| Paper | Code | AUROC | FPR95 | Latency, ms | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| Nearest Neighbor Guidance for Out-of-Distribution Detection | ✓ Link | 97.73 | 10.79 | 31.00 | NNGuide (RegNet) | 2023-09-26 |
| ViM: Out-Of-Distribution with Virtual-logit Matching | ✓ Link | 97.61 | 12.61 | ViM (ViT-B/16) | 2022-03-21 | |
| Forte : Finding Outliers with Representation Typicality Estimation | ✓ Link | 96.73 ± 00.11 | 11.77 ± 00.57 | Forte | 2024-10-02 | |
| DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection | 94.4 | 29.7 | 1.56 | DisCoPatch | 2025-01-14 | |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | ✓ Link | 92.49 | 35.1 | 11.10 | NNGuide (ResNet50 w/ ReAct) | 2023-09-26 |
| Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization | ✓ Link | 91.45 | NAC-UE (ResNet-50) | 2023-06-05 | ||
| GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection | ✓ Link | 80.43 | GEN | 2023-01-01 |