TECHNICAL PAPERS
Sep 1, 1995

Multimedia Data Model for Video-Detection Research

Publication: Journal of Transportation Engineering
Volume 121, Issue 5

Abstract

Traffic monitoring and detection systems are important for constructing closed-loop traffic-signal control, freeway-control, and congestion-management systems. Most detection and monitoring systems depend on inductive loops. Recently, many agencies have been investigating video-image–based detection systems because cameras can collect data on several traffic lanes and can be installed quite rapidly on an adjacent pole or bridge. User consensus is that the basic hardware architecture of these systems is well defined. However, there is room for significant improvements in performance and capability of video-detection algorithms. Several researchers are currently working to develop new algorithms. However, due to technology limitations these algorithms have traditionally been evaluated at a macroscopic level by comparing counts obtained by loop detectors with the image-based detection system. This paper discusses the development of a multimedia database-management system for investigating the microscopic performance of video-detection algorithms. The paper describes the process of acquiring the proper data, a definition for a suitable database schema, and the peripheral database clients required to evaluate detection algorithms.

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References

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Bullock, D., Garrett, J., and Hendrickson, C. (1993). “A neural network for image-based vehicle detection.”Transp. Res. Part C: Emerging Technol., Oxford, England, 1C(3), 235.
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Fahlman, S. E. (1988). An empirical study of learning speed in backpropogation networks . Carnegie Mellon Univ., Pittsburgh, Pa.
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HNC ExploreNet operating manual. (1991). HNC, Inc., San Diego, Calif.
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Hockaday, S., Chatziioanou, A., Nodder, R., and Kuhtenschmidt, S. (1992). “Evaluation and comparison of video image processing systems for traffic detection.”Transp. Res. Board Preprint #920744, Transp. Res. Board, Washington, D.C.
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Michalopoulos, P.(1991). “Vehicle detection video through image processing: the AUTOSCOPE system.”IEEE Trans. on Vehicular Technol., 40(1), 21.
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Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 121Issue 5September 1995
Pages: 385 - 390

History

Published online: Sep 1, 1995
Published in print: Sep 1995

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Authors

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Darcy Bullock, Associate Member, ASCE
Asst. Prof., Dept. of Civ. Engrg., Louisiana State Univ., Baton Rouge, LA 70803.
Suryanarayana Mantri
Res. Asst., Louisiana State Univ., Baton Rouge, LA.

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