TAU: A framework for video-based traffic analytics leveraging artificial intelligence and unmanned aerial systems

B Benjdira, A Koubaa, AT Azar, Z Khan… - … Applications of Artificial …, 2022 - Elsevier
Smart traffic engineering and intelligent transportation services are in increasing demand
from governmental authorities to optimize traffic performance and thus reduce energy costs …

Orientation-and scale-invariant multi-vehicle detection and tracking from unmanned aerial videos

J Wang, S Simeonova, M Shahbazi - Remote Sensing, 2019 - mdpi.com
Along with the advancement of light-weight sensing and processing technologies,
unmanned aerial vehicles (UAVs) have recently become popular platforms for intelligent …

MultEYE: Monitoring system for real-time vehicle detection, tracking and speed estimation from UAV imagery on edge-computing platforms

N Balamuralidhar, S Tilon, F Nex - Remote sensing, 2021 - mdpi.com
We present MultEYE, a traffic monitoring system that can detect, track, and estimate the
velocity of vehicles in a sequence of aerial images. The presented solution has been …

A UAV-based traffic monitoring system-invited paper

H Niu, N Gonzalez-Prelcic… - 2018 IEEE 87th Vehicular …, 2018 - ieeexplore.ieee.org
Traffic monitoring is important in urban areas. Traffic sensing solutions based on static
cameras, however, do not offer a flexible, inexpensive solution for short-term traffic studies …

Learning traffic behaviors by extracting vehicle trajectories from online video streams

X Ren, D Wang, M Laskey… - 2018 IEEE 14th …, 2018 - ieeexplore.ieee.org
To collect extensive data on realistic driving behavior, we propose a framework using online
public traffic cam video streams. We implement the Traffic Camera Pipeline (TCP), a system …

AirCamRTM: Enhancing vehicle detection for efficient aerial camera-based road traffic monitoring

R Makrigiorgis, N Hadjittoouli… - Proceedings of the …, 2022 - openaccess.thecvf.com
Efficient road traffic monitoring is playing a fundamental role in successfully resolving traffic
congestion in cities. Unmanned Aerial Vehicles (UAVs) or drones equipped with cameras …

[HTML][HTML] Extracting key traffic parameters from UAV video with on-board vehicle data validation

D Shan, T Lei, X Yin, Q Luo, L Gong - Sensors, 2021 - mdpi.com
The advantages of UAV video in flexibility, traceability, easy-operation, and abundant
information make it a popular and powerful aerial tool applied in traffic monitoring in recent …

Combining unmanned aerial vehicles with artificial-intelligence technology for traffic-congestion recognition: electronic eyes in the skies to spot clogged roads

L Jian, Z Li, X Yang, W Wu, A Ahmad… - IEEE Consumer …, 2019 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) are gradually becoming useful and common. In the
consumer electronics (CE) category, unmanned systems have changed the way monitoring …

Developing a more reliable aerial photography-based method for acquiring freeway traffic data

C Zhang, Z Tang, M Zhang, B Wang, L Hou - Remote Sensing, 2022 - mdpi.com
Due to the widespread use of unmanned aerial vehicles (UAVs) in remote sensing, there are
fully developed techniques for extracting vehicle speed and trajectory data from aerial video …

Real-time traffic flow parameter estimation from UAV video based on ensemble classifier and optical flow

R Ke, Z Li, J Tang, Z Pan… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Recently, the availability of unmanned aerial vehicle (UAV) opens up new opportunities for
smart transportation applications, such as automatic traffic data collection. In such a trend …