| CIFAR-10 (IND) SVHN (OOD) | GradPCA-Batch | AUROC0.9973 | | 131 | 1mo ago |
| CIFAR-10 (ID) vs Places 365 (OOD) | Mahalanobis | AUROC99.6 | | 117 | 1mo ago |
| CIFAR-100 standard (test) | DiverseMix | AUROC (%)98.24 | | 94 | 1mo ago |
| Places (OOD) | LoCoOp (GL-MCM) | AUROC97.31 | | 93 | 4d ago |
| MVTec Metal Nut Dissimilar | LOF | AUROC0.7966 | | 90 | 1mo ago |
| MVTec Pill (Dissimilar) | KNN | AUROC86.15 | | 90 | 1mo ago |
| MVTec Pill (Similar) | KNN | AUROC93.33 | | 90 | 1mo ago |
| CIFAR-10 | DAVIS(µ, σ) + DICE | FPR@958.32 | | 85 | 3d ago |
| SVHN (test) | Generalized (Neg) | AUROC0.998 | | 84 | 19d ago |
| CIFAR-10 IND iSUN OOD | DOE | AUROC100 | | 82 | 1mo ago |
| SUN (OOD) | SCT | AUROC95.33 | | 81 | 1mo ago |
| Textures (OOD) with CIFAR-10 (ID) (test) | Mahalanobis | FPR@950.02 | | 80 | 1mo ago |
| ImageNet | MDS | AUROC96.22 | | 77 | 4d ago |
| CIFAR-100 IND SVHN OOD | NPOS | AUROC (%)97.84 | | 74 | 1mo ago |
| ISIC Ink Artefacts (Similar) | KNN | AUROC85.68 | | 70 | 1mo ago |
| LSUN-Resize (OOD) with CIFAR-10 (ID) (test) | Hopfield Boosting | FPR@950 | | 70 | 1mo ago |
| CIFAR100 Dfar | NAC | AUROC86.98 | | 69 | 3d ago |
| CIFAR-100 | DAVIS(m) + DICE* | AUROC92.51 | | 66 | 4d ago |
| iNaturalist (OOD) / ImageNet-1k (ID) 1.0 (test) | TANL | FPR950.42 | | 64 | 22d ago |
| All Datasets Summary In-Domain OOD | Virtual-Logit (ViM) | FPR@9559.07 | | 63 | 1mo ago |
| ImageNet-1K OOD (Average: OpenImage-O, Texture, iNaturalist, ImageNet-O) 1.0 (test) | CoEvoNegLabel | AUROC97.95 | | 61 | 1mo ago |
| CIFAR-10 IND LSUN C OOD | PALM | AUROC99.65 | | 60 | 1mo ago |
| ImageNet-1k ID Places OOD | CoEvoNegLabel | AUROC95.8 | | 59 | 23d ago |
| CIFAR10 ID FMNIST OOD | CreDRO | AUROC0.964 | | 54 | 1mo ago |
| iNaturalist | AdaNeg | AUROC99.71 | | 52 | 4d ago |
