Text-to-image retrieval on Rad-ChestCT (val)
78.6AUCPrompt loss only
Evaluation results
| Method | Links | |
|---|---|---|
| Prompt loss onlyData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 78.6 | |
| RefCT datasetData A (RefCT)=true2026.03 | 77.7 | |
| MPS-CTData B (CT-RATE)=true2026.03 | 77.3 | |
| RadFinderData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 77 | |
| No localization lossData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 76.9 | |
| BrgSAData B (CT-RATE)=true2026.03 | 74.2 | |
| Public datasets, no loc.Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 73.6 | |
| fVLM*Data B (CT-RATE)=true2026.03 | 68 | |
| MerlinData C (Merlin)=true2026.03 | 64.4 | |
| CT-CLIPData B (CT-RATE)=true2026.03 | 62.9 | |
| Global loss onlyData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 62.8 | |
| SPECTREData B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 55.7 | |
| Random Chance2026.03 | 50 |