| CIFAR10 | (ARPL + CS)+ | AUROC0.981 | | 76 | 3mo ago |
| TinyImageNet | SpHOR | AUROC84.1 | | 51 | 3mo ago |
| SVHN | | AUROC0.991 | | 51 | 3mo ago |
| CIFAR+50 | | AUROC97.3 | | 50 | 3mo ago |
| Caltech-UCSD-Birds (CUB) Easy split 42 (test) | SpHOR | Closed-set Accuracy90.8 | | 30 | 3mo ago |
| CIFAR10 6 closed, 4 open classes 1.0 | OpenMatch | AUROC0.997 | | 30 | 3mo ago |
| CIFAR+10 4 closed CIFAR10 classes, 10 open CIFAR100 classes 1.0 | LMC | AUROC98.9 | | 26 | 3mo ago |
| CIFAR+10 | SpHOR | AUROC0.982 | | 24 | 3mo ago |
| TinyImageNet 20 closed, 180 open classes 1.0 | LMC | AUROC86.7 | | 18 | 3mo ago |
| CIFAR+50 1.0 (4 closed CIFAR10 classes, 50 open CIFAR100 classes) | LMC | AUROC98.5 | | 18 | 3mo ago |
| CIFAR10 vs CIFAR100 Legacy Benchmark B | SpHOR(w/o ROrtho) | DTACC86.7 | | 12 | 3mo ago |
| CIFAR10 vs SVHN Legacy Benchmark B | SpHOR | DTACC97.6 | | 12 | 3mo ago |
| CIFAR-100 C | EATA | Accuracy60.63 | | 12 | 3mo ago |
| CIFAR-10-C | COTTA | Accuracy85.77 | | 12 | 3mo ago |
| ImageNet-R and ImageNet-O (test) | | Accuracy43.76 | | 10 | 22h ago |
| Aircraft | ViM | KRR83.7 | | 10 | 14d ago |
| CUB | kNN distance | KRR5.4 | | 10 | 14d ago |
| MNIST | OpenHybrid | AUROC0.995 | | 10 | 3mo ago |
| ImageNet-hard | MSP | KRR0.263 | | 9 | 14d ago |
| Vergara | SNM-Module | Accuracy99.7 | | 9 | 3mo ago |
| OCTMNIST t=3 (test) | OMCL | Accuracy96.8 | | 8 | 1mo ago |
| BloodMNIST t=5 (test) | ARPL+CS | Accuracy98.5 | | 8 | 1mo ago |
| CIFAR100 80 known / 20 unknown | OpenMatch | AUROC86.8 | | 8 | 3mo ago |
| CIFAR100 55 known / 45 unknown | OpenMatch | AUROC0.87 | | 8 | 3mo ago |
| BreaKHis t=5 (test) | | Accuracy93.68 | | 7 | 1mo ago |