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Visual navigation using omnidirectional view sequence

机译:使用全向视图序列的视觉导航

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摘要

View-based or appearance-based approaches have been attracting the interests of computer vision research. We have already proposed a visual view-based navigation method using a model of the route called the "view sequence", which contains a sequence of front views along a route memorized in the teaching run. In this paper, we apply an omnidirectional vision sensor to our view-based navigation and propose an extended model of a route called "omni-view sequence". The omnidirectional vision sensor is a desirable sensor for real-time view-based recognition of a mobile robot because all the information around the robot can be acquired simultaneously. The use of omnidirectional images contribute to a better navigation method in three ways: (1) it enables the robot to come back along the route using the same view sequence, (2) it improves the accuracy of the navigation and (3) it improves the robustness of the matching. These improved points are shown through experiments, and indoor navigation, including getting on and off an elevator, is demonstrated.
机译:基于视图或基于外观的方法已经吸引了计算机视觉研究的兴趣。我们已经提出了一种使用称为“视图序列”的路线模型的基于视觉视图的导航方法,该模型包含沿教学运行中存储的路线的前视图序列。在本文中,我们将全向视觉传感器应用于基于视图的导航,并提出了称为“全视图序列”的路线的扩展模型。全向视觉传感器是用于移动机器人基于实时视图的实时识别的理想传感器,因为可以同时获取围绕机器人的所有信息。全向图像的使用通过以下三种方式为一种更好的导航方法做出了贡献:(1)它使机器人能够使用相同的视图序列沿路线返回;(2)它提高了导航的准确性;(3)它提高了导航的准确性。匹配的鲁棒性。通过实验显示了这些改进点,并演示了室内导航(包括上下电梯)。

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