Chapter
Aug 31, 2020
International Conference on Transportation and Development 2020

Approach to Obtaining Traffic Volume and Speed Based on Video-Extracted Trajectories

Publication: International Conference on Transportation and Development 2020

ABSTRACT

Intersections are key nodes of urban roads and constraints of traffic network capacity. And traffic data is the basis for intersection design, analysis, and management. The current measurement of vehicle speed is to use radar guns which could only measure point speed and volume measurement is manual counting which are time-and-energy-consuming. This paper introduces a method that collects the vehicle trajectories from videos taken by an unmanned aerial vehicle (UAV), with further processing of the trajectories to obtain useful traffic data such as intersection flow and vehicle speed. The program uses background subtraction and morphological operation for vehicle detection and uses KCF trackers to track vehicle targets. After extracting the trajectories of each vehicle in the field of view, it performs turning identification, counts the traffic flow of each entrance, and extracts more data such as vehicle speed and time headway. In order to assess the feasibility of the video processing method, case studies were performed based on the field data collected by a UAV at urban intersections in Nanjing, China. The results of these experiments proved that the approach can be applied to the efficient analysis of intersection volume, speed and other parameters based on UAV videos.

Get full access to this article

View all available purchase options and get full access to this chapter.

REFERENCES

Andrew, R. and Schrock, S. D. (2013). “Estimating turning movements at roundabouts using bluetooth technology,” TRB 92nd Annual Meeting Compendium of Papers.
Chen, A., Chootinan Ryu, P., Lee, S. M., and Recker, W. (2012). “An intersection turning movement estimation procedure based on path flow estimator,” J. Adv. Transp., vol. 46, no. 2, pp. 161–176.
Dey, B. and Kundu, M. K. (2019). “Turning video into traffic data – an application to urban intersection analysis using transfer learning.” IET Image Process., Vol. 13 Iss. 4, pp. 673-679.
Ghanim, M. S. and Shaaban, K. (2019). “Estimating Turning Movements at Signalized Intersections Using Artificial Neural Networks.” IEEE Transactions on Intelligent Transportation Systems, Vol. 20, No. 5.
Julina, J. K. J., Sharmila, T. S. and Gladwin, S. J. (2019). “Vehicle Speed Detection System using Motion Vector Interpolation.” Global Conference for Advancement in Technology.
Li, J., Chen, S., Zhang, F. et al. (2019) “An Adaptive Framework for Multi-Vehicle Ground Speed Estimation in Airborne Videos.” Remote Sens, 11, 1241.
Luvizon, D. C., Nassu, B. T. and Minetto R. (2016). “A Video-Based System for Vehicle Speed Measurement in UrbanRoadways.” IEEE Transactions on Intelligent Transportation Systems.
Madasu, V. and Hanmandlu, M. (2010). “Estimation of vehicle speed by motion tracking on image sequences.” IEEE Intelligent Vehicles Symposium, pp. 185–190.
Martucci, A., Cerasuolo, G., Petrella, O. et al. (2020) “On the Calibration of GNSS-Based Vehicle Speed Meters.” Sensors, 20, 591.
Rad, A. G., Dehghani, A. and Karim, M. R. (2010). “Vehicle speed detection in video image sequences using CVS method.” International Journal of the Physical Sciences, Vol. 5, No. 17, pp. 2555–2563.
Wellbrock, G. A., Xia, T. J., Huang, M. et al. (2019) “First Field Trial of Sensing Vehicle Speed, Density, and Road Conditions by using Fiber Carrying High Speed Data.” Optical Fiber Communications Conference and Exhibition, pp. 1–3.

Information & Authors

Information

Published In

Go to International Conference on Transportation and Development 2020
International Conference on Transportation and Development 2020
Pages: 140 - 151
Editor: Guohui Zhang, Ph.D., University of Hawaii
ISBN (Online): 978-0-7844-8313-8

History

Published online: Aug 31, 2020

Permissions

Request permissions for this article.

Authors

Affiliations

1Jiangsu Key Laboratory of Urban ITS, Jiangsu Province Collaborative Innovation Center of Modern Urban Traffic Technologies, Southeast Univ., Nanjing, Jiangsu, China. Email: [email protected]
2Jiangsu Key Laboratory of Urban ITS, Jiangsu Province Collaborative Innovation Center of Modern Urban Traffic Technologies, Southeast Univ., Nanjing, Jiangsu, China. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Paper
$35.00
Add to cart
Buy E-book
$80.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Paper
$35.00
Add to cart
Buy E-book
$80.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share