Anomaly Segmentation on SMIYC Obstacle (val)
96.91AUPRRPL+CoroCL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RPL+CoroCLCategory=Feature-based, Re-T=no, OE=yes, EN=yes2026.07 | 96.91 | — | — | — | 0.09 | |
| Meta-OoDCategory=Confidence (Entropy), Re-T=yes, OE=yes, EN=yes2026.07 | 94.14 | — | — | — | 0.41 | |
| OursCategory=Confidence + Spatial Filter, Re-T=no, OE=no, EN=no2026.07 | 93.15 | — | — | — | 0.41 | |
| Ours + OOD promptsCategory=Confidence + Spatial Filter, Re-T=no, OE=no, EN=no2026.07 | 93.15 | — | — | — | 0.41 | |
| DenseHybridCategory=Generative, Re-T=yes, OE=yes, EN=yes2026.07 | 89.49 | — | — | — | 0.71 | |
| MaskomalyCategory=Confidence (Mask+Softmax), Re-T=no, OE=no, EN=no2026.07 | 88.47 | — | — | — | 2.84 | |
| SynBoostCategory=Reconstruction, Re-T=no, OE=no, EN=yes2026.07 | 81.4 | — | — | — | 2.8 | |
| MSPCategory=Confidence (Softmax), Re-T=no, OE=no, EN=no2026.07 | 43.4 | — | — | — | 3.8 | |
| MahalanobisCategory=Feature-based, Re-T=no, OE=no, EN=no2026.07 | 25.9 | — | — | — | 26.1 | |
| SMLCategory=Confidence (Logits), Re-T=no, OE=no, EN=no2026.07 | 18.6 | — | — | — | 91.31 | |
| PEBALCategory=Confidence (Energy), Re-T=yes, OE=yes, EN=no2026.07 | 10.45 | — | — | — | 7.92 | |
| DenseHybridthresholding=optimal2023.11 | — | 2.23 | 20.04 | 3.41 | — | |
| PEBALthresholding=optimal2023.11 | — | 0.57 | 6.74 | 1.06 | — | |
| RPL+CoroCLthresholding=optimal2023.11 | — | 3.85 | 28.66 | 5.72 | — | |
| S2Mprompt generator=Faster R-CNN (ResNet-50), segmentation model=SAM (ViT-B), base anomaly score=RPL2023.11 | — | 58.12 | 67.64 | 64.96 | — | |
| Synboostthresholding=optimal2023.11 | — | 5.45 | 13.97 | 9.02 | — |