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mimikuo365/DengueNet-IJCAI

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DengueNet

This is the repo for the IJCAI workshop paper entitled "DengueNet: Dengue Prediction using Spatiotemporal Satellite Imagery for Resource-Limited Countries".

File Structure

  • model: Contains all the model (a.k.a. DengueNet) implementation
  • py_script: Contains the main python scripts to run
    • Demo.py: Plot images and results for demo
    • Evaluate.py: Evaluate stored models' performance
    • Train.py: Read in the dataset and train models
  • util: Contains the helper functions
  • README.md: The basic setup for this project
  • environment.yml: The library setup we used in this project.

Dataset Structure

The dataset contains images from five Colombian municipalities. Each municipality has 156 records of data.

  • Medellin
    • feature
      • 201601.pickle
      • 201602.pickle ...
      • 201852.pickle
    • image
      • 201601.tiff
      • 201602.tiff ...
      • 201852.tiff
  • Ibague
  • Cali
  • Villavicencio
  • Cucuta

About

This is the repo for the IJCAI workshop paper entitled "DengueNet: Dengue Prediction using Spatiotemporal Satellite Imagery for Resource-Limited Countries".

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