Welcome to the model garden. Here live the pretrained models (now hosted on Zenodo). Please feel free to pick what is ripe for your tree crown delineation problem.

Download with e.g.

!wget https://zenodo.org/records/10522461/files/230103_randresize_full.pth

and load with:

trained_model = "./230103_randresize_full.pth"
cfg = setup_cfg(update_model=trained_model)

A model trained with a range of tropical data including aeroplane and UAV mounted cameras. Sites: Paracou, Danum, Sepilok.

• Appropriate tile size ~ 100 m

An updated model trained across a range of tropical sites with better scale transferability owing to random resize augmentation during training. Sites: Paracou, Danum, Sepilok.

• Appropriate tile size ~ 100 m (with some tolerance)

A new model for mapping trees in urban environments (trained on Cambridge, UK).

• Appropriate tile size ~ 200 m

• Learning rate: 0.01709
• Data loader workers: 6
• Gamma: 0.08866
• Backbone freeze at: 2
• Warmup iterations: 184
• Batch size per image: 623
• Weight decay: 0.006519
• AP50: 62.0