论文标题

Morpheyes:四型式导航的可变基线立体声

MorphEyes: Variable Baseline Stereo For Quadrotor Navigation

论文作者

Sanket, Nitin J., Singh, Chahat Deep, Asthana, Varun, Fermüller, Cornelia, Aloimonos, Yiannis

论文摘要

可变形的设计和基于深度的视觉控制是两个即将到来的趋势,从而导致四型自治领域的进步。立体声胶片已经达到了深度估计的重量和准确性的完美平衡,但深度范围的问题受到限制,并由设计时间选择的基线决定。在本文中,我们基于立体声摄像机系统提供了四型导航的框架,其基线可以在现场进行调整。我们提出了一种以少数离散基线校准系统并在整个基线范围内插入参数的方法。我们对校准和同步误差进行了广泛的理论分析。我们展示了这种系统的三个不同应用,用于四型四型导航:(a)飞越森林,(b)飞过未知的形状/位置静态/动态间隙,以及(c)(c)准确的3D姿势检测独立移动的物体。我们表明,在所有三种情况下,我们的可变基线系统都更加准确和强大。据我们所知,这是应用可变形设计概念的第一部作品,以实现四极管上的可变基线立体声视觉系统。

Morphable design and depth-based visual control are two upcoming trends leading to advancements in the field of quadrotor autonomy. Stereo-cameras have struck the perfect balance of weight and accuracy of depth estimation but suffer from the problem of depth range being limited and dictated by the baseline chosen at design time. In this paper, we present a framework for quadrotor navigation based on a stereo camera system whose baseline can be adapted on-the-fly. We present a method to calibrate the system at a small number of discrete baselines and interpolate the parameters for the entire baseline range. We present an extensive theoretical analysis of calibration and synchronization errors. We showcase three different applications of such a system for quadrotor navigation: (a) flying through a forest, (b) flying through an unknown shaped/location static/dynamic gap, and (c) accurate 3D pose detection of an independently moving object. We show that our variable baseline system is more accurate and robust in all three scenarios. To our knowledge, this is the first work that applies the concept of morphable design to achieve a variable baseline stereo vision system on a quadrotor.

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