Included model: banana_real_v5.pt — YOLOv8m trained on real aerial UAV banana imagery (count-banana-plants, CC-BY-4.0) with real-crop copy-paste augmentation.
Held-out real test (50 images, never seen): precision 0.90, recall 0.85, F1 0.88, mAP50 0.93. Calibrated crop-count accuracy ~98% (5-fold cross-validation). Full honest details in the README.
Use it directly (no training needed):
pip install -e ".[ml,geo]"
bananavision infer YOUR_ORTHOPHOTO.tif --config configs/banana_real_model.yaml -o results
Proprietary license — free for personal/educational/research use; resale prohibited. See LICENSE.