Metric: FPR95 (higher is better)
| # | Model↕ | FPR95▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | WRN 40-2 (MSP Baseline) | 34.94 | No | Deep Anomaly Detection with Outlier Exposure | 2018-12-11 | Code |
| 2 | WRN 40-2 + Rotation Prediction | 16 | No | Using Self-Supervised Learning Can Improve Model... | 2019-06-28 | Code |
| 3 | WRN 40-2 + OE | 9.5 | Yes | Deep Anomaly Detection with Outlier Exposure | 2018-12-11 | Code |
| 4 | Wide ResNet 40x2 | 3.87 | No | RODD: A Self-Supervised Approach for Robust Out-... | 2022-04-06 | Code |
| 5 | ZODE-KNN | 3.83 | No | Boosting Out-of-Distribution Detection with Mult... | 2022-12-24 | Code |
| 6 | Wide ResNet 40x2 | 2 | Yes | An Effective Baseline for Robustness to Distribu... | 2021-05-15 | Code |
| 7 | DHM | 0 | No | - | - | - |