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GTC ON-DEMAND

Federal
Presentation
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Real-Time In-Situ Intelligent Video Analytics for Mobile Platforms
Abstract:
We'll highlight Sentinel, a system for real-time in-situ intelligent video analytics on mobile computing platforms. Sentinel combines state-of-the-art techniques in HPC with dynamic mode decomposition (DMD), a proven method for data reduction and analysis. By leveraging CUDA, our early system prototype achieves significantly better-than-real-time performance for DMD-based background/foreground separation on high-definition video streams, thereby establishing the efficacy of DMD as the foundation on which to build higher level real-time computer vision techniques. We'll present an overview of the Sentinel system, including the application of DMD to background/foreground separation in video streams, and outline our ongoing efforts to enhance and extend the prototype system.
 
Topics:
Federal, Intelligent Video Analytics, In-Situ & Scientific Visualization, Artificial Intelligence and Deep Learning, Computer Vision
Type:
Talk
Event:
GTC Silicon Valley
Year:
2017
Session ID:
S7685
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