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GTC ON-DEMAND

Computer Vision
Presentation
Media
SmartSense: Real-Time, Field-Deployed CV Traffic Analysis System
Abstract:

Miovision presents a video-based traffic analytics system, capable of tracking and classifying vehicles in real time throughout cities. The system leverages Jetson TX2 modules and inferencing to accurately classify vehicles at over 50 frames per second using single-shot multibox detection and DAC, a VGG-based network. We'll cover many of the issues our teams went through to design and implement the system, including data collection, annotation, training, incorporating continuous training, and deep learning iteration. We'll also illustrate how the measured traffic trends were used to reduce congestion and evaluate the health of traffic corridors.

 
Topics:
Computer Vision, Intelligent Video Analytics, Intelligent Machines, IoT & Robotics
Type:
Talk
Event:
GTC Silicon Valley
Year:
2018
Session ID:
S8383
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