Deforestation segmentation from Sentinel tiles using a U-Net exported to ONNX.
Project description
Deforestation Detection (ONNX)
CLI + Python package to run deforestation segmentation on 512x512 Sentinel tiles using a U-Net exported to ONNX.
Install
pip install deforestation-detection
Download model
Get the ONNX model from Hugging Face: <YOUR_LINK_HERE>
Predict
deforestation predict --onnx path/to/unet_deforestation.onnx --tile path/to/tile.tif --out pred_mask.npy
CPU-only by default (onnxruntime) GPU support via pip install deforestation-detection[gpu] (onnxruntime-gpu)
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