NINCO
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Out-of-Distribution Detection | NINCO | AUROC87.31 | 92 | |
| OOD Detection | NINCO | FPR9546.22 | 57 | |
| Out-of-Distribution Detection | NINCO (test) | AUROC67.48 | 42 | |
| Classification and OOD Detection | NINCO-C severity = 5 (test) | Accuracy61.5 | 13 | |
| Online Continual Test-Time Adaptation | NINCO-C severity 5 | Accuracy (ACC)62.1 | 13 | |
| OOD Detection | NINCO (test) | AUROC94.98 | 11 | |
| Noisy Test-time Adaptation | NINCO | Accuracy (S)59.81 | 8 | |
| Out-of-Distribution Detection | NINCO Near-OOD | FPR9543.86 | 3 |
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