Novel Class Discovery on SemanticPOSS (Split 1)
36.9Bike ScoreHyperNCD
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HyperNCDBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 36.9 | 83.9 | 46.7 | 26.7 | 29.6 | 78.5 | 49.1 | 77.1 | 36.2 | 58.6 | 33.4 | 13 | 16.7 | 38.5 | 47.1 | 45.1 | |
| DASLBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 31.5 | 83.2 | 48.7 | 25.4 | 23.9 | 77.3 | 53.1 | 77.1 | 32.5 | 57.3 | 35 | 9.3 | 18 | 36.2 | 46.4 | 44 | |
| NOPSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 29.4 | 71.4 | 28.7 | 12.2 | 3.9 | 78.2 | 56.8 | 74.2 | 18.3 | 38.9 | 23.3 | 13.7 | 23.5 | 30 | 38.2 | 36.4 | |
| SNOPSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 16.3 | 71.4 | 30 | 19.8 | 24.9 | 77.1 | 55 | 73.4 | 15.8 | 38.4 | 22.3 | 15.7 | 23.6 | 32.1 | 38.7 | 37.2 | |
| EUMSBackbone=MinkowskiUNet-34C, Learning Protocol=Novel Class Discovery2026.06 | 15.2 | 68 | 28 | 24 | 11.9 | 75.1 | 36 | 74.5 | 26.9 | 48.6 | 26 | 5.6 | 23.1 | 21 | 40 | 35.6 |