arXiv:2501.10752cs.CV2025-01被引 1

用手机摄像头实现无人机悬停,定位误差小到96厘米内

Quadcopter Position Hold Function using Optical Flow in a Smartphone-based Flight Computer

  • 通过手机摄像头追踪地面特征,计算位移并调节姿态
  • 室外飞行时95%时间在96厘米直径内,室内为79厘米
  • 适合低成本无人机开发,尤其关注手机算力应用

本文研究智能手机作为四轴飞行器计算设备的可行性,重点验证其在实现位置保持功能上的表现。利用手机向下摄像头,结合Shi-Tomasi角点检测与Lucas-Kanade稀疏光流算法,实时识别并追踪地面特征。通过计算图像中心偏移的欧氏距离,结合PID控制器估算俯仰和横滚角度,实现稳定悬停。实际飞行测试显示,室外环境下双标准差为18.66厘米,意味着95%时间内无人机位于直径96厘米的范围内;室内测试双标准差为10.55厘米,对应95%时间处于79厘米直径内。结果表明,智能手机传感器与摄像头具备执行光流位置保持的能力,展现出其在无人机系统中的计算潜力。建议未来探索融合手机GNSS传感器以提升室外绝对定位性能。本研究为手机制造商及科研人员提供了将智能设备拓展至无人机场景的新思路。

原文摘要 · Abstract (English)

Purpose. This paper explores the capability of smartphones as computing devices for a quadcopter, specifically in terms of the ability of drones to maintain a position known as the position hold function. Image processing can be performed with the phone's sensors and powerful built-in camera. Method. Using Shi-Tomasi corner detection and the Lucas-Kanade sparse optical flow algorithms, ground features are recognized and tracked using the downward-facing camera. The position is maintained by computing quadcopter displacement from the center of the image using Euclidian distance, and the corresponding pitch and roll estimate is calculated using the PID controller. Results. Actual flights show a double standard deviation of 18.66 cm from the center for outdoor tests. With a quadcopter size of 58cm x 58cm used, it implies that 95% of the time, the quadcopter is within a diameter of 96 cm. For indoor tests, a double standard deviation of 10.55 cm means that 95% of the time, the quadcopter is within a diameter of 79 cm. Conclusion. Smartphone sensors and cameras can be used to perform optical flow position hold functions, proving their potential as computing devices for drones. Recommendations. To further improve the positioning system of the phone-based quadcopter system, it is suggested that potential sensor fusion be explored with the phone's GNSS sensor, which gives absolute positioning information for outdoor applications. Research Implications. As different devices and gadgets are integrated into the smartphone, this paper presents an opportunity for phone manufacturers and researchers to explore the potential of smartphones for a drone use-case.

无人机手机计算光流位置保持

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