Novel Class Discovery on SemanticPOSS (Split 3)
45.5Bike AccuracyDASL
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASLBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 45.5 | 82.9 | 47.7 | 0 | 45.1 | 77.8 | 66.3 | 77.7 | 34.3 | 49.1 | 30.5 | 4 | 15.3 | 17.7 | 52.8 | 44.7 | |
| HyperNCDBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 44.2 | 83 | 50.2 | 25.7 | 46.9 | 77.4 | 67 | 77.5 | 35.6 | 51.3 | 36.5 | 0 | 13.5 | 37.8 | 49.5 | 46.8 | |
| EUMSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 41.2 | 70.7 | 28.1 | 4.3 | 38.3 | 76.7 | 38.3 | 75.4 | 25.8 | 34.3 | 28.3 | 0.4 | 24.4 | 13 | 44.7 | 37.4 | |
| SNOPSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 39.4 | 70.3 | 30 | 9.1 | 26.8 | 77.6 | 54.3 | 72.5 | 16 | 49.9 | 28.1 | 1.3 | 23.5 | 20.1 | 43.9 | 38.4 | |
| NOPSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 38.6 | 70.4 | 30.9 | 0 | 32.8 | 76.5 | 50.6 | 71.8 | 17 | 31.9 | 36.3 | 1 | 22.6 | 10.9 | 43.9 | 36.3 |