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Siamese Visual Tracking with Spatial-Channel Attention and Ranking Head Network

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成果类型:
期刊论文
作者:
Zhang, Jianming;Liang, Yifei;Huang, Xiaoyi;Kuang, Li-Dan;Zheng, Bin
通讯作者:
Zhang, JM
作者机构:
[Zhang, JM; Zheng, Bin; Zhang, Jianming; Huang, Xiaoyi; Liang, Yifei; Kuang, Li-Dan] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha 410076, Peoples R China.
通讯机构:
[Zhang, JM ] C
Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha 410076, Peoples R China.
语种:
英文
关键词:
object tracking;Siamese network;attention mechanism;head network
期刊:
Electronics
ISSN:
2079-9292
年:
2023
卷:
12
期:
20
页码:
4351-
基金类别:
Conceptualization, J.Z.; methodology, Y.L.; software, Y.L.; validation, L.-D.K.; formal analysis, J.Z. and Y.L.; investigation, B.Z.; data curation, X.H.; writing—original draft preparation, Y.L.; writing—review and editing, J.Z. and L.-D.K.; visualization, X.H.; supervision, J.Z.; project administration, B.Z.; funding acquisition, J.Z. All authors have read and agreed to the published version of the manuscript. This work was supported by the National Natural Science Foundation of China under Grant 61972056, and the Scientific Research Fund of Hunan Provincial Education Department under Grants 21B0287 and 22B0341.
机构署名:
本校为第一且通讯机构
院系归属:
计算机与通信工程学院
摘要:
Trackers based on the Siamese network have received much attention in recent years, owing to its remarkable performance, and the task of object tracking is to predict the location of the target in current frame. However, during the tracking process, distractors with similar appearances affect the judgment of the tracker and lead to tracking failure. In order to solve this problem, we propose a Siamese visual tracker with spatial-channel attention and a ranking head network. Firstly, we propose a Spatial Channel Attention Module, which fuses the features of the template and the search region by...

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