Tree Instance Segmentation on FOR-instance V2 (test)
91.4PrecisionForestMamba
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ForestMambaEvaluation Setting=Task-specific, IoU threshold=0.52026.06 | 91.4 | 76.6 | 83.4 | 71.9 | |
| ForestFormer3DEvaluation Setting=Task-specific, IoU threshold=0.52026.06 | 91.3 | 74.9 | 82.3 | 70.5 | |
| ForAINetEvaluation Setting=Task-specific, IoU threshold=0.52026.06 | 86.7 | 65.8 | 72.8 | 63.9 | |
| OneFormer3DEvaluation Setting=Task-specific, IoU threshold=0.52026.06 | 82.2 | 67.3 | 74 | 63.8 | |
| TreeLearnEvaluation Setting=Task-specific, IoU threshold=0.52026.06 | 82 | 36.6 | 50.6 | 52.2 | |
| SelectAnyTreeEvaluation Setting=Promptable (zero-click), Prompt generation=grid-sampled, IoU threshold=0.5, CHM=true2026.06 | 42.6 | 40.9 | 41.7 | 45.2 | |
| PartSAMEvaluation Setting=Promptable (zero-click), Prompt generation=grid-sampled, IoU threshold=0.52026.06 | 36.5 | 35.1 | 35.8 | 42.1 | |
| SelectAnyTree w/o CHMEvaluation Setting=Promptable (zero-click), Prompt generation=grid-sampled, IoU threshold=0.5, CHM=false2026.06 | 34.9 | 43.4 | 38.7 | 48.4 | |
| Point-SAMEvaluation Setting=Promptable (zero-click), Prompt generation=grid-sampled, IoU threshold=0.52026.06 | 32.9 | 39.4 | 35.9 | 45.1 | |
| NPISeg3DEvaluation Setting=Promptable (zero-click), Prompt generation=grid-sampled, IoU threshold=0.52026.06 | 29.6 | 10.7 | 15.7 | 20.4 | |
| AGILE3DEvaluation Setting=Promptable (zero-click), Prompt generation=grid-sampled, IoU threshold=0.52026.06 | 11.4 | 18.9 | 14.2 | 33.4 |