Metric: AP (higher is better)
| # | Model↕ | AP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RPL+CoroCL | 95.96 | Yes | Residual Pattern Learning for Pixel-wise Out-of-... | 2022-11-26 | Code |
| 2 | Mask2Anomaly | 95.2 | Yes | Unmasking Anomalies in Road-Scene Segmentation | 2023-07-25 | Code |
| 3 | PEBAL | 92.38 | Yes | Pixel-wise Energy-biased Abstention Learning for... | 2021-11-24 | Code |
| 4 | Synboost | 72.59 | Yes | Pixel-wise Anomaly Detection in Complex Driving ... | 2021-03-09 | Code |
| 5 | DenseHybrid | 72.3 | Yes | DenseHybrid: Hybrid Anomaly Detection for Dense ... | 2022-07-06 | Code |
| 6 | FlowEneDet | 67.8 | No | Concurrent Misclassification and Out-of-Distribu... | 2023-05-16 | Code |
| 7 | SML | 53.11 | No | Standardized Max Logits: A Simple yet Effective ... | 2021-07-23 | Code |
| 8 | Bayesian DeepLab | 48.7 | No | Evaluating Bayesian Deep Learning Methods for Se... | 2018-11-30 | Code |