用于评估图像配准技术的成像声纳模拟器

José E. Almanza-Medina, B. Henson, Y. Zakharov
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引用次数: 5

摘要

这项工作的重点是建立一个前瞻声纳模拟器,能够生成大量的地面真实数据来测试算法,如:用于轨迹估计的新型图像配准技术,三维重建或用作机器学习算法的训练数据。模拟器能够生成真实的图像数据集,并提供与测试场景中物体相关的声纳的准确位置和姿态的地面真实数据。声纳模拟器是利用Unity软件平台开发的。这项工作还展示了一个示例应用程序。建立了不同声纳轨迹和海底纹理的模拟图像数据集。将这些数据集用于姿态-轨迹估计方法,并对该方法进行了定量分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Imaging sonar simulator for assessment of image registration techniques
This work focuses on building a Forward-Looking sonar simulator capable of generating large volumes of ground truth data to test algorithms such as: novel image registration techniques for trajectory estimation, three-dimensional reconstruction or to be used as training data for machine learning algorithms. The simulator is capable of generating realistic data sets of images and providing ground truth data with the exact position and attitude of the sonar related to objects in a test scenario. The sonar simulator is developed using the Unity software platform. This work also shows an example application. Simulated image data sets for different sonar trajectories and seabed textures were created. These data sets are used by an attitude-trajectory estimation method and a quantitative analysis of the method is presented.
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