framework of the proposed algorithm

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Fig. 2. Distance precision and success rate of the algorithms on LaSOT dataset. (a) Precision; (b) success rate

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Fig. 3. Distance precision and success rate of the algorithms on OTB100 dataset. (a) Precision; (b) success rate

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Fig. 4. Distance precision and success rate of the algorithms on UAV123 dataset. (a) Precision; (b) success rate

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DiMP50	Mask	Multi-scale search area	Contextual feature	Multi-learning rate	EAO	Number of failures	Accuracy
√					0.379	13.583	0.574
√	√				0.386	13.245	0.596
√	√	√			0.404	12.336	0.603
√	√	√	√		0.407	12.570	0.603
√	√	√	√	√	0.414	11.245	0.605

Table 1. Tracking results of proposed algorithm after adding various strategies

Parameter	SiamMask	DaSiam-RPN	LADCF	ATOM	SiamRPN++	DiMP18	DiMP50	Ours_Res18	Ours_Res50
EAO	0.380	0.383	0.389	0.401	0.414	0.402	0.440	0.410	0.451
Robustness	0.276	0.155	0.159	0.204	0.234	0.182	0.153	0.176	0.160
Accuracy	0.609	0.507	0.503	0.590	0.600	0.594	0.597	0.597	0.608

Table 2. Comparison results of different algorithms on VOT2018 dataset

Parameter	SiamMask	cola	ATOM	DRNet	trackyou	DiMP50	ATP	Ours_Res18	Ours_Res50
EAO	0.287	0.371	0.292	0.395	0.395	0.379	0.394	0.350	0.414
Robustness	0.405	0.277	0.361	0.229	0.237	0.243	0.255	0.277	0.208
Accuracy	0.575	0.589	0.582	0.580	0.586	0.574	0.619	0.603	0.605

Table 3. Comparison results of different algorithms on VOT2019 dataset

Manqiang Che, Shubin Li, Jinpeng Ge. Multimodel Integrated Siamese Network Visual Tracking[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0415004-1

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