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These applications achieve near-expert performance on a single machine and scale efficiently to hundreds of machines, enabling formerly long-running big video data analysis tasks to be carried out in minutes to hours.
In contrast to any conventionally performed end-point analysis based on counting numbers of dead/immobile specimens we performed a fully automated time-resolved video data analysis to dynamically assess the effect of a reference toxicant on selected behavioral parameters.
(2) Processing of video data: Analysis of the driver behavior with manual approach was carried out for video with poor visibility.
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FL was involved in the planning and acquisition of the data, the making of the videos, the data analysis and the writing of the paper.
Extensive use is made of instructional technology, including simulations (e.g., PhET [ Wieman et al., 2008]), videos, and data analysis tools (e.g., ImageJ).
Digital video microscopy and data analysis : Particle tracking was realized through digital video microscopy and an off-line custom-made program based on Labview.
While the benefits of video data sources and analysis are evident, there are challenges that accompany the collection and analysis of video data that should be considered.
A study site from Doha, Qatar was selected for video recording and data analysis.
We are adapting the video data collection and analysis technology derived from the Human Speechome Project for the retail sector through real-world deployments.
Along with hardware, this study also proposes novel software for video enhancement and data analysis to calculate the behaviour parameters from recorded movements.
Beyond the initial data-processing (as described in the Methodology section above), in order to reduce the video data for the analysis purpose, three 8 min segments of data were coded.
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