/wildfire-detection-from-satellite-images-ml

In this project, we detect forest wildfire from given satellite images using deep learning.

Primary LanguageJupyter Notebook

wildfire-detection-from-satellite-images-ml

In this project, we detect forest wildfire from given satellite images. I have used CNN, with a training dataset of 2000 images.

Demo:

Model training

Refer to the research.ipynb jupyter notebook to know the steps taken for model development and algorithm.

Installing and running this app:

  1. Requirements: Use pip install to download following packages
  • Tensorflow and Keras
  • Flask
  • WSGI server (see the error message when running Flask app, and install all specified packages)
  1. running the app:
  • run command: python app.py in the project folder
  • Once the server starts, open browser, the app runs on http://127.0.0.1:5000/
  • "test satellite images" folder contains some satellite images that you can upload to check the working of this application.