Update README.md

README.md

@@ -1,3 +1,28 @@
----
-license: gpl-3.0
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+---
+license: gpl-3.0
+---
+
+# Fine-tuned milliontrees-detr model in Belem, Brazil
+
+Fine-tuned [joshvm/milliontrees-detr](https://huggingface.co/joshvm/milliontrees-detr) using 860 annotations on Belem, Brazil.
+
+## Metrics
+
+| Model          | Precision  | Recall     | F1-score     |
+|----------------|------------|------------|--------------|
+| Pre-trained    | 0.2798     | 0.1680     | 0.2099       |
+| **Fine-tuned** | **0.7797** | **0.7082** | **0.7422**   |
+
+## Instructions to run
+
+```python
+from deepforest import main
+
+config_args = {
+    "model": {"name": "martibosch/milliontrees-detr-belem"},
+    "score_thresh": 0.25,
+    "architecture": "DeformableDetr"
+}
+
+model = main.deepforest(config_args=config_args)
+```