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Payment Portal Events Careers. Search for:. Try Free. Kyrkou et al. Heat map produce for more robust detection Vehicle count, speed could be determined.
Deep learning technologies are more effective than traditional vision-based algorithm. Ultra-high-resolution videos enables more accurate results compared to low resolution contents. Zhao et al. Mask RCNN approach is used for vehicle detection and recognition.
Complexity introduced due to presence of motorcycles and algorithm can recognize but errors are high in vehicle counts.
Data is extracted using a program that allows recording of manual key board strokes with a time stamp for certain events as the video progresses. Traffic flow dynamics within a green time was captured i. In weak lane-discipline environment traffic flow during green time contains significant variations compared to traffic stream that is characterised as strictly lane-discipline. Traffic flow analysis This section discusses research efforts that advance the use of traffic parameters extraction processes from UAV-based data to further utilising it in various traffic flow analysis method.
Highway infrastructure management Another very important area of application of UAVs technology within the transportation domain is to use them for monitoring and management of highway physical infrastructure. UAV as monitoring tool for bridge inspection Research efforts and field trials-based studies are advocating the case of using UAVs for bridge inspection and monitoring.
Pavement condition and road distresses monitoring Periodic assessment pavement conditions and distress monitoring is usually a norm and therefore, transportation agencies and local governments have the mechanism and inventories in placed so that required repair works are carried out. Wide-scale deployment of UAVs: Barriers, solutions and implications 5. Technological constraints and solutions UAVs operations are limited by their battery life, which causes the shortening of the time UAV can fly and remain in the air.
UAVs future and emerging scenarios in transportation One of the building blocks for any smart city is its reliance on Intelligent transport systems ITSs. Conclusion Recent applications of UAV in the transportation field especially in Road safety, traffic monitoring and highway infrastructure management have been critically reviewed and classified.
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How accurate are small drones for measuring microscopic traffic parameters? Part C: Emerg. Lane Detection and lane-changing identification with high-resolution data from a swarm of drones.
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Examining the applicability of small quadcopter drone for traffic surveillance and roadway incident monitoring. Leonardi, G. Springer, Cham, pp. Lin, P. Automatic transformation of video image data from UAVs into traffic information for simulation model calibration. Li, Y. Vehicle extraction using histogram and genetic algorithm based fuzzy image segmentation from high resolution UAV aerial imagery.
Retraction: Li et al. Lei B. New crack detection method for bridge inspection using UAV incorporating image processing. George Mason University; Vehicle tracking by detection in UAV aerial video. Science China Informat. An approach of traffic accident scene reconstruction using unmanned aerial vehicle photogrammetry; pp. Highway Transport. English Edition ; 7 2 — Robotic Syst. Liu X. Real-time uav rerouting for traffic monitoring with decomposition based multi-objective optimization.
UAV image mosaic for road traffic accident scene. Lucic, M. A Generalized dynamic planning framework for green UAV-assisted intelligent transportation system infrastructure.
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Use of photogrammetry for investigation of traffic incident scenes No. Raj, C. Vision based accident vehicle identification and scene investigation. Raj A. Peer-to-Peer Networking Appl. Review of Unmanned Aerial System UAS applications in the built environment: Towards automated building inspection procedures using drones.
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Develop a UAV platform for automated bridge inspection No. Mid-America Transportation Center. Zhao, S. A comprehensive overview of improving traffic flow observability using UAVs as mobile sensors. Zhang C. Turning Template for Semi-Trailer with 62 ft [ Prepared for: Frank Jacobson.
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