Monocular visual odometry aided by a low resolution time of flight camera

S. Chiodini, Riccardo Giubilato, M. Pertile, S. Debei
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引用次数: 6

Abstract

In this paper we describe a Visual Odometry algorithm using a single RGB camera and a low resolution Time-ofFlight (ToF) camera for resolving the scale ambiguity in monocular vision. Two hybrid 3D-to-2D approaches for integrating direct depth measurements from the ToF with the RGB camera are compared. These two methods differ in the association of RGB and ToF camera measurements: one is performed in the 3D space, the other in the image space. The performances of these two approaches are compared using an external measurement system as reference. An important contribution of this paper is that the algorithm is tailored for an inexpensive ToF camera with a very small field-of-view (8.7° × 8.7°) and resolution (8 × 8 pixels). The reason of this choice is that such a ToF camera can be easily integrated in a space oriented measurement system, without a significant increase in mass, dimensions and cost.
由低分辨率飞行时间照相机辅助的单目视觉里程计
本文提出了一种利用单RGB相机和低分辨率ToF相机解决单目视觉尺度模糊问题的视觉里程计算法。比较了两种用于将ToF直接深度测量与RGB相机相结合的混合3d - 2d方法。这两种方法在RGB和ToF相机测量的关联上有所不同:一种是在3D空间中进行的,另一种是在图像空间中进行的。以外部测量系统为参考,比较了两种方法的性能。本文的一个重要贡献是,该算法是为具有非常小的视场(8.7°× 8.7°)和分辨率(8 × 8像素)的廉价ToF相机量身定制的。之所以选择这种相机,是因为这种ToF相机可以很容易地集成到面向空间的测量系统中,而不会显著增加质量、尺寸和成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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