Uncertainty Quantification on Heat-2D alpha=0.1 simple chip (test)
89.11CoverageNorm. Conformal
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Norm. ConformalNMC=50, parameters=33.7M, training_samples=8002026.06 | 89.11 | 0.019 | — | — | 95.89 | |
| Naive Conformalparameters=33.7M, training_samples=8002026.06 | 88.88 | 0.019 | 0 | — | 95.89 | |
| MC Dropoutconfidence_interval=±2σ, N=50, NMC=50, parameters=33.7M, training_samples=8002026.06 | 77.23 | 0.021 | 0.021 | 0.0078 | 95.89 | |
| Deep Ensembleconfidence_interval=±2σ, M=5, parameters=33.7M, training_samples=8002026.06 | 52.44 | 0.013 | 0.013 | 0.0075 | 95.83 |