Zero-shot classification on EXT-Chest-CT
82.69AUROCJolia
Evaluation results
| Method | Links | |
|---|---|---|
| JoliaArchitecture=ResNet-101, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 82.69 | |
| Jolia - [CLS]Architecture=Atlas, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 80.7 | |
| Jolia - [CLS]Architecture=ResNet-101, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 80.21 | |
| SPECTRE2026.06 | 80.18 | |
| CLIP BaselineArchitecture=Atlas2026.06 | 79.41 | |
| JoliaArchitecture=Atlas, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 79.4 | |
| Pillar-0-Chest2026.06 | 79.12 | |
| Pillar-0-Abd2026.06 | 78.78 | |
| CLIP BaselineArchitecture=ResNet-1012026.06 | 72.26 | |
| COLIPRI*zero-shot-specific text augmentation=true2026.06 | 71.72 | |
| CT-CLIP2026.06 | 70.31 | |
| Merlin2026.06 | 60.48 | |
| fVLM2026.06 | 54.2 |