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README.md

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@@ -12,8 +12,8 @@ Code supplement: Mapping small landscape features in agricultural lands using CN
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- Use the stored weights (*.pt) in testing and inference steps
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- Use the training logs in csv to plot the model behavior during training
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### Model testing
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- Run `inference/test_inference.py` on a single test site image (e.g. 5x5km2) to obtain probability prediction at test-site level
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- Calculate AUC/ROC to define optimal probability threshold and accuracy metrics with `inference/test_accuracy.py`.
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- Run `evaluation/test_inference.py` on one or more large images (e.g. 5x5km2) to obtain mosaicked probability prediction raster(s)
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- Calculate AUC/ROC to define optimal probability threshold and accuracy metrics with `evaluation/test_accuracy.py`.
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### Inference on mosaic
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- Run `inference/patches_inference` to obtain probability prediction at patches level
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- Batch resample each probability patch into coarser resolution virtual rasters (vrt) with `inference/resample_patches.sh`

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