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satellites-internship

Semantic segmenation of crop fields

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Getting started

  • Clone repo
git clone ...
cd satellites-internship
  • Install dependencies
pip install -r requirements.txt
  • Start training Unet3D(define in train.py path to dataset)
python train.py
  • Build web app image
docker build . --tag pastis
  • Start web app
docker run -p 5000:5000 pastis

NOTE: If you wanna use Sentinel Hub API for inference you need to create/have account and paste CREDENTIALS(instance_id,sh_client_id,sh_client_secret) in app.py file code:

config = SHConfig()
config.instance_id = "<PUT YOUR CREDENTIALS HERE>"
config.sh_client_id = "<PUT YOUR CREDENTIALS HERE>"
config.sh_client_secret = "<PUT YOUR CREDENTIALS HERE>"
config.save()

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