Laser & Optoelectronics Progress, Volume. 58, Issue 4, 0415004-1(2021)
Multimodel Integrated Siamese Network Visual Tracking
Figures & Tables(7)
Fig. 2. Distance precision and success rate of the algorithms on LaSOT dataset. (a) Precision; (b) success rate
Fig. 3. Distance precision and success rate of the algorithms on OTB100 dataset. (a) Precision; (b) success rate
Fig. 4. Distance precision and success rate of the algorithms on UAV123 dataset. (a) Precision; (b) success rate
Table 1. Tracking results of proposed algorithm after adding various strategies
View tableTable 1. Tracking results of proposed algorithm after adding various strategies
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 2. Comparison results of different algorithms on VOT2018 dataset
View tableTable 2. Comparison results of different algorithms on VOT2018 dataset
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 3. Comparison results of different algorithms on VOT2019 dataset
View tableTable 3. Comparison results of different algorithms on VOT2019 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
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Manqiang Che, Shubin Li, Jinpeng Ge. Multimodel Integrated Siamese Network Visual Tracking[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0415004-1
Paper Information
Category: Machine Vision
Received: Jul. 28, 2020
Accepted: Aug. 12, 2020
Published Online: Mar. 19, 2021
The Author Email: Che Manqiang (1229462669@qq.com)
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