Out-of-Distribution Detection on MNIST vs Rotation (test)
0.79AUROCDE
Evaluation Results
| Method | Links | |
|---|---|---|
| DEMemory budget=10p2024.09 | 0.79 | |
| LLA-DMemory budget=10p2024.09 | 0.73 | |
| LLA-DModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.73 | |
| Deep EnsembleModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.71 | |
| Sketched Lanczos UncertaintyMemory budget=10p2024.09 | 0.61 | |
| Sketched Lanczos UncertaintyModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.59 | |
| SCODMemory budget=10p2024.09 | 0.54 | |
| LLAMemory budget=10p2024.09 | 0.52 | |
| LEMemory budget=10p2024.09 | 0.52 | |
| LE-HMemory budget=10p2024.09 | 0.52 | |
| SCODModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.51 | |
| LLAModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.49 | |
| LEModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.49 | |
| LE-HModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.49 | |
| SWAGModel Architecture=MLP, Parameters (p)=15K, Memory Budget=3p2024.09 | 0.41 | |
| SWAGMemory budget=10p2024.09 | 0.39 |