Conformal Prediction on iNaturalist
3.1AvgSizeStandard Conformal Prediction
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Standard Conformal PredictionScore=softmax, n_avg=102023.06 | 3.1 | 7 | |
| Clustered Conformal PredictionScore=RAPS, n_avg=752023.06 | 5.4 | 4.1 | |
| APS+TTA-LearnedAlpha=0.1, Augmentation Policy=Expanded2025.05 | 14.538 | — | |
| APS+TTA-AvgAlpha=0.1, Augmentation Policy=Expanded2025.05 | 14.583 | — | |
| APSAlpha=0.1, Augmentation Policy=Expanded2025.05 | 16.755 | — | |
| APSAlpha=0.1, Augmentation Policy=Simple2025.05 | 16.755 | — | |
| APS+TTA-LearnedAlpha=0.1, Augmentation Policy=Simple2025.05 | 18.086 | — | |
| APS+TTA-AvgAlpha=0.1, Augmentation Policy=Simple2025.05 | 18.3 | — | |
| APS+TTA-AvgAlpha=0.05, Augmentation Policy=Expanded2025.05 | 26.021 | — | |
| APS+TTA-LearnedAlpha=0.05, Augmentation Policy=Expanded2025.05 | 26.289 | — | |
| APSAlpha=0.05, Augmentation Policy=Expanded2025.05 | 33.481 | — | |
| APSAlpha=0.05, Augmentation Policy=Simple2025.05 | 33.481 | — | |
| APS+TTA-LearnedAlpha=0.05, Augmentation Policy=Simple2025.05 | 36.94 | — | |
| APS+TTA-AvgAlpha=0.05, Augmentation Policy=Simple2025.05 | 37.37 | — | |
| APS+TTA-AvgAlpha=0.01, Augmentation Policy=Expanded2025.05 | 84.546 | — | |
| APS+TTA-LearnedAlpha=0.01, Augmentation Policy=Expanded2025.05 | 85.093 | — | |
| APSAlpha=0.01, Augmentation Policy=Expanded2025.05 | 131.681 | — | |
| APSAlpha=0.01, Augmentation Policy=Simple2025.05 | 131.681 | — | |
| APS+TTA-LearnedAlpha=0.01, Augmentation Policy=Simple2025.05 | 144.134 | — | |
| APS+TTA-AvgAlpha=0.01, Augmentation Policy=Simple2025.05 | 145.401 | — |