AI Perception Service - DeepStream

Jetson Platform Services offers DeepStream based perception service supporting optimized, real-time, and multi-stream out of the box object detection and tracking support. In combination with the SDR and VST microservices, this also supports automatic addition of camera streams. The processing includes object detection using the PeopleNet model from NVIDIA by default or the optional use of YOLOv8s as described below, followed by object tracking using the NvDCF tracker plugin available in DeepStream. The output of the application is metadata based on the Metropolis schema sent to the Redis message bus using the msgbroker plugin.

The modified Jetson Platform Services DeepStream container has the following changes in comparison to the standard samples container:

• Precompiled version of Service Maker deepstream-test5 app
• PeopleNet2.6 model and calibration files as well as many precompiled engine files for various Jetson platforms and batch sizes
• Precompiled tracker engine files
• Precompiled YOLOv8s DeepStream plugin
• OpenCV install necessary for YOLOv8s

For more information about this microservice, refer to https://docs.nvidia.com/jetson/jps/deepstream/deepstream.html

License

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