Selective Classification on Unseen Cls. shift
0.3737AURCML
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MLClassifier=Swin-T2026.05 | 0.3737 | — | |
| ReSIDeClassifier=Swin-T, CSF=ML2026.05 | 0.3737 | 0 | |
| MSPClassifier=ResNet502026.05 | 0.3684 | — | |
| SMClassifier=ResNet502026.05 | 0.3684 | — | |
| LMClassifier=ResNet502026.05 | 0.3684 | — | |
| NEClassifier=ResNet502026.05 | 0.3684 | — | |
| NGIClassifier=ResNet502026.05 | 0.3684 | — | |
| MLClassifier=ResNet502026.05 | 0.365 | — | |
| ReSIDeClassifier=ResNet50, CSF=ML2026.05 | 0.365 | 0 | |
| ReSIDeClassifier=ResNet50, CSF=MSP2026.05 | 0.363 | 1.47 | |
| ReSIDeClassifier=ResNet50, CSF=SM2026.05 | 0.363 | 1.47 | |
| ReSIDeClassifier=ResNet50, CSF=LM2026.05 | 0.363 | 1.47 | |
| ReSIDeClassifier=ResNet50, CSF=NE2026.05 | 0.363 | 1.47 | |
| ReSIDeClassifier=ResNet50, CSF=NGI2026.05 | 0.363 | 1.47 | |
| MSPClassifier=Swin-T2026.05 | 0.348 | — | |
| SMClassifier=Swin-T2026.05 | 0.348 | — | |
| LMClassifier=Swin-T2026.05 | 0.348 | — | |
| NEClassifier=Swin-T2026.05 | 0.348 | — | |
| NGIClassifier=Swin-T2026.05 | 0.348 | — | |
| ReSIDeClassifier=Swin-T, CSF=MSP2026.05 | 0.3193 | 8.25 | |
| ReSIDeClassifier=Swin-T, CSF=SM2026.05 | 0.3193 | 8.25 | |
| ReSIDeClassifier=Swin-T, CSF=LM2026.05 | 0.3193 | 8.25 | |
| ReSIDeClassifier=Swin-T, CSF=NE2026.05 | 0.3193 | 8.25 | |
| ReSIDeClassifier=Swin-T, CSF=NGI2026.05 | 0.3193 | 8.25 | |
| MSPClassifier=ResNet502026.05 | 0.0147 | — | |
| SMClassifier=ResNet502026.05 | 0.0147 | — | |
| LMClassifier=ResNet502026.05 | 0.0147 | — | |
| NEClassifier=ResNet502026.05 | 0.0147 | — | |
| NGIClassifier=ResNet502026.05 | 0.0147 | — | |
| MLClassifier=ResNet502026.05 | 0.0146 | — | |
| ReSIDeClassifier=ResNet50, CSF=ML2026.05 | 0.0128 | 12.33 | |
| ReSIDeClassifier=ResNet50, CSF=NE2026.05 | 0.0096 | 34.69 | |
| ReSIDeClassifier=ResNet50, CSF=NGI2026.05 | 0.0096 | 34.69 | |
| ReSIDeClassifier=ResNet50, CSF=MSP2026.05 | 0.0095 | 35.37 | |
| ReSIDeClassifier=ResNet50, CSF=SM2026.05 | 0.0095 | 35.37 | |
| ReSIDeClassifier=ResNet50, CSF=LM2026.05 | 0.0092 | 37.41 | |
| MLClassifier=Swin-T2026.05 | 0.0059 | — | |
| MSPClassifier=Swin-T2026.05 | 0.0047 | — | |
| SMClassifier=Swin-T2026.05 | 0.0047 | — | |
| LMClassifier=Swin-T2026.05 | 0.0047 | — | |
| NEClassifier=Swin-T2026.05 | 0.0047 | — | |
| NGIClassifier=Swin-T2026.05 | 0.0047 | — | |
| ReSIDeClassifier=Swin-T, CSF=ML2026.05 | 0.004 | 32.2 | |
| ReSIDeClassifier=Swin-T, CSF=MSP2026.05 | 0.0025 | 46.81 | |
| ReSIDeClassifier=Swin-T, CSF=SM2026.05 | 0.0025 | 46.81 | |
| ReSIDeClassifier=Swin-T, CSF=LM2026.05 | 0.0025 | 46.81 | |
| ReSIDeClassifier=Swin-T, CSF=NE2026.05 | 0.0025 | 46.81 | |
| ReSIDeClassifier=Swin-T, CSF=NGI2026.05 | 0.0025 | 46.81 |