Conformal Prediction on iNaturalist (test)
2.61Avg Prediction Set SizeRAPS+TTA-Avg
Evaluation results
| Method | Links | |
|---|---|---|
| RAPS+TTA-AvgAlpha=0.1, Augmentation Policy=Simple Augmentation Policy2025.05 | 2.61 | |
| RAPS+TTA-LearnedAlpha=0.1, Augmentation Policy=Expanded Augmentation Policy2025.05 | 2.625 | |
| RAPS+TTA-LearnedAlpha=0.1, Augmentation Policy=Simple Augmentation Policy2025.05 | 2.638 | |
| RAPS+TTA-AvgAlpha=0.1, Augmentation Policy=Expanded Augmentation Policy2025.05 | 2.74 | |
| RAPSAlpha=0.1, Augmentation Policy=Expanded Augmentation Policy2025.05 | 2.914 | |
| RAPSAlpha=0.1, Augmentation Policy=Simple Augmentation Policy2025.05 | 2.914 | |
| RAPS+TTA-AvgAlpha=0.05, Augmentation Policy=Simple Augmentation Policy2025.05 | 6.451 | |
| RAPS+TTA-LearnedAlpha=0.05, Augmentation Policy=Expanded Augmentation Policy2025.05 | 6.682 | |
| RAPS+TTA-LearnedAlpha=0.05, Augmentation Policy=Simple Augmentation Policy2025.05 | 6.788 | |
| RAPS+TTA-AvgAlpha=0.05, Augmentation Policy=Expanded Augmentation Policy2025.05 | 7.067 | |
| RAPSAlpha=0.05, Augmentation Policy=Expanded Augmentation Policy2025.05 | 7.991 | |
| RAPSAlpha=0.05, Augmentation Policy=Simple Augmentation Policy2025.05 | 7.991 | |
| RAPS+TTA-LearnedAlpha=0.01, Augmentation Policy=Simple Augmentation Policy2025.05 | 51.391 | |
| RAPS+TTA-LearnedAlpha=0.01, Augmentation Policy=Expanded Augmentation Policy2025.05 | 53.195 | |
| RAPS+TTA-AvgAlpha=0.01, Augmentation Policy=Simple Augmentation Policy2025.05 | 54.169 | |
| RAPS+TTA-AvgAlpha=0.01, Augmentation Policy=Expanded Augmentation Policy2025.05 | 57.073 | |
| RAPSAlpha=0.01, Augmentation Policy=Expanded Augmentation Policy2025.05 | 61.437 | |
| RAPSAlpha=0.01, Augmentation Policy=Simple Augmentation Policy2025.05 | 61.437 |