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animalrecognitiondemo's Introduction

AnimalRecognitionDemo

This demo combines several Redis data structures and Redis Modules to process a stream of images and filter out the images that contain cats.

It uses:

  • Redis Streams to capture the input video stream: all
  • RedisGears to process this stream
  • RedisAI to classify the images with MobilenetV2

It forwards the images that contain cats to a stream: cats

Architecture

Architecture

Requirements

Docker and Python 2

Running the Demo

To run the demo:

$ git clone https://github.com/RedisGears/AnimalRecognitionDemo.git
$ cd AnimalRecognitionDemo
# If you don't have it already, install https://git-lfs.github.com/ (On OSX: brew install git-lfs)
$ git lfs install && git lfs fetch && git lfs checkout
$ docker-compose up

If something went wrong, e.g. you skipped installing git-lfs, you need to force docker-compose to rebuild the containers

$ docker-compose up --force-recreate --build

Open a second terminal for the video capturing:

$ pip install -r camera/requirements.txt
$ python camera/read_camera.py

UI

  • http://localhost:3000 shows all the captured frames
  • http://localhost:3001 shows only the framse with cats

Limitations

This demo is designed to be easy to setup, so it relies heavily on docker. You can get better performance and a higher FPS by runninng this demo outside docker. To control the FPS, edit the gear.py file.

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