Paper
10 August 2023 Underwater visual-inertial odometer based on artificial markers and natural feature points
Binglu Wang, Yimei Liu, Hao Fan
Author Affiliations +
Proceedings Volume 12759, International Conference on Automation Control, Algorithm, and Intelligent Bionics (ACAIB 2023); 127592E (2023) https://doi.org/10.1117/12.2686369
Event: 2023 3rd International Conference on Automation Control, Algorithm and Intelligent Bionics (ACAIB 2023), 2023, Xiamen, China
Abstract
In recent years, Visual-Inertial Simultaneous Localization and Mapping (VI-SLAM) has become a prevalent technology for 6-DOF state estimation. Current VI-SLAM approaches achieve advanced localization accuracy in the air while becoming brittle in the underwater environment due to broad untextured areas, inadequate illumination, and limited visibility. Additionally, existing underwater visual-inertial datasets were usually collected in open seas, making it challenging to obtain ground truth for the tracking of the robot, which limits the evaluation and development of VI-SLAM algorithms for underwater environments. To address these challenges, we proposed TagVins, a VIO system that integrates artificial features with natural features to construct reliable frame associations. Moreover, an efficient visual-inertial fusion algorithm based on the extended Kalman filter is presented. And a new underwater visual-inertial dataset, with groundtruth trajectories obtained via rigid structure and reliable localizations in the air, is presented to facilitate the further development of VI-SLAM algorithms in the underwater environment. Our evaluation results on the proposed dataset demonstrate that TagVins outperforms existing state-of-the-art VI-SLAM algorithms.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Binglu Wang, Yimei Liu, and Hao Fan "Underwater visual-inertial odometer based on artificial markers and natural feature points", Proc. SPIE 12759, International Conference on Automation Control, Algorithm, and Intelligent Bionics (ACAIB 2023), 127592E (10 August 2023); https://doi.org/10.1117/12.2686369
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KEYWORDS
Visualization

Cameras

Information visualization

Imaging systems

3D modeling

Detection and tracking algorithms

Algorithm development

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