| CIFAR-100 standard (test) | DiverseMix | AUROC (%)98.24 | | 94 | 3d ago |
| CIFAR-10 (IND) SVHN (OOD) | PALM | AUROC0.997 | | 91 | 3d ago |
| MVTec Metal Nut Dissimilar | LOF | AUROC0.7966 | | 90 | 2d ago |
| MVTec Pill (Dissimilar) | KNN | AUROC86.15 | | 90 | 2d ago |
| MVTec Pill (Similar) | KNN | AUROC93.33 | | 90 | 2d ago |
| CIFAR-10 (ID) vs Places 365 (OOD) | Hopfield Boosting | AUROC98.51 | | 77 | 3d ago |
| Places (OOD) | LINe | AUROC92.85 | | 76 | 3d ago |
| CIFAR-100 IND SVHN OOD | NPOS | AUROC (%)97.84 | | 74 | 3d ago |
| SUN (OOD) | SCT | AUROC95.33 | | 72 | 3d ago |
| ISIC Ink Artefacts (Similar) | KNN | AUROC85.68 | | 70 | 2d ago |
| SVHN (test) | SCALE* | AUROC0.9878 | | 61 | 3d ago |
| ImageNet-1K OOD (Average: OpenImage-O, Texture, iNaturalist, ImageNet-O) 1.0 (test) | CoEvoNegLabel | AUROC97.95 | | 61 | 3d ago |
| CIFAR10 ID FMNIST OOD | CreDRO | AUROC0.964 | | 54 | 3d ago |
| CIFAR-10 | DAVIS(µ, σ) + DICE | FPR@958.32 | | 50 | 3d ago |
| ImageNet 1k (test) | CoEvoNegLabel | FPR9510.22 | | 49 | 3d ago |
| CIFAR-100 | DAVIS(µ, σ) + DICE* | FPR@9533.04 | | 47 | 3d ago |
| CIFAR-100 IND Gaussian Noise OOD | Energy + pNML | AUROC99.8 | | 46 | 3d ago |
| CIFAR100-C all 15 perturbations (test) | CE+AUCOCL | AUROC69.69 | | 43 | 3d ago |
| ImageNet SUN | CoEvoNegLabel | FPR@954.42 | | 43 | 3d ago |
| CIFAR-10 IND iSUN OOD | DOE | AUROC100 | | 42 | 3d ago |
| ISIC Colour Chart Artefacts, Synth Dissimilar | MBM | AUROC94.48 | | 40 | 2d ago |
| ISIC Colour Chart Artefacts, Similar | MBM | AUROC97 | | 40 | 2d ago |
| ISIC Colour Chart Artefacts Synth Similar | RealNVP | AUROC0.9748 | | 40 | 2d ago |
| ISIC Colour Chart Artefacts (Dissimilar) | MBM | AUROC0.9552 | | 40 | 2d ago |
| ISIC Ink Artefacts (Dissimilar) | NuSA | AUROC74.97 | | 40 | 2d ago |
