Tree crown instance segmentation on Espoonlahti (test)
77.8F1 ScoreSAM 2-enhanced pseudo-labeling
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAM 2-enhanced pseudo-labelingInput modality=RGB+NIR2026.02 | 77.8 | 78.3 | 77.2 | 62.1 | — | |
| SAM 2-enhanced pseudo-labelingInput modality=RGB2026.02 | 75.8 | 78.3 | 73.3 | 59.9 | — | |
| Pseudo masksStage=Automated training label collection2026.02 | 59.7 | 58.4 | 61.1 | 51.3 | — | |
| Coarse masksStage=Automated training label collection2026.02 | 57.1 | 55 | 59.4 | 47.7 | — | |
| SAM2026.02 | 55.8 | 82.2 | 42.2 | 35.2 | — | |
| Detectree2Checkpoint=Flexi2026.02 | 55.6 | 91.1 | 40 | 32.4 | — | |
| DeepForest2026.02 | 50.1 | 54.4 | 46.4 | 39.6 | — | |
| U-netNotes=Leveraged red edge band2026.02 | 30.6 | 21.4 | 53.6 | 49.7 | — | |
| Grounded SAM2026.02 | 16.6 | 43 | 10.3 | 9.4 | — |