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Engineering Commons

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Western University

Electronic Thesis and Dissertation Repository

2016

Deep Learning

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Improvements To Tracking Pedestrians In Video Streams Using A Pre-Trained Convolutional Neural Network, Marjan Ramin Jun 2016

Improvements To Tracking Pedestrians In Video Streams Using A Pre-Trained Convolutional Neural Network, Marjan Ramin

Electronic Thesis and Dissertation Repository

Safety has been a very crucial aspect in our lives and much attention has been paid to this issue since we need to remain safe everywhere.

In 2010, about 270,000 pedestrians were killed on the roads globally, which shows the importance of investigation of different approaches to reduce traffic fatalities.

One way to decrease the number of car accidents with pedestrians is to equip vehicles with cameras that detect and track pedestrians in the road. Many applications have been presented to improve the performance of pedestrian tracking.

However, it has remained a very challenging topic over the past few decades. …