Metric: F1-Score (higher is better)
| # | Model↕ | F1-Score▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GLAD | 98.3 | No | GLAD: Towards Better Reconstruction with Global ... | 2024-06-11 | Code |
| 2 | UniNet(model-unified multi-class) | 98.29 | No | - | - | Code |
| 3 | INP-Former ViT-B (model-unified multi-class) | 96.6 | No | Exploring Intrinsic Normal Prototypes within a S... | 2025-03-04 | Code |
| 4 | Dinomaly ViT-L (model-unified multi-class) | 96.1 | No | Dinomaly: The Less Is More Philosophy in Multi-C... | 2024-05-23 | Code |
| 5 | APRIL-GAN | 32.3 | Yes | APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati... | 2023-05-27 | Code |
| 6 | SAA+ | 27.07 | No | Segment Any Anomaly without Training via Hybrid ... | 2023-05-18 | Code |