CIFAR ImageNet
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Out-of-distribution Detection | CIFAR-10 (in-distribution) TinyImageNet (out-of-distribution) (test) | AUROC99.88 | 71 | |
| OOD Detection | CIFAR100 ID TImageNet OOD | AUROC0.9424 | 31 | |
| Out-of-Distribution Detection | CIFAR-10 in-dist ImageNet out-dist | AUROC0.99 | 28 | |
| OOD Detection | CIFAR-10 IND ImageNet R OOD | AUROC98.1 | 20 | |
| Image Classification | CIFAR-100, ImageNet-O, ImageNet-V2, CIFAR-10 | Top-1 Accuracy65.27 | 8 | |
| Out-of-distribution Detection | CIFAR-100 (ID) ImageNet-R (OOD) (test) | FPR0.2688 | 8 | |
| Out-of-distribution Detection | CIFAR-100 (ID) ImageNet-F (OOD) (test) | FPR64.89 | 8 | |
| Out-of-Distribution Detection | CIFAR-100 ID TinyImageNet OOD | AUPR80.58 | 6 | |
| Open-set classification | CIFAR-100 (IND) / TinyImageNet (OOD) with 50% symmetric noise (test) | F1 Score77.3 | 5 | |
| OOD Detection | CIFAR-10 IND Imagenet C OOD | AUROC98.6 | 2 | |
| OOD Detection | CIFAR-100 IND / Imagenet C OOD | AUROC0.873 | 2 | |
| OOD Detection | CIFAR-100 IND Imagenet R OOD | AUROC87 | 2 |
Showing 12 of 12 rows