Siamese Tracking from Single Point Initialization

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 光电信息技术研究室

	Siamese Tracking from Single Point Initialization
	Hui B(惠斌)1,2,4,5 ; Luo HB(罗海波)1,2,4,5 ; Chang Z(常铮)1,2,4,5 ; Xu Z(徐峥)1,2,3,4,5
刊名	SENSORS
	2019
卷号	19 期号:3 页码:1-17
关键词	object tracking contour detection Siamese network deep learning
ISSN号	1424-8220
产权排序	1
英文摘要	Recently, we have been concerned with locating and tracking vehicles in aerial videos. Vehicles in aerial videos usually have small sizes due to use of cameras from a remote distance. However, most of the current methods use a fixed bounding box region as the input of tracking. For the purpose of target locating and tracking in our system, detecting the contour of the target is utilized and can help with improving the accuracy of target tracking, because a shape-adaptive template segmented by object contour contains the most useful information and the least background for object tracking. In this paper, we propose a new start-up of tracking by clicking on the target, and implement the whole tracking process by modifying and combining a contour detection network and a fully convolutional Siamese tracking network. The experimental results show that our algorithm has significantly improved tracking accuracy compared to the state-of-the-art regarding vehicle images in both OTB100 and DARPA datasets. We propose utilizing our method in real time tracking and guidance systems.
WOS研究方向	Chemistry ; Electrochemistry ; Instruments & Instrumentation
语种	英语
WOS记录号	WOS:000459941200077
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/24407]
专题	沈阳自动化研究所_光电信息技术研究室
通讯作者	Xu Z(徐峥)
作者单位	1.The Key Lab of Image Understanding and Computer Vision, Shenyang 110016, China 2.Key Laboratory of Opto-Electronic Information Processing, Chinese Academy of Science, Shenyang 110016, China 3.University of Chinese Academy of Sciences, Beijing 100049, China 4.Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China 5.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
推荐引用方式 GB/T 7714	Hui B,Luo HB,Chang Z,et al. Siamese Tracking from Single Point Initialization[J]. SENSORS,2019,19(3):1-17.
APA	Hui B,Luo HB,Chang Z,&Xu Z.(2019).Siamese Tracking from Single Point Initialization.SENSORS,19(3),1-17.
MLA	Hui B,et al."Siamese Tracking from Single Point Initialization".SENSORS 19.3(2019):1-17.