Anomaly Segmentation on FS-LaF (val)
75.01APRAAS + OOD prompts
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAAS + OOD promptsCategory=Confidence + Spatial Filter, Re-T=no, OE=no, EN=no2026.07 | 75.01 | 97.75 | 11.2 | |
| RbA-OECategory=Confidence (Mask+Softmax), Re-T=yes, OE=yes, EN=no2026.07 | 70.81 | 98.62 | 6.3 | |
| RPL+CoroCLCategory=Feature-based, Re-T=no, OE=yes, EN=yes2026.07 | 70.61 | 99.39 | 2.52 | |
| DenseHybridCategory=Generative, Re-T=yes, OE=yes, EN=yes2026.07 | 69.79 | 99.01 | 5.09 | |
| Mask2AnomalyCategory=Confidence (Mask+Softmax), Re-T=yes, OE=yes, EN=no2026.07 | 69.41 | — | 9.46 | |
| RAASCategory=Confidence + Spatial Filter, Re-T=no, OE=no, EN=no2026.07 | 67.41 | 97.31 | 11.2 | |
| RbACategory=Confidence (Mask+Softmax), Re-T=yes, OE=no, EN=no2026.07 | 60.96 | 96.43 | 10.63 | |
| SynBoostCategory=Reconstruction, Re-T=no, OE=no, EN=yes2026.07 | 60.58 | 96.21 | 31.02 | |
| PEBALCategory=Confidence (Energy), Re-T=yes, OE=yes, EN=no2026.07 | 58.81 | 98.96 | 4.76 | |
| Meta-OoDCategory=Confidence (Entropy), Re-T=yes, OE=yes, EN=yes2026.07 | 41.31 | 93.06 | 37.69 | |
| SMLCategory=Confidence (Logits), Re-T=no, OE=no, EN=no2026.07 | 36.55 | 96.88 | 14.53 | |
| MaxLogitCategory=Confidence (Logits), Re-T=no, OE=no, EN=no2026.07 | 18.77 | 92 | 38.13 | |
| MaskomalyCategory=Confidence (Mask+Softmax), Re-T=no, OE=no, EN=no2026.07 | 17.2 | 94.45 | 35.72 | |
| MSPCategory=Confidence (Softmax), Re-T=no, OE=no, EN=no2026.07 | 6.02 | 86.99 | 45.63 |