Conformal Classification on CIFAR-100
90Coverage (alpha=0.1)APS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| APSEnergy variant=w/o Energy, Backbone=ResNet-562026.02 | 90 | 3.17 | 95 | 6.91 | 97.5 | 13.29 | 99 | 25.79 | |
| Energy-based APSEnergy variant=w/ Energy, Backbone=ResNet-562026.02 | 90 | 3.16 | 95 | 6.49 | 97.4 | 11.48 | 99 | 22.9 | |
| RAPSEnergy variant=w/o Energy, Backbone=ResNet-562026.02 | 90 | 3.13 | 95 | 8.17 | 97.4 | 16.38 | 99 | 30.88 | |
| Energy-based RAPSEnergy variant=w/ Energy, Backbone=ResNet-562026.02 | 90 | 3.13 | 95 | 6.18 | 97.4 | 11.34 | 99 | 23.63 | |
| SAPSEnergy variant=w/o Energy, Backbone=ResNet-562026.02 | 90 | 2.87 | 95 | 7.47 | 97.4 | 15.08 | 99 | 29.8 | |
| Energy-based SAPSEnergy variant=w/ Energy, Backbone=ResNet-562026.02 | 90 | 2.87 | 95 | 5.94 | 97.4 | 10.73 | 99 | 22.9 |