Zero-shot classification on Merlin-Abd-CT
84.26AUROC (Zero-shot)Merlin
Evaluation results
| Method | Links | |
|---|---|---|
| Merlin2026.06 | 84.26 | |
| JoliaArchitecture=ResNet-101, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 83.49 | |
| JoliaArchitecture=Atlas, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 83.03 | |
| CLIP BaselineArchitecture=Atlas2026.06 | 82.78 | |
| CLIP BaselineArchitecture=ResNet-1012026.06 | 82.58 | |
| Jolia - [CLS]Architecture=Atlas, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 81.99 | |
| Jolia - [CLS]Architecture=ResNet-101, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 81.96 | |
| Pillar-0-Abd2026.06 | 81.58 | |
| SPECTRE2026.06 | 79.7 | |
| COLIPRI*zero-shot-specific text augmentation=true2026.06 | 74.4 | |
| Pillar-0-Chest2026.06 | 71.91 | |
| CT-CLIP2026.06 | 60.37 | |
| fVLM2026.06 | 57.19 |