Uncertainty Quantification on SVHN (test)
100AccuracySR
Evaluation results
| Method | Links | |
|---|---|---|
| SRDeclaration Rate=10%2026.04 | 100 | |
| MetaErrDeclaration Rate=10%2026.04 | 100 | |
| MetaErr + SRDeclaration Rate=10%2026.04 | 100 | |
| MetaErr + SRDeclaration Rate=20%2026.04 | 98.39 | |
| MetaErrDeclaration Rate=20%2026.04 | 97.79 | |
| SRDeclaration Rate=20%2026.04 | 96.46 | |
| BALDDeclaration Rate=10%2026.04 | 89.3 | |
| DDUDeclaration Rate=10%2026.04 | 82.01 | |
| BALDDeclaration Rate=20%2026.04 | 79.89 | |
| EnergyDeclaration Rate=10%2026.04 | 79.62 | |
| EnergyDeclaration Rate=20%2026.04 | 78.8 | |
| DDUDeclaration Rate=20%2026.04 | 77.18 | |
| EnergyDeclaration Rate=30%2026.04 | 68.99 | |
| DDUDeclaration Rate=30%2026.04 | 68.63 | |
| MetaErr + SRDeclaration Rate=30%2026.04 | 66.53 | |
| MetaErrDeclaration Rate=30%2026.04 | 65.19 | |
| SRDeclaration Rate=30%2026.04 | 63.19 | |
| BALDDeclaration Rate=30%2026.04 | 59.97 | |
| MetaErr + SRDeclaration Rate=40%2026.04 | 51.23 | |
| EnergyDeclaration Rate=40%2026.04 | 48.98 | |
| MetaErrDeclaration Rate=40%2026.04 | 48.89 | |
| SRDeclaration Rate=40%2026.04 | 47.23 | |
| DDUDeclaration Rate=40%2026.04 | 46.98 | |
| MetaErr + SRDeclaration Rate=50%2026.04 | 40.78 | |
| BALDDeclaration Rate=40%2026.04 | 40.22 | |
| DDUDeclaration Rate=50%2026.04 | 39.87 | |
| MetaErrDeclaration Rate=50%2026.04 | 39.11 | |
| EnergyDeclaration Rate=50%2026.04 | 38.93 | |
| SRDeclaration Rate=50%2026.04 | 37.45 | |
| MetaErr + SRDeclaration Rate=60%2026.04 | 34.59 | |
| MetaErrDeclaration Rate=60%2026.04 | 32.59 | |
| SRDeclaration Rate=60%2026.04 | 31.73 | |
| EnergyDeclaration Rate=60%2026.04 | 30.99 | |
| DDUDeclaration Rate=60%2026.04 | 30.12 | |
| BALDDeclaration Rate=50%2026.04 | 30.04 | |
| MetaErr + SRDeclaration Rate=70%2026.04 | 28.94 | |
| MetaErrDeclaration Rate=70%2026.04 | 27.94 | |
| SRDeclaration Rate=70%2026.04 | 25.6 | |
| MetaErr + SRDeclaration Rate=80%2026.04 | 24.81 | |
| BALDDeclaration Rate=60%2026.04 | 24.78 | |
| MetaErrDeclaration Rate=80%2026.04 | 24.44 | |
| EnergyDeclaration Rate=70%2026.04 | 24.1 | |
| BALDDeclaration Rate=70%2026.04 | 23.28 | |
| DDUDeclaration Rate=70%2026.04 | 23.18 | |
| SRDeclaration Rate=80%2026.04 | 23.11 | |
| DDUDeclaration Rate=80%2026.04 | 22.88 | |
| MetaErr + SRDeclaration Rate=90%2026.04 | 22.17 | |
| EnergyDeclaration Rate=80%2026.04 | 22.13 | |
| MetaErrDeclaration Rate=90%2026.04 | 21.73 | |
| SRDeclaration Rate=90%2026.04 | 21.26 | |
| EnergyDeclaration Rate=90%2026.04 | 21.14 | |
| BALDDeclaration Rate=80%2026.04 | 21.1 | |
| DDUDeclaration Rate=90%2026.04 | 20.45 | |
| RandomDeclaration Rate=20%2026.04 | 20.14 | |
| BALDDeclaration Rate=90%2026.04 | 20.03 | |
| RandomDeclaration Rate=30%2026.04 | 19.91 | |
| RandomDeclaration Rate=10%2026.04 | 19.82 | |
| RandomDeclaration Rate=40%2026.04 | 19.75 | |
| RandomDeclaration Rate=50%2026.04 | 19.61 | |
| RandomDeclaration Rate=60%2026.04 | 19.61 | |
| RandomDeclaration Rate=70%2026.04 | 19.57 | |
| RandomDeclaration Rate=100%2026.04 | 19.55 | |
| BALDDeclaration Rate=100%2026.04 | 19.55 | |
| MC DropoutDeclaration Rate=100%2026.04 | 19.55 | |
| SRDeclaration Rate=100%2026.04 | 19.55 | |
| EnergyDeclaration Rate=100%2026.04 | 19.55 | |
| DDUDeclaration Rate=100%2026.04 | 19.55 | |
| MetaErrDeclaration Rate=100%2026.04 | 19.55 | |
| MetaErr + SRDeclaration Rate=100%2026.04 | 19.55 | |
| RandomDeclaration Rate=80%2026.04 | 19.54 | |
| RandomDeclaration Rate=90%2026.04 | 19.54 | |
| MC DropoutDeclaration Rate=60%2026.04 | 19.17 | |
| MC DropoutDeclaration Rate=90%2026.04 | 19.16 | |
| MC DropoutDeclaration Rate=80%2026.04 | 19.15 | |
| MC DropoutDeclaration Rate=70%2026.04 | 19.11 | |
| MC DropoutDeclaration Rate=50%2026.04 | 19.06 | |
| MC DropoutDeclaration Rate=40%2026.04 | 19.04 | |
| MC DropoutDeclaration Rate=30%2026.04 | 19.01 | |
| MC DropoutDeclaration Rate=20%2026.04 | 18.83 | |
| MC DropoutDeclaration Rate=10%2026.04 | 18.79 |