Metric: FPR95 (higher is better)
| # | Model↕ | FPR95▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FlowEneDet | 21.58 | No | Concurrent Misclassification and Out-of-Distribu... | 2023-05-16 | Code |
| 2 | SML | 19.64 | No | Standardized Max Logits: A Simple yet Effective ... | 2021-07-23 | Code |
| 3 | Synboost | 18.75 | Yes | Pixel-wise Anomaly Detection in Complex Driving ... | 2021-03-09 | Code |
| 4 | Bayesian DeepLab | 15.5 | No | Evaluating Bayesian Deep Learning Methods for Se... | 2018-11-30 | Code |
| 5 | DenseHybrid | 5.5 | Yes | DenseHybrid: Hybrid Anomaly Detection for Dense ... | 2022-07-06 | Code |
| 6 | PEBAL | 1.73 | Yes | Pixel-wise Energy-biased Abstention Learning for... | 2021-11-24 | Code |
| 7 | Mask2Anomaly | 0.82 | Yes | Unmasking Anomalies in Road-Scene Segmentation | 2023-07-25 | Code |
| 8 | RPL+CoroCL | 0.52 | Yes | Residual Pattern Learning for Pixel-wise Out-of-... | 2022-11-26 | Code |