Real-Time Tracking and Positioning of Underwater Visual Targets Based on Siamese Network

被引:0
|
作者
Zhang, Wenbo [1 ]
Liu, Weidong [1 ]
Li, Le [1 ]
Jiao, Huifeng [2 ]
Li, Yanli [1 ]
Li, Linfeng [1 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian 710072, Peoples R China
[2] Taihu Lake Lab Deep Sea Technol & Sci, Wuxi 214082, Jiangsu, Peoples R China
来源
PROCEEDINGS OF 2022 INTERNATIONAL CONFERENCE ON AUTONOMOUS UNMANNED SYSTEMS, ICAUS 2022 | 2023年 / 1010卷
基金
美国国家科学基金会;
关键词
Underwater targets tracking; Underwater targets positioning; Siamese network; Monocular vision system;
D O I
10.1007/978-981-99-0479-2_124
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the real-time tracking and positioning problem of underwater targets under the monocular vision system is investigated based on Siamese network. First, to solve the problem that monocular vision system cannot spatial positioning, an artificial marker with multi-features information is designed. On this basis, the tracking module and detection module are respectively designed to achieve real-time stable tracking and precise positioning of underwater targets. The experimental results of three sets of different environments show that the detection rate can reach 20FPS, and the positioning error does not exceed 1.4 cm, which demonstrates the real-time performance and strong generalization ability of the method proposed in this paper.
引用
收藏
页码:1356 / 1367
页数:12
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