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Onboard Stereo Vision for Drone Pursuit or Sense and Avoid

机译:船上立体声追求追求或感觉和避免

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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:我们描述了一种新的车载短程感知系统,使微型航空车辆(MAV)能够检测,跟踪和遵守或避免GPS拒绝环境中的附近无人机(2-20米范围内)。每个车辆能够感测其邻域并相应地适应其运动,而无需使用集中式或车间通信。为了启用轻量级,低功耗解决方案,车载立体声相机用于使用深度图像检测和跟踪,而向下看的相机和惯性测量单元用于估计观察者的位置而不使用GPS。我们通过实时,户外领导者 - 跟随器实验说明了这种方法的鲁棒性和准确性,具有三个四分之三。我们的实验表明,最先进的跟踪器在对杂乱的背景下的检测方面的稳健程度远不那么稳健。这表明立体声愿景是对密切接近的多个MAVS的安全导航感知的高有效方法。

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