Metric: AUROC (higher is better)
| # | Model↕ | AUROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | NNGuide (RegNet) | 97.73 | No | Nearest Neighbor Guidance for Out-of-Distributio... | 2023-09-26 | Code |
| 2 | ViM (ViT-B/16) | 97.61 | No | ViM: Out-Of-Distribution with Virtual-logit Matc... | 2022-03-21 | Code |
| 3 | DisCoPatch | 94.4 | No | DisCoPatch: Taming Adversarially-driven Batch St... | 2025-01-14 | - |
| 4 | NNGuide (ResNet50 w/ ReAct) | 92.49 | No | Nearest Neighbor Guidance for Out-of-Distributio... | 2023-09-26 | Code |
| 5 | NAC-UE (ResNet-50) | 91.45 | No | Neuron Activation Coverage: Rethinking Out-of-di... | 2023-06-05 | Code |
| 6 | GEN | 80.43 | No | - | - | Code |