Conformal Image Classification on Average across 11 datasets CLIP ViT-B/16 features (test)
85.6AccuracyDANCE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DANCEBackbone=CLIP ViT-B/162026.02 | 85.6 | 2.49 | 93 | — | 8.442 | 4.96 | 96.3 | — | 5.364 | |
| k-NN SetBackbone=CLIP ViT-B/162026.02 | 85.6 | 2.33 | 92.1 | — | 8.877 | 4.77 | 95.8 | — | 5.785 | |
| CLR SetBackbone=CLIP ViT-B/162026.02 | 85.6 | 5.82 | 93.6 | — | 8.128 | 8.2 | 96.5 | — | 5.346 | |
| Deep k-NNBackbone=CLIP ViT-B/162026.02 | 85.6 | 4.26 | 93.6 | — | 8.799 | 7.5 | 96.7 | — | 5.265 | |
| RFM AdapterBackbone=CLIP ViT-B/16, Nonconformity Score=APS2026.02 | 85.6 | 2.23 | 90.4 | — | 8.817 | 5.28 | 95.2 | — | 5.948 | |
| RFM AdapterBackbone=CLIP ViT-B/16, Nonconformity Score=RAPS2026.02 | 85.6 | 2.21 | 90.4 | — | 8.854 | 5.29 | 95.2 | — | 5.979 | |
| NCPBackbone=CLIP ViT-B/16, Nonconformity Score=RAPS2026.02 | 85.6 | 2.48 | 93.5 | — | 8.846 | 5.81 | 95.8 | — | 5.721 | |
| Conf-OTBackbone=CLIP ViT-B/16, Nonconformity Score=APS2026.02 | 72 | 6.04 | 90.2 | — | 8.436 | 9.98 | 95.3 | — | 5.846 | |
| Conf-OTBackbone=CLIP ViT-B/16, Nonconformity Score=RAPS2026.02 | 72 | 5.29 | 90.3 | — | 8.503 | 8.1 | 95.3 | — | 5.803 |