Fire Boundary Prediction using Linescan Satellite Imagery of Australia.
Participation and submission for the 2021 Better Working World Data Challenge.
Find out more about the fire edge detection challenge in this github wiki
Refer to the link above for a detailed installation instruction.
Trust me, it takes a bit of effort to do. And you’ll be working in a pre-loaded Open Data Cube Environment on a Microsot Azure VM.
Be sure to take your time and enjoy the experience.
You can also choose to use your local machine, but you’ll need Docker and a lot of processing power.
There are 3 notebooks in the repo. One was created by Digital Earth Australia to describe the Basic Analysis steps involved when working with Satellite data (Geodataframes and linescans). The remaining 2 are step-by-step analysis followed to make a prediction of the boundaries of fire in a satellite linescan image.
The .csv file contains the first prediction.
.csv file contains the first result for Challenge 1. The accuracy of the prediction was found to be approximately 0.11. I’m still exploring ways of improving this prediction accuracy.
Credits to:
- **Ernst&Young**,<br>- **Open Data Cube**, <br>- **Digital Earth Australia**, and <br>- **Microsoft Azure** for providing free credits