Out-of-distribution Detection on CIFAR-10 Corruption avg (test)
58AUROCSCOD
Evaluation Results
| Method | Links | |
|---|---|---|
| SCODMemory budget=10p2024.09 | 58 | |
| SCODModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 58 | |
| Sketched Lanczos UncertaintyMemory budget=10p2024.09 | 57 | |
| LLAMemory budget=10p2024.09 | 57 | |
| LEMemory budget=10p2024.09 | 57 | |
| LE-HMemory budget=10p2024.09 | 57 | |
| Sketched Lanczos UncertaintyModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 57 | |
| LLAModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 57 | |
| LEModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 57 | |
| LE-HModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 57 | |
| LLA-DMemory budget=10p2024.09 | 52 | |
| LLA-DModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 52 | |
| Deep EnsembleModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 52 | |
| SWAGMemory budget=10p2024.09 | 51 | |
| DEMemory budget=10p2024.09 | 50 | |
| SWAGModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.09 | 48 |