Metric: FPR95 (higher is better)
| # | Model↕ | FPR95▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SynthCP | 64.69 | Yes | Synthesize then Compare: Detecting Failures and ... | 2020-03-18 | Code |
| 2 | Synboost | 59.72 | Yes | Pixel-wise Anomaly Detection in Complex Driving ... | 2021-03-09 | Code |
| 3 | SML | 49.74 | No | Standardized Max Logits: A Simple yet Effective ... | 2021-07-23 | Code |
| 4 | PEBAL | 44.58 | Yes | Pixel-wise Energy-biased Abstention Learning for... | 2021-11-24 | Code |
| 5 | RPL+CoroCL | 17.74 | Yes | Residual Pattern Learning for Pixel-wise Out-of-... | 2022-11-26 | Code |
| 6 | Mask2Anomaly | 13.45 | Yes | Unmasking Anomalies in Road-Scene Segmentation | 2023-07-25 | Code |
| 7 | cDNP | 9.8 | No | Far Away in the Deep Space: Dense Nearest-Neighb... | 2022-11-12 | Code |
| 8 | DOoD | 8.8 | No | Diffusion for Out-of-Distribution Detection on R... | 2024-07-22 | Code |
| 9 | RbA | 4.92 | Yes | RbA: Segmenting Unknown Regions Rejected by All | 2022-11-25 | Code |
| 10 | OodDINO | 2.11 | Yes | - | - | - |