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Real-time object detection system

YouTube Demo

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Scheme of project

image

Install

1. Kafka

Click on: source download: kafka-*-src.tgz

  • Extract .tgz archive to project directory
  • Rename directory to "kafka"

Run ZooKeeper

kafka/bin/zookeeper-server-start.sh \
   kafka/config/zookeeper.properties

Run Kafka

kafka/bin/kafka-server-start.sh \
    kafka/config/server.properties

2. Detector

There are 2 options: Run in Docker container or Run locally

Run in Docker container

docker run marshtupa18/real-time-object-detection-system:latest
OPTIONAL: Build your own image

Add more RAM for you docker-machine to avoid problem during building

docker build . -f Dockerfile -t <NEW_IMAGE_NAME>

Run locally

Setup virtual environment

pip install virtualenv
virtualenv venv
source venv/bin/activate

Install all dependencies

pip install -r requirements.txt
pip install -r requirements-detectron2.txt

Run application

python detector/Detector.py 

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