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Face Recognition on Edge and Cloud GPU. yolov7 to detect & arcface to recognize the faces. Built on deepstream with Azure IOT support

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NavinKumarMNK/AI-Surveillance

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SurveillanceAI

A surveillance system that uses AI with DeepStream Backend

DeepStream Development Environment

Refer docker/deepstream-dev.Dockerfile

DeepStream Overview

Build the container

docker build -t deepstream:dev -f deepstream-dev.Dockerfile ../

Run the container

xhost +SI:localuser:root
docker run --network=bridge --ipc=host --ulimit memlock=-1 --ulimit stack=67108864 --gpus all -it -v /tmp/.X11-unix:/tmp/.X11-unix -e DISPLAY=$DISPLAY --privileged -v /var/run/docker.sock:/var/run/docker.sock -v ./workspace/SurveillanceAI:/workspace/SurveillanceAI -p 2222:22 -p 8001:8000 -p 8554:8554 -p 9001:9001 deepstream:dev
composer # to start the graph-composer

Start RTSP Server:

cvlc v4l2:///dev/video0 --sout '#transcode{vcodec=h264,acodec=mpga,ab=128,channels=2,samplerate=44100}:rtp{sdp=rtsp://192.168.1.10:8554/}'

HELP

Refer https://docs.nvidia.com/metropolis/deepstream/dev-guide/text/DS_Overview.html

Business Requirements

Refer Devices ~ https://docs.nvidia.com/metropolis/deepstream/dev-guide/text/DS_Performance.html
Refer License ~ https://developer.download.nvidia.com/assets/Deepstream/LicenseAgreement-NGC_6.1.pdf

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Face Recognition on Edge and Cloud GPU. yolov7 to detect & arcface to recognize the faces. Built on deepstream with Azure IOT support

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