Siamese network tracking with redetection mechanism

doi:10.3788/OPE.20192707.1621

CORC > 长春光学精密机械与物理研究所 > 中国科学院长春光学精密机械与物理研究所

	Siamese network tracking with redetection mechanism
	H.Liang; K.-J.Liu; K.Liu; Y.-J.Liu; X.-L.Chen
刊名	Guangxue Jingmi Gongcheng/Optics and Precision Engineering
	2019
卷号	27 期号:7 页码:1621-1631
关键词	Engineering,Optics
ISSN号	1004924X
DOI	10.3788/OPE.20192707.1621
英文摘要	To solve the insufficient tracking capability problem for a fully convolutional Siamese network (SiamFC) in complex scenarios such as those involving fast motion and large similar interference, SINT was introduced as a redetection network to improve the SiamFC. When multiple peaks appeared in the tracking response map, the proposed algorithm enabled the redetection network to redetermine the target position with higher accuracy. At the same time, a generative model was adopted to construct a template to adapt to various appearance changes of the target, and a high-confidence model update strategy was used to avoid the model corruption problem. Our algorithm is tested on OTB2013, and nine state-of-the-art algorithms are selected for comparison. The tracking accuracy of our algorithm reaches 88.8%, the best among all the algorithms selectes for comparison, and the success rate reaches 63.2%, which is the second best. Both these properties offer considerable improvement over the SiamFC results. Analysis of several representative video sequences demonstrate that our algorithm has high accuracy and strong robustness in cases involving fast motion, severe occlusion, background clutter, illumination changes, and long-term tracking. 2019, Science Press. All right reserved.
URL标识	查看原文
内容类型	期刊论文
源URL	[http://ir.ciomp.ac.cn/handle/181722/63223]
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	H.Liang,K.-J.Liu,K.Liu,et al. Siamese network tracking with redetection mechanism[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2019,27(7):1621-1631.
APA	H.Liang,K.-J.Liu,K.Liu,Y.-J.Liu,&X.-L.Chen.(2019).Siamese network tracking with redetection mechanism.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,27(7),1621-1631.
MLA	H.Liang,et al."Siamese network tracking with redetection mechanism".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 27.7(2019):1621-1631.