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Robust SLAM for Side Scan Sonar Image Mosaicking

机译:侧面扫描声纳图像镶嵌强大的稳健

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In this paper, we present an approach for producing side scan sonar image mosaicking under a robust SLAM scheme. A Pose Graph based SLAM algorithm is used to perform a correction over the sensor trajectory for enabling image registration, using observation constraints extracted from the images. However, due to the operational context, the available odometry data carries a high degree of uncertainty and could also be discontinued, making the process highly sensitive to false observation data associations. As the automation of the feature extraction and pairing process will eventually produce false positives, we suggest an approach based on the use of switchable constraints and a coarse modeling of the sensor motion when odometry is not recorded for addressing this issue.
机译:在本文中,我们提出了一种在鲁棒的SLAM方案下生产侧扫描声纳图像镶嵌的方法。基于姿势图的SLAM算法用于对传感器轨迹执行校正,用于使用从图像中提取的观察约束来启用图像配准。然而,由于操作环境,可用的内径数据具有高度的不确定性,也可以停止,使得该过程对假观察数据关联高度敏感。随着特征提取和配对过程的自动化最终产生误报,我们建议一种方法基于使用可切换约束的使用和当未记录内径时传感器运动的粗糙建模,以便解决此问题。

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