Zhiling Zhu, Zhifeng Zhou, Yong Zhao, Yongquan Wang, Liduan Wang. Multiobject Tracking Algorithm Combining YOLO-V4 and Improved SiameseRPN[J]. Laser & Optoelectronics Progress, 2022, 59(22): 2215010
- Laser & Optoelectronics Progress
- Vol. 59, Issue 22, 2215010 (2022)
Fig. 1. Overall framework of proposed algorithm
Fig. 2. Multitarget tracking algorithm flow
Fig. 3. Loss and AP curves
Fig. 4. Passenger detection results
Fig. 5. Performance indicator ranking on VOT2016. (a) Accuracy-robustness; (b) average overlap expectation
Fig. 6. Performance indicator ranking on VOT2018. (a) Accuracy-robustness; (b) average overlap expectation
Fig. 7. Comparison of tracking results in different scenarios. (a) Out-of-view; (b) background clutters; (c) partial occlusion; (d) scale variation; (e) deformation
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Table 1. Siamese network structure incorporating residual connections
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Table 2. Comparison results of different algorithms on VOT2016 dataset
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Table 3. Comparison results of different algorithms on VOT2018 dataset
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Table 4. Experimental results of ablation on OTB100 dataset
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Table 5. Comparison of Prec of different video attributes on OTB100 for each algorithm
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Table 6. Performance comparison of each algorithm
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