A Formal Experiment to Assess Pedestrian Detection and Tracking Technology for Unmanned Ground Systems
نویسنده
چکیده
An important area of investigation in robotics perception and intelligent control concerns the ability to detect, track, and avoid humans operating in proximity to an unmanned ground vehicle (UGV). Under the Army Research Laboratory (ARL) Robotics Collaborative Technology Alliance (RCTA), ARL and other member organizations have developed algorithms focused on human detection and tracking, which leverage program advances in stereovision and LADAR. A recent assessment conducted by ARL and the National Institute of Standards and Technology (NIST) exercised these technologies under relevant conditions. This paper highlights technology advances demonstrated in this investigation. The most significant findings are that pedestrians can be reliably detected and tracked and that with the inclusion of temporal filtering on algorithm reports, incidences of misclassification of other objects as pedestrians can be dramatically reduced.
منابع مشابه
Quadrotor UAV Guidence For Ground Moving Target Tracking
The studies in aerial vehicles modeling and control have been increased rapidly recently. In this paper , a coordination of two types of heterogeneous robots , namely unmanned aerial vehicle (UAV) and unmanned ground vehicle (UGV) is considered. In this paper the UAV plays the role of a virtual leader for the UGVs. The system consists of a vision- based target detection algorithm that uses the ...
متن کاملDesigning and Modeling a Control System for Aircraft in the Presence of Wind Disturbance (TECHNICAL NOTE)
This paper proposes a switching adaptive control for trajectory tracking of unmanned aircraft systems. The switching adaptive control method is designed to overcome the wind disturbance and achieve a proper tracking performance for control systems. In the suggested system, the wind disturbance is regarded as a finite set of uncertainties; a controller is designed for each uncertainty, and a per...
متن کاملPedestrian Detection and Tracking from Low-Resolution Unmanned Aerial Vehicle Thermal Imagery
Driven by the prominent thermal signature of humans and following the growing availability of unmanned aerial vehicles (UAVs), more and more research efforts have been focusing on the detection and tracking of pedestrians using thermal infrared images recorded from UAVs. However, pedestrian detection and tracking from the thermal images obtained from UAVs pose many challenges due to the low-res...
متن کاملStereo-vision based perception capabilities developed during the Robotics Collaborative Technology Alliances program
The Robotics Collaborative Technology Alliances (RCTA) program, which ran from 2001 to 2009, was funded by the U.S. Army Research Laboratory and managed by General Dynamics Robotic Systems. The alliance brought together a team of government, industrial, and academic institutions to address research and development required to enable the deployment of future military unmanned ground vehicle syst...
متن کاملA Multi-Task Distributed Vision System Embedded on a Hex-Rotorcraft UAV
In this paper, are presented the general architecture and implementation of a multi-task distributed vision system designed and embedded onboard a Hex-Rotorcraft UAV. The system uses multiple cheap heterogeneous cameras in order to perform various tasks such as: ground target pedestrian detection, tracking, creating panoramic images, video stabilization and streaming multiple data/video feeds o...
متن کامل