Out-of-distribution Detection on CELEBA vs Hold-out (avg) (test)
72AUROCSketched Lanczos Uncertainty
Evaluation Results
| Method | Links | |
|---|---|---|
| Sketched Lanczos UncertaintyMemory budget=10p2024.09 | 72 | |
| Sketched Lanczos UncertaintyModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 72 | |
| LLAMemory budget=10p2024.09 | 70 | |
| LEMemory budget=10p2024.09 | 70 | |
| SCODMemory budget=10p2024.09 | 70 | |
| DEMemory budget=10p2024.09 | 68 | |
| SCODModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 68 | |
| LE-HMemory budget=10p2024.09 | 67 | |
| LLAModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 67 | |
| LEModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 67 | |
| LE-HModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 64 | |
| Deep EnsembleModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 63 | |
| SWAGMemory budget=10p2024.09 | 55 | |
| LLA-DMemory budget=10p2024.09 | 52 | |
| LLA-DModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 52 | |
| SWAGModel Architecture=VisualAttentionNet, Parameters (p)=4M, Memory Budget=3p2024.09 | 46 |