Zero-shot classification on EXT-Abd-CT
76.35AUROCPillar-0-Abd
Evaluation results
| Method | Links | |
|---|---|---|
| Pillar-0-Abd2026.06 | 76.35 | |
| JoliaArchitecture=ResNet-101, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 74.28 | |
| Jolia - [CLS]Architecture=Atlas, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 73.58 | |
| Jolia - [CLS]Architecture=ResNet-101, Scoring Protocol=CLS only (λ_cls = 1)2026.06 | 73.33 | |
| CLIP BaselineArchitecture=Atlas2026.06 | 72.8 | |
| JoliaArchitecture=Atlas, Scoring Protocol=CLS and per-concept tokens (λ_cls = 0.5)2026.06 | 72.52 | |
| CLIP BaselineArchitecture=ResNet-1012026.06 | 71.6 | |
| SPECTRE2026.06 | 71.27 | |
| Merlin2026.06 | 68.9 | |
| COLIPRI*zero-shot-specific text augmentation=true2026.06 | 62.22 | |
| Pillar-0-Chest2026.06 | 61.85 | |
| fVLM2026.06 | 55.62 | |
| CT-CLIP2026.06 | 53.74 |