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Implementation of an Onboard Visual Tracking System with Small Unmanned Aerial Vehicle (UAV)

Keywords: Unmanned Aerial Vehicle (UAV) , Visual Tracking , Kalman filter , Zero Mean Normalized Cross Correlation (ZMNCC) , Image Warping , Three axes Gimbal

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Abstract:

This paper presents a visual tracking system that is capable of running real time on-board a small UAV (Unmanned Aerial Vehicle). The tracking system is computationally efficient and invariant to lighting changes and rotation of the object or the camera. Detection and tracking is autonomously carried out on the payload computer and there are two different methods for creation of the image patches. The first method starts detecting and tracking using a stored image patch created prior to flight with previous flight data. The second method allows the operator on the ground to select the interest object for the UAV to track. The tracking system is capable of re-detecting the object of interest in the events of tracking failure. Performance of the tracking system was verified both in the lab and during actual flights of the UAV. Results show that the system can run on-board and track a diverse set of objects in real time.

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