Siamese Tracking with Adaptive Template-Updating Strategy
文献类型：期刊论文
| 作者 | Chang Z(常铮)1,2,4,5 ; Xu Z(徐峥)1,2,3,4,5; Hui B(惠斌)1,2,4,5; Ju MR(鞠默然)1,2,3,4,5; Luo HB(罗海波)1,2,4,5
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| 刊名 | APPLIED SCIENCES-BASEL
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| 出版日期 | 2019 |
| 卷号 | 9期号:18页码:1-17 |
| 关键词 | object tracking Siamese network template-updating deep learning |
| ISSN号 | 2076-3417 |
| 产权排序 | 1 |
| 英文摘要 | Recently, we combined a contour-detection network and a fully convolutional Siamese tracking network to initialize a new start-up of vehicle tracking by clicking on the target, generating a contour proposal template instead of using a fixed bounding box. Tests on the OTB100 and Defense Advanced Research Projects Agency (DARPA) datasets proved that our method outperformed the state of the art and effectively solved the partial-occlusion problem. However, the current Siamese tracking method uses the target in the first frame as a template during the whole tracking period, and leads to the failed tracking of target deformation. In this paper, we propose a new template-update method and reconstruct the whole tracking process with a template-updating module. To be specific, the innovative adaptive template-updating module is comprised of a neural contour-detection network and a target-detection network. Experiment results on the DARPA dataset prove that our new tracking algorithm with the template-updating strategy prominently improved tracking accuracy regarding the deformation condition. |
| 语种 | 英语 |
| WOS记录号 | WOS:000489115200085 |
| 源URL | [http://ir.sia.cn/handle/173321/25772]  |
| 专题 | 沈阳自动化研究所_光电信息技术研究室 |
| 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 | Chang Z,Xu Z,Hui B,et al. Siamese Tracking with Adaptive Template-Updating Strategy[J]. APPLIED SCIENCES-BASEL,2019,9(18):1-17. |
| APA | Chang Z,Xu Z,Hui B,Ju MR,&Luo HB.(2019).Siamese Tracking with Adaptive Template-Updating Strategy.APPLIED SCIENCES-BASEL,9(18),1-17. |
| MLA | Chang Z,et al."Siamese Tracking with Adaptive Template-Updating Strategy".APPLIED SCIENCES-BASEL 9.18(2019):1-17. |
入库方式： OAI收割
来源：沈阳自动化研究所
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