Zero-shot classification on CT-RATE
80.33AUROCCLIP Baseline
Evaluation results
| Method | Links | |
|---|---|---|
| CLIP BaselineArchitecture=Atlas2026.06 | 80.33 | |
| CLIP BaselineArchitecture=ResNet-1012026.06 | 80.26 | |
| JoliaArchitecture=ResNet-101, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 80.22 | |
| Jolia - [CLS]Architecture=ResNet-101, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 79.5 | |
| Jolia - [CLS]Architecture=Atlas, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 79.4 | |
| JoliaArchitecture=Atlas, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 79.05 | |
| Pillar-0-Chest2026.06 | 78.6 | |
| COLIPRI*zero-shot-specific text augmentation=true2026.06 | 78.57 | |
| CT-CLIP2026.06 | 74.22 | |
| SPECTRE2026.06 | 72.52 | |
| Merlin2026.06 | 70.26 | |
| fVLM2026.06 | 68.45 | |
| Pillar-0-Abd2026.06 | 66.8 |