Abstract | ||
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Autonomous drone racing (ADR) is a challenge for autonomous drones to navigate a cluttered indoor environment without relying on any external sensing in which all the sensing and computing must be done with onboard resources. Although no team could complete the whole racing track so far, most successful teams implemented waypoint tracking methods and robust visual recognition of the gates of distinct colors because the complete environmental information was given to participants before the events. In this paper, we introduce the purpose of ADR as a benchmark testing ground for autonomous drone technologies and analyze challenges and technologies used in the two previous ADRs held in IROS 2016 and IROS 2017. Five teams which participated in these events present their implemented technologies that cover modified ORB-SLAM, robust alignment method for waypoints deployment, sensor fusion for motion estimation, deep learning for gate detection and motion control, and stereo-vision for gate detection. |
Year | DOI | Venue |
---|---|---|
2019 | 10.1007/s11370-018-00271-6 | Intelligent Service Robotics |
Keywords | Field | DocType |
Autonomous drone, Drone racing, Autonomous flight, Autonomous navigation | Computer vision,Motion control,Software deployment,Computer science,Sensor fusion,Real-time computing,Waypoint,Artificial intelligence,Drone,Deep learning,Motion estimation,Benchmark (computing) | Journal |
Volume | Issue | ISSN |
12 | 2 | 1861-2784 |
Citations | PageRank | References |
4 | 0.46 | 7 |
Authors | ||
18 |
Name | Order | Citations | PageRank |
---|---|---|---|
Hyungpil Moon | 1 | 175 | 38.32 |
José Martínez-Carranza | 2 | 20 | 4.10 |
Titus Cieslewski | 3 | 26 | 4.65 |
Matthias Faessler | 4 | 145 | 8.66 |
Davide Falanga | 5 | 4 | 0.46 |
Alessandro Simovic | 6 | 4 | 0.46 |
Davide Scaramuzza | 7 | 2704 | 154.51 |
Shuo Li | 8 | 61 | 13.39 |
Michael Ozo | 9 | 4 | 0.46 |
Christophe De Wagter | 10 | 26 | 5.42 |
guido c h e de croon | 11 | 39 | 9.35 |
Sunyou Hwang | 12 | 4 | 0.46 |
Sunggoo Jung | 13 | 13 | 2.14 |
Hyunchul Shim | 14 | 4 | 0.46 |
Haeryang Kim | 15 | 4 | 0.46 |
Minhyuk Park | 16 | 4 | 0.46 |
Tsz-Chiu Au | 17 | 4 | 0.46 |
Si Jung Kim | 18 | 4 | 0.46 |