📊 Showing 6 results | 📏 Metric: AUROC
| Rank | Model | Paper | AUROC | Date | Code |
|---|---|---|---|---|---|
| 1 | NNGuide (RegNet) | Nearest Neighbor Guidance for Out-of-Distribution Detection | 97.73 | 2023-09-26 | 📦 jingkang50/openood 📦 roomo7time/nnguide |
| 2 | ViM (ViT-B/16) | ViM: Out-Of-Distribution with Virtual-logit Matching | 97.61 | 2022-03-21 | 📦 jingkang50/openood 📦 haoqiwang/vim |
| 3 | DisCoPatch | DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection | 94.40 | 2025-01-14 | - |
| 4 | NNGuide (ResNet50 w/ ReAct) | Nearest Neighbor Guidance for Out-of-Distribution Detection | 92.49 | 2023-09-26 | 📦 jingkang50/openood 📦 roomo7time/nnguide |
| 5 | NAC-UE (ResNet-50) | Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization | 91.45 | 2023-06-05 | 📦 bierone/ood_coverage |
| 6 | Forte | Forte : Finding Outliers with Representation Typicality Estimation | 0.00 | 2024-10-02 | 📦 DebarghaG/forte |