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TPTrack: Strengthening tracking-by-detection methods from tracklet processing perspectives

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成果类型:
期刊论文
作者:
Li, Yuhang;Zhao, Huihuang;Liu, Qingyun;Liang, Xiaoman;Xiao, Xinwang
通讯作者:
Zhao, HH
作者机构:
[Liang, Xiaoman; Li, Yuhang; Zhao, Huihuang; Xiao, Xinwang; Zhao, HH; Liu, Qingyun] Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
[Liang, Xiaoman; Zhao, Huihuang; Liu, Qingyun] Hunan Prov Key Lab Intelligent Informat Proc & App, Hengyang 421002, Peoples R China.
通讯机构:
[Zhao, HH ] H
Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
语种:
英文
关键词:
Tracking-by-detection;Multi-object tracking;Occlusion;Global information
期刊:
Computers & Electrical Engineering
ISSN:
0045-7906
年:
2024
卷:
114
页码:
109078
基金类别:
National Natural Science Foundation of China [61772179]; Hunan Provincial Natural Science Foundation of China [2022JJ50016, 2023JJ50095]; Science and Technology Plan Project of Hunan Province [2016TP1020]; Scientific Research Fund of Hunan Provincial Education Department [21B0649, 22C0414]; Postgraduate Scientific Research Innovation Project of Hunan Province [CX20221285, CX20231265]; Science and Technology Innovation Project of Hengyang [202250045231]; Industry University Research Innovation Foundation of Ministry of Education Science and Technology Devel-opment Center [2020QT09]; The 14th Five-Year Plan Key Disciplines and Application-oriented Special Disciplines of Hunan Province (Xiangjiaotong) [[2022] 351]
机构署名:
本校为第一且通讯机构
院系归属:
计算机科学与技术学院
摘要:
As a fundamental task in computer vision, multi -object tracking (MOT) has gained increasing attention due to its commercial and academic potential. However, accurately tracking multiple objects is highly challenging. The problems of object occlusion, deformation, and real-time requirements have long been obstacles to be tackled in the field of multi -object tracking. In this paper, we first propose a novel approach to address the problem of tracklet fragmentation caused by occlusion and deformation by establishing a global linking model to obtain global information on trajectories. Then, we r...

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