Unattended vehicle detection for automatic traffic light control

Aya Salama Abdel Hady; Mohamed Moustafa

doi:10.1117/12.2050938

24 December 2013 Unattended vehicle detection for automatic traffic light control

Aya Salama Abdel Hady, Mohamed Moustafa

Proceedings Volume 9067, Sixth International Conference on Machine Vision (ICMV 2013); 90670W (2013) https://doi.org/10.1117/12.2050938
Event: Sixth International Conference on Machine Vision (ICMV 13), 2013, London, United Kingdom

Abstract

Machine vision based traffic light control depends mainly on measuring traffic statistics at cross roads. Most of the previous studies have not taken unattended vehicles into consideration when calculating either the traffic density or the traffic flow. In this paper, we propose incorporating unattended vehicles into a new metric for measuring the traffic congestion. In addition to the vehicle motion analysis, opening the driver's side door is an important indicator that this vehicle is going to be unattended. Therefore, we focus in this paper on presenting how to detect this event for stationary vehicles from a live camera or a video feed. Through a set of experiments, we have found out that a Scale Invariant Feature Transform (SIFT) feature-descriptor with a Support Vector Machines (SVM) classifier was able to successfully classify open-door vehicles from closed-door ones in 96.7% of our test dataset.

Citation Download Citation

Aya Salama Abdel Hady and Mohamed Moustafa "Unattended vehicle detection for automatic traffic light control", Proc. SPIE 9067, Sixth International Conference on Machine Vision (ICMV 2013), 90670W (24 December 2013); https://doi.org/10.1117/12.2050938

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KEYWORDS

Roads

Sensors

Feature extraction

Control systems

Video

Automatic control

Cameras

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