深度相对度量学习的视觉跟踪
Guo, Wen1,2; You, Sisi1,2; Gao, Junyu3; Yang, Xiaoshan3; Zhang, Tianzhu3; Xu, Changsheng3
2018
发表期刊中国科学
卷号48期号:1页码:60-78
其他摘要While traditional tracking-by-detection methods have some robustness in object tracking, their simple classification of the target and the background cannot model the relative structural relationship between the target and the background. It is the lack of relative structural discriminative information that always causes a tracker drifting away. In order to alleviate the tracking drifting problem, we propose a new visual travel approach based on deep relative metric learning. In this study, we design a deep relative metric learning model with a symmetric and shared-weight deep convolutional neural network. Through such a network, we can explore the relative structural relationship between the target and the background in large-scale image patches. Then, the highest score of relative metric is used to locate the tracking object in the Bayesian tracking framework. The whole tracking algorithm is simple and effective. Experimental results on the tracking benchmark show that the proposed algorithm achieves a better tracking precision rate and success rate than other state-of-the-art tracking methods.
关键词Visual Tracking Convolutional Neural Network (Cnn) Relative Attribute Metric Learning
语种中文
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/20482
专题模式识别国家重点实验室_多媒体计算与图形学
作者单位1.School of Information and Electronic Engineering, Shandong Technology and Business University, Yantai 264009, China
2.Key Laboratory of Sensing Technology and Control in Universities of Shandong, Yantai 264009, China
3.National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
推荐引用方式
GB/T 7714
Guo, Wen,You, Sisi,Gao, Junyu,等. 深度相对度量学习的视觉跟踪[J]. 中国科学,2018,48(1):60-78.
APA Guo, Wen,You, Sisi,Gao, Junyu,Yang, Xiaoshan,Zhang, Tianzhu,&Xu, Changsheng.(2018).深度相对度量学习的视觉跟踪.中国科学,48(1),60-78.
MLA Guo, Wen,et al."深度相对度量学习的视觉跟踪".中国科学 48.1(2018):60-78.
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
深度相对度量学习的视觉跟踪.pdf(1711KB)期刊论文作者接受稿开放获取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
[Guo, Wen]的文章
[You, Sisi]的文章
[Gao, Junyu]的文章
百度学术
百度学术中相似的文章
[Guo, Wen]的文章
[You, Sisi]的文章
[Gao, Junyu]的文章
必应学术
必应学术中相似的文章
[Guo, Wen]的文章
[You, Sisi]的文章
[Gao, Junyu]的文章
相关权益政策
暂无数据
收藏/分享
文件名: 深度相对度量学习的视觉跟踪.pdf
格式: Adobe PDF
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。