Metric: AP (higher is better)
| # | Model↕ | AP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OodDINO | 95.21 | Yes | - | - | - |
| 2 | RbA | 90.28 | Yes | RbA: Segmenting Unknown Regions Rejected by All | 2022-11-25 | Code |
| 3 | DOoD | 89.1 | No | Diffusion for Out-of-Distribution Detection on R... | 2024-07-22 | Code |
| 4 | cDNP | 85.6 | No | Far Away in the Deep Space: Dense Nearest-Neighb... | 2022-11-12 | Code |
| 5 | Mask2Anomaly | 79.7 | Yes | Unmasking Anomalies in Road-Scene Segmentation | 2023-07-25 | Code |
| 6 | RPL+CoroCL | 71.61 | Yes | Residual Pattern Learning for Pixel-wise Out-of-... | 2022-11-26 | Code |
| 7 | PEBAL | 45.1 | Yes | Pixel-wise Energy-biased Abstention Learning for... | 2021-11-24 | Code |
| 8 | Synboost | 41.83 | Yes | Pixel-wise Anomaly Detection in Complex Driving ... | 2021-03-09 | Code |
| 9 | SML | 25.82 | No | Standardized Max Logits: A Simple yet Effective ... | 2021-07-23 | Code |
| 10 | SynthCP | 24.86 | Yes | Synthesize then Compare: Detecting Failures and ... | 2020-03-18 | Code |