首页 | 本学科首页   官方微博 | 高级检索  
     


Fast vision‐based autonomous detection of moving cooperative target for unmanned aerial vehicle landing
Authors:Zhaoxi Li  Cai Meng  Fugen Zhou  Xilun Ding  Xueqiang Wang  Huan Zhang  Pin Guo  Xin Meng
Abstract:We propose a fast and effective method, fast target detection (FTD), to detect the moving cooperative target for the unmanned aerial vehicle landing, and the target is composed of double circles and a cross. The purpose of our strategy is to land on the target. The FTD method needs to detect the target at the high and low heights. At the high height, the target appears completely and stably in the camera field. The FTD method can detect the circle and cross to rapidly reach the target center, named cross and circle–FTD (urn:x-wiley:15564959:media:rob21815:rob21815-math-0001). To detect the cross, we propose a slope distance equation to obtain the distance between two slopes. The proposed slopes cluster method, based on the distance equation and K‐means, is used to determine the cross center. At the low height, the target appears incompletely and unstably. Therefore, FTD methods detect only the cross, named cross–FTD (urn:x-wiley:15564959:media:rob21815:rob21815-math-0002). We extract the cross features ( CFs) based on line segments. Then, four CFs are combined based on graph theory. Experiments on our four datasets show that FTD has rapid speed and good performance. (Our method is implemented in C++ and is available at https://github.com/Li-Zhaoxi/UAV-Vision-Servo .) On the Mohamed Bin Zayed International Robotics Challenge datasets made we constructed, urn:x-wiley:15564959:media:rob21815:rob21815-math-0003 detects the target from a urn:x-wiley:15564959:media:rob21815:rob21815-math-0004 image approximately urn:x-wiley:15564959:media:rob21815:rob21815-math-0005 per pipeline with urn:x-wiley:15564959:media:rob21815:rob21815-math-0006 F‐measure and tracks target approximately urn:x-wiley:15564959:media:rob21815:rob21815-math-0007 per pipeline with urn:x-wiley:15564959:media:rob21815:rob21815-math-0008 F‐measure. urn:x-wiley:15564959:media:rob21815:rob21815-math-0009 detects centers from a urn:x-wiley:15564959:media:rob21815:rob21815-math-0010 image at approximately urn:x-wiley:15564959:media:rob21815:rob21815-math-0011 per image with urn:x-wiley:15564959:media:rob21815:rob21815-math-0012 F‐measure.
Keywords:flight strategy  moving cooperative target  target detection  unmanned aerial vehicle
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号