Disease Classification on CT-RATE (test)
86.44AUCJolia (Ours)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Jolia (Ours)Probing=Linear2026.06 | 86.44 | — | — | — | |
| Jolia - [CLS]Probing=Linear2026.06 | 86.23 | — | — | — | |
| CLIP BaselineProbing=Linear2026.06 | 85.48 | — | — | — | |
| Pillar-0-ChestProbing=Linear2026.06 | 84.27 | — | — | — | |
| Pillar-0-BestProbing=Linear2026.06 | 84.27 | — | — | — | |
| COLIPRIProbing=Linear2026.06 | 83.23 | — | — | — | |
| SPECTREProbing=Linear2026.06 | 82.44 | — | — | — | |
| FlexiCT-3D-VLMZero-shot=true2026.05 | 81.3 | 40.3 | 50.9 | 74.8 | |
| COPLPRIZero-shot=true2026.05 | 78.7 | 38.5 | 48.2 | 72.4 | |
| fVLMProbing=Linear2026.06 | 78.29 | — | — | — | |
| MerlinProbing=Linear2026.06 | 76.59 | — | — | — | |
| CT-CLIPProbing=Linear2026.06 | 76.28 | — | — | — | |
| CT-FMProbing=Linear2026.06 | 76.08 | — | — | — | |
| Pillar-0-AbdProbing=Linear2026.06 | 75.45 | — | — | — | |
| CT-CLIPZero-shot=true2026.05 | 73.2 | 32.9 | 42.7 | 68.2 | |
| SPECTREZero-shot=true2026.05 | 56.7 | 22.5 | 30.7 | 55.3 |