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BlazeIt: Fast Exploratory Video Queries using Neural Networks.

arXiv: Databases, (2018)

Cited by: 31|Views38
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Abstract

As video volumes grow, analysts have increasingly turned to deep learning to process visual data. While these deep networks deliver impressive levels of accuracy, they execute as much as 10x slower than real time (3 fps) on a $8,000 GPU, which is infeasible at scale. In addition, deploying these methods requires writing complex, imperativ...More

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