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land-cover

CNNs for land cover mapping

Setup Instructions

  1. git clone this repository
  2. cd into root of this repository
  3. pip install -r requirements.txt
  4. git clone https://github.com/kobiso/CBAM-keras
  5. git clone https://github.com/titu1994/DenseNet
  6. Download and extract SEN12MS dataset: https://arxiv.org/abs/1906.07789
  7. Edit dataset paths in config.json

Usage Instructions

  • Train models: python classify.py -c config.json --train
  • Evaluate models: python classify.py -c config.json --test

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CNNs for land cover mapping

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  • Jupyter Notebook 70.9%
  • Python 29.1%