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Target Tracking and Following from a Multirotor UAV
- Source :
- Current Robotics Reports. 2:285-295
- Publication Year :
- 2021
- Publisher :
- Springer Science and Business Media LLC, 2021.
-
Abstract
- In this paper, we present a general target tracking and following architecture for multirotor unmanned aerial vehicles (UAVs), and provide pointers to related work. We restrict our discussions to tracking ground-based objects using a monocular camera that is not gimballed. Target tracking is accomplished using a novel visual front end combined with a recently developed multiple target tracking back end. The target following is accomplished using a novel, nonlinear control algorithm. We present an end-to-end target tracking and following architecture that uses a visual front end to obtain measurements and compute the homography, a tracking algorithm called Recursive Random Sample Consensus (R-RANSAC) to perform track initialization and tracking, a track selection scheme, and a target-following controller. Target tracking and following is accomplished using a monocular camera, an inertial measurement unit, an on-board computer, a flight control unit, a sensor to measure altitude, and a multirotor UAV under the assumption that the target is moving on fairly planar ground with nearly constant velocity.
- Subjects :
- Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Control unit
Initialization
General Medicine
Tracking (particle physics)
Front and back ends
Control theory
Inertial measurement unit
Computer vision
Artificial intelligence
Multirotor
business
Homography (computer vision)
Subjects
Details
- ISSN :
- 26624087
- Volume :
- 2
- Database :
- OpenAIRE
- Journal :
- Current Robotics Reports
- Accession number :
- edsair.doi...........e9bf023882efad2e329c0703853e0580