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Occlusion-handling tracker based on discriminative correlation filters

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成果类型:
期刊论文
作者:
Xie, Yue;Zhang, Hanling*;Li, Lijun
通讯作者:
Zhang, Hanling
作者机构:
[Xie, Yue; Zhang, Hanling] Hunan Univ, Changsha 410082, Hunan, Peoples R China.
[Li, Lijun] Cent South Univ Forestry & Technol, Sch Mech & Elect Engn, Changsha 410004, Peoples R China.
通讯机构:
[Zhang, Hanling] H
Hunan Univ, Changsha 410082, Hunan, Peoples R China.
语种:
英文
关键词:
image colour analysis;image matching;object detection;object tracking;filtering theory;computational efficiency;DCF-based methods;model contamination;model degradation;Discriminative Correlation Filters framework;online visual object tracking;spatial–temporal regularized correlation filters;partial occlusion;complete occlusion;block-based methods;Occlusion-Handling Tracker;VOT-2016 datasets;VOT-2018 datasets
期刊:
IET Image Processing
ISSN:
1751-9659
年:
2020
卷:
14
期:
13
页码:
3054-3065
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61672222, 61772191]; National Key RD Projects [2018YFB0704000, 2017YFB0902904]; Special funds for the construction of the innovative hunan Province [2019NK2022]; Hunan Natural Science FoundationNatural Science Foundation of Hunan Province [2018JJ2054]
机构署名:
本校为其他机构
院系归属:
机电工程学院
摘要:
Visual object tracking (VOT) based on discriminative correlation filters (DCF) has received great attention due to its higher computational efficiency and better robustness. However, DCF-based methods suffer from the problem of model contamination. The tracker will drift into the background due to the uncertainties brought by shifting among peaks, which will further lead to the issues of model degradation. To deal with occlusions, a novel Occlusion-Handling Tracker Based on Discriminative Correlation Filters (OHDCF) framework is proposed for online visual object tracking, where an occlusion-ha...

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