Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Salient region weighted correlation filter for object tracking | |
Z. J.-A; C. T and C. J.-T | |
2021 | |
发表期刊 | Guangxue Jingmi Gongcheng/Optics and Precision Engineering
![]() |
ISSN | 1004924X |
卷号 | 29期号:2页码:363-373 |
摘要 | To improve the positioning accuracy of target positions in object tracking, an object tracking algorithm based on a salient region weighted correlation filter is proposed in this study. Using the tracking framework of efficient convolution operators (ECO) for tracking, we first apply SE-ResNet, which is a pre-trained improved residual network, to extract the multi-resolution features of different layers and fully utilize the different characteristics of the shallow and deep features to enhance feature expression. Next, a background object model is used to obtain a saliency map of the target. The saliency map is then applied to weight the response map of the correlation filter to improve positioning accuracy. Finally, compared with eight popular tracking algorithms employed at the Visual Object Tracking (VOT) challenge, the expected average overlap scores of VOT2016 and VOT2017 are determined to be 0.415 7 and 0.341 2, respectively, which are better than those of the other algorithms. Experimental results show that the proposed algorithm can effectively improve positioning accuracy and tracking performance. 2021, Science Press. All right reserved. |
DOI | 10.37188/OPE.20212902.0363 |
URL | 查看原文 |
收录类别 | EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/65609 |
专题 | 中国科学院长春光学精密机械与物理研究所 |
推荐引用方式 GB/T 7714 | Z. J.-A,C. T and C. J.-T. Salient region weighted correlation filter for object tracking[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2021,29(2):363-373. |
APA | Z. J.-A,&C. T and C. J.-T.(2021).Salient region weighted correlation filter for object tracking.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,29(2),363-373. |
MLA | Z. J.-A,et al."Salient region weighted correlation filter for object tracking".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 29.2(2021):363-373. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Salient region weigh(0KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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 |
[Z. J.-A]的文章 |
[C. T and C. J.-T]的文章 |
百度学术 |
百度学术中相似的文章 |
[Z. J.-A]的文章 |
[C. T and C. J.-T]的文章 |
必应学术 |
必应学术中相似的文章 |
[Z. J.-A]的文章 |
[C. T and C. J.-T]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
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。
修改评论