| CIFAR-10 (IND) SVHN (OOD) | GradPCA-Batch | AUROC0.9973 | | 138 | 7d ago |
| CIFAR-10 (ID) vs Places 365 (OOD) | Mahalanobis | AUROC99.6 | | 117 | 3mo ago |
| CIFAR-10 (test) | DRUE | AUROC100 | | 115 | 22d ago |
| Places (OOD) | LoCoOp (GL-MCM) | AUROC97.31 | | 100 | 1mo ago |
| iNaturalist | AdaNeg | AUROC99.71 | | 95 | 22d ago |
| CIFAR-100 standard (test) | DiverseMix | AUROC (%)98.24 | | 94 | 3mo ago |
| ImageNet-1k ID Average OOD | TANL | AUROC0.9797 | | 92 | 7d ago |
| MVTec Metal Nut Dissimilar | LOF | AUROC0.7966 | | 90 | 3mo ago |
| MVTec Pill (Dissimilar) | KNN | AUROC86.15 | | 90 | 3mo ago |
| MVTec Pill (Similar) | KNN | AUROC93.33 | | 90 | 3mo ago |
| iNaturalist (OOD) / ImageNet-1k (ID) 1.0 (test) | DynProto | FPR950.2 | | 90 | 1mo ago |
| ImageNet-54 (test) | CoOD* | AUC99.2 | | 85 | 1mo ago |
| CIFAR-10 | DAVIS(µ, σ) + DICE | FPR@958.32 | | 85 | 1mo ago |
| SVHN (test) | Generalized (Neg) | AUROC0.998 | | 84 | 2mo ago |
| CIFAR-10 IND iSUN OOD | DOE | AUROC100 | | 82 | 3mo ago |
| CIFAR-100 IND SVHN OOD | NPOS | AUROC (%)97.84 | | 81 | 7d ago |
| SUN (OOD) | SCT | AUROC95.33 | | 81 | 3mo ago |
| Textures (OOD) with CIFAR-10 (ID) (test) | Mahalanobis | FPR@950.02 | | 80 | 3mo ago |
| ImageNet | MDS | AUROC96.22 | | 77 | 1mo ago |
| ISIC Ink Artefacts (Similar) | KNN | AUROC85.68 | | 70 | 3mo ago |
| LSUN-Resize (OOD) with CIFAR-10 (ID) (test) | Hopfield Boosting | FPR@950 | | 70 | 3mo ago |
| ImageNet SUN | CoEvoNegLabel | FPR@954.42 | | 70 | 1mo ago |
| CIFAR100 Dfar | NAC | AUROC86.98 | | 69 | 1mo ago |
| CIFAR-100 | DAVIS(m) + DICE* | AUROC92.51 | | 66 | 1mo ago |
| All Datasets Summary In-Domain OOD | Virtual-Logit (ViM) | FPR@9559.07 | | 63 | 2mo ago |
