Siamese Regression Tracking With Reinforced Template Updating
Zhao, Fei1,2; Zhang, Ting3; Song, Yibing4; Tang, Ming2,5; Wang, Xiaobo1; Wang, Jinqiao2,6,7
发表期刊IEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN1057-7149
2021
卷号30页码:628-640
通讯作者Wang, Jinqiao(jqwang@nlpr.ia.ac.cn)
摘要Siamese networks are prevalent in visual tracking because of the efficient localization. The networks take both a search patch and a target template as inputs where the target template is usually from the initial frame. Meanwhile, Siamese trackers do not update network parameters online for real-time efficiency. The fixed target template and CNN parameters make Siamese trackers not effective to capture target appearance variations. In this paper, we propose a template updating method via reinforcement learning for Siamese regression trackers. We collect a series of templates and learn to maintain them based on an actor-critic framework. Among this framework, the actor network that is trained by deep reinforcement learning effectively updates the templates based on the tracking result on each frame. Besides the target template, we update the Siamese regression tracker online to adapt to target appearance variations. The experimental results on the standard benchmarks show the effectiveness of both template and network updating. The proposed tracker SiamRTU performs favorably against state-of-the-art approaches.
关键词Target tracking Training Reinforcement learning Visualization Task analysis Benchmark testing Head Siamese regression tracking actor-critic network reinforcement learning
DOI10.1109/TIP.2020.3036723
收录类别SCI
语种英语
资助项目Research and Development Projects in the Key Areas of Guangdong Province[2020B010165001] ; National Natural Science Foundation of China[61772527] ; National Natural Science Foundation of China[61976210] ; National Natural Science Foundation of China[61806200] ; National Natural Science Foundation of China[61702510] ; National Natural Science Foundation of China[61876086] ; National Natural Science Foundation of China[62076235]
项目资助者Research and Development Projects in the Key Areas of Guangdong Province ; National Natural Science Foundation of China
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000597161500002
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
七大方向——子方向分类目标检测、跟踪与识别
引用统计
被引频次:17[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/42665
专题模式识别国家重点实验室_图像与视频分析
通讯作者Wang, Jinqiao
作者单位1.Alibaba Grp, Hangzhou 311100, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
3.CEIEC, Res & Dev Ctr, Beijing 100036, Peoples R China
4.Tencent AI Lab, Shenzhen 518172, Peoples R China
5.Shenzhen Infinova Ltd, Shenzhen 518110, Peoples R China
6.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
7.ObjectEye Inc, Beijing 100080, Peoples R China
第一作者单位模式识别国家重点实验室
通讯作者单位模式识别国家重点实验室
推荐引用方式
GB/T 7714
Zhao, Fei,Zhang, Ting,Song, Yibing,et al. Siamese Regression Tracking With Reinforced Template Updating[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2021,30:628-640.
APA Zhao, Fei,Zhang, Ting,Song, Yibing,Tang, Ming,Wang, Xiaobo,&Wang, Jinqiao.(2021).Siamese Regression Tracking With Reinforced Template Updating.IEEE TRANSACTIONS ON IMAGE PROCESSING,30,628-640.
MLA Zhao, Fei,et al."Siamese Regression Tracking With Reinforced Template Updating".IEEE TRANSACTIONS ON IMAGE PROCESSING 30(2021):628-640.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Zhao, Fei]的文章
[Zhang, Ting]的文章
[Song, Yibing]的文章
百度学术
百度学术中相似的文章
[Zhao, Fei]的文章
[Zhang, Ting]的文章
[Song, Yibing]的文章
必应学术
必应学术中相似的文章
[Zhao, Fei]的文章
[Zhang, Ting]的文章
[Song, Yibing]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。