The pseudo-code for the system used to detect the deforestration statistics of Sri Lanka is available here.
We use the sentinelHUB API to download satelite imagery to create a dataset as well and we use a cloud removal technique by stacking satelite imagery during different time periods of time.
We use a base UNET model trained on a NASA dataset as the segmentation model, this can be improved but due to time contraints was unable to move forward
- Left Side :- Model Prediction
- Right Side :- Actual GeoMap