Novel Class Discovery on SemanticPOSS (Split 0)
46.3Bike PerformanceDASL
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASLBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 46.3 | 51.5 | 6 | 35.7 | 48.5 | 83 | 67.9 | 53.1 | 35.5 | 59.3 | 31 | 2.8 | 15.5 | 48.4 | 38 | 41.2 | |
| HyperNCDBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 44.7 | 58.3 | 4.4 | 28.4 | 47.4 | 80.9 | 65.4 | 45.3 | 41.6 | 57.9 | 34.1 | 10.8 | 17.9 | 47.2 | 38.7 | 41.3 | |
| NOPSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 35.5 | 30.4 | 1.2 | 13.5 | 24.1 | 69.1 | 44.7 | 42.1 | 19.2 | 47.7 | 24.4 | 8.2 | 21.8 | 35.7 | 26.6 | 29.4 | |
| SNOPSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 34.2 | 58.8 | 10 | 13.2 | 18.7 | 77.3 | 45.8 | 58.6 | 17.3 | 48.4 | 22.6 | 8.7 | 22.9 | 51.2 | 25.8 | 33.6 | |
| EUMSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 25.7 | 4 | 0.6 | 16.4 | 29.4 | 36.8 | 43.8 | 28.5 | 13.1 | 26.8 | 18.2 | 3.3 | 16.9 | 17.4 | 21.5 | 20.3 |