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Positioning and photo-mosaicking with long image sequences; comparison of selected methods

机译:定位和光镶嵌长图像序列;选定方法的比较

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Despite limited range, high resolution and data rate are among factors motivating the investigation of vision-based technologies in support of unmanned submersible platform operations. Among many, automatic vision-guided station keeping, localization and navigation, photo-mosaicking and 3D mapping comprise application areas of special interest. The core issue in realizing these capabilities is to know with high accuracy the motion and (or) position of the vehicle. Over the last decade, a small, but growing, group of research centers have committed an extensive effort in underwater vision activities. Methods based on various approaches in motion vision- e.g., correlation-based, feature-based, optical flow-based, or direct are being developed and implemented in support of different applications on specialized platforms that may simultaneously utilize other sensors for positioning. This makes it somewhat difficult, for user groups unfamiliar with the methodologies or technologies, to evaluate the capabilities of these vision systems. The main motivation for this work was to carry out and report the results of experiments with various techniques for positioning and mosaicking, on the same data set.
机译:尽管范围有限,但高分辨率和数据速率是激励基于视觉技术的调查,以支持无人潜水平台运营的因素。在许多,自动视觉引导站保持,本地化和导航,照片镶嵌和3D映射包括特殊兴趣的应用领域。实现这些能力的核心问题是以高精度的运动和(或)车辆的位置来了解。在过去的十年中,一小部分,一群研究中心致力于在水下视力活动中努力。基于运动视觉中的各种方法的方法 - 例如,基于相关的,基于特征的,光流量的或直接的正在开发和实现,并支持在专用平台上的不同应用,该专用平台可以同时使用其他传感器进行定位。这使得它有所困难,对于不熟悉方法或技术的用户组,以评估这些视觉系统的能力。这项工作的主要动机是在相同的数据集上进行各种技术进行各种技术的实验结果,并在相同的数据集上进行定位和摩托车。

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