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Onboard Stereo Vision for Drone Pursuit or Sense and Avoid

机译:机载立体视觉,可进行无人机追踪或感知并避免

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We describe a new, on-board, short range perception system that enables micro aerial vehicles (MAVs) to detect, track, and follow or avoid nearby drones (within 2-20 meters) in GPS-denied environments. Each vehicle is able to sense its neighborhood and adapt its motion accordingly without use of centralized reasoning or inter-vehicle communication. To enable a lightweight, low power solution, on-board stereo cameras are used for detection and tracking with depth images, while a downward-looking camera and an inertial measurement unit are used to estimate the position of the observer without use of GPS. We illustrate the robustness and accuracy of this approach through real-time, outdoor leader-follower experiments with three quadrotors. Our experiments show that state-of-art trackers are far less robust in detection against cluttered background. This demonstrates that stereo vision is a highly effective approach to perception for safe navigation of multiple MAVs in close proximity.
机译:我们描述了一种新型的机载近距离感知系统,该系统可使微型飞行器(MAV)在GPS受限的环境中检测,跟踪并跟踪或避开附近的无人机(2-20米以内)。每辆车都能够感应到附近并相应地调整其运动,而无需使用集中式推理或车辆间通信。为了实现轻便,低功耗的解决方案,车载立体声摄像机用于检测和跟踪深度图像,而向下看的摄像机和惯性测量单元用于在不使用GPS的情况下估计观察者的位置。我们通过对三个四旋翼飞行器进行实时,室外领导者跟随实验来说明这种方法的鲁棒性和准确性。我们的实验表明,最新的跟踪器在杂乱背景下的检测能力远不如鲁棒。这表明立体视觉是一种非常有效的感知方法,可以在多个近距离安全导航多个MAV。

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