Anomaly Segmentation on SMIYC-RO21 (val)
94.4AuPRCMaximized Entropy
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Maximized Entropy2023.07 | 94.4 | 0.4 | — | — | — | — | |
| Mask2Anomalyreproduced=true, refine mask stage=excluded2026.03 | 93.3 | 0.2 | — | — | — | 99.1 | |
| VL-Anomalybackbone=ResNet-50, CLIP backbone=ViT-L-16, layers=L=12026.03 | 91 | 0.6 | — | — | — | 99.7 | |
| Mask2Anomaly2023.07 | 88.6 | 0.3 | — | — | — | — | |
| Dense Hybrid2026.03 | 87.1 | 0.2 | — | — | — | — | |
| Max Entropy2026.03 | 85.1 | 0.8 | — | — | — | — | |
| SynBoost2023.07 | 81.4 | 2.8 | — | — | — | — | |
| SynBoost2026.03 | 71.3 | 3.2 | — | — | — | — | |
| Image Resynthesis2023.07 | 70.3 | 1.3 | — | — | — | — | |
| ODINreproduced=true, temperature=3.02026.03 | 47.8 | 1.1 | — | — | — | 99.2 | |
| ODIN2023.07 | 46.6 | 4 | — | — | — | — | |
| Max Softmax2023.07 | 43.4 | 3.8 | — | — | — | — | |
| JSRNet2026.03 | 28.1 | 28.9 | — | — | — | — | |
| Mahalanobis2023.07 | 25.9 | 26.1 | — | — | — | — | |
| Mahalanobis2026.03 | 20.1 | 13.1 | — | — | — | — | |
| MSP2026.03 | 15.7 | 16.6 | — | — | — | — | |
| Void Classifier2023.07 | 9.8 | 43.6 | — | — | — | — | |
| MC Dropout2023.07 | 7.9 | 43.8 | — | — | — | — | |
| PEBEL2026.03 | 5 | 12.7 | — | — | — | — | |
| Ensemble2023.07 | 4.7 | 98.3 | — | — | — | — | |
| SML2026.03 | 3.4 | 36.8 | — | — | — | — | |
| Learning Embedding2023.07 | 1.5 | 56.7 | — | — | — | — | |
| Dense Hybrid2026.03 | — | — | 45.7 | 50.1 | 50.7 | — | |
| JSRNet2026.03 | — | — | 18.6 | 24.5 | 11 | — | |
| Mahalanobis2026.03 | — | — | 13.5 | 21.8 | 4.7 | — | |
| Mask2Anomalyreported_variant=dagger2026.03 | — | — | 61.4 | 70.3 | 69.8 | — | |
| Mask2Former2026.03 | — | — | 5 | 21.9 | 4.8 | — | |
| Max Entropy2026.03 | — | — | 47.9 | 62.6 | 48.5 | — | |
| MSP2026.03 | — | — | 19.7 | 15.9 | 6.3 | — | |
| PEBEL2026.03 | — | — | 29.9 | 7.5 | 5.5 | — | |
| Rba2026.03 | — | — | 58.4 | 58.8 | 60.9 | — | |
| SML2026.03 | — | — | 5.1 | 13.3 | 3 | — | |
| SynBoost2026.03 | — | — | 44.3 | 41.7 | 37.5 | — | |
| VL-Anomaly2026.03 | — | — | 61.2 | 73.4 | 70.1 | — |