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Nicolas Saunier edited Methodology.tex
almost 10 years ago
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\subsection{Overview}
Figure~\ref{fig:1} outlines the general data collection and analysis framework. For a given research mandate, factors are selected for testing and a set of video data is collected at a sample of sites with adequate representation of these factors, while controlling for as many other factors as possible. With scene data and camera calibration parameters, feature tracking can be performed to extract trajectories. The trajectories are raw spatial-temporal position data of moving objects within the scene. This positional data
can be derived is processed to obtain derived measures such as speed, heading and acceleration. Finally, scene
data information can be
used added to
extract obtain higher-level data, such as movements referenced by lane, conflict measures, and other high-level interpretation behavioural measures (specific to the study). With a large amount of potential contributing factors (e.g. site characteristics), it may be beneficial to apply site clustering techniques before initiating behavioural measure correlation.