Underwater Visual Acoustic SLAM with Extrinsic Calibration

被引:14
|
作者
Xu, Shida [1 ]
Luczynski, Tomasz [1 ]
Willners, Jonatan Scharff [1 ]
Hong, Ziyang [1 ]
Zhang, Kaicheng [1 ]
Petillot, Yvan R. [1 ]
Wang, Sen [1 ]
机构
[1] Heriot Watt Univ, Sch Engn & Phys Sci, Edinburgh, Midlothian, Scotland
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1109/IROS51168.2021.9636258
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Underwater scenarios are challenging for visual Simultaneous Localization and Mapping (SLAM) due to limited visibility and intermittently losing structures in image views. In this paper, we propose a visual acoustic bundle adjustment system which fuses a camera and a Doppler Velocity Log (DVL) in a graph SLAM framework for reliable underwater localization and mapping. In order to fuse the vision with the acoustic measurements, an calibration algorithm is also designed to estimate extrinsic parameters between a camera and a DVL using features detected in scenes. Experimental results in a tank and an offshore wind farm show the proposed method can achieve better robustness and localization accuracy than pure visual SLAM, especially in visually challenging scenarios, and the extrinsic calibration parameters can be accurately estimated, even when initialized with a random guess.
引用
收藏
页码:7647 / 7652
页数:6
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