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Signal Processing Commons

Open Access. Powered by Scholars. Published by Universities.®

2011

University of Massachusetts Amherst

Civil and Environmental Engineering

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Full-Text Articles in Signal Processing

Automated Detection And Counting Of Pedestrians On An Urban Roadside, Gayatri D. Prabhu Jan 2011

Automated Detection And Counting Of Pedestrians On An Urban Roadside, Gayatri D. Prabhu

Masters Theses 1911 - February 2014

This thesis implements an automated system that counts pedestrians with 85% accuracy. Two approaches have been considered and evaluated in terms of count accuracy, cost and ease of deployment. The first approach employs the Autoscope Solo Terra, a traffic camera which is widely used to monitor vehicular traffic. The Solo Terra supports an image processing-based detector that counts the number of objects crossing user-defined areas in the captured image. The count is updated based on the amount of movement across the selected regions. Therefore, a second approach has been considered that uses a histogram of oriented gradients (HoG), an advanced …