Classification on MRI (accuracy)
93AccuracyRad-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| Rad-CLIPSetting=Clean2026.03 | 93 | |
| BioMed-CLIPSetting=Clean2026.03 | 81.5 | |
| BMC-CLIPSetting=Clean2026.03 | 78.5 | |
| Rad-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Random2026.03 | 76 | |
| Rad-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Bayes2026.03 | 71.5 | |
| UniMed-CLIPSetting=Clean2026.03 | 65 | |
| BioMed-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Random2026.03 | 62.5 | |
| BMC-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Random2026.03 | 62 | |
| BMC-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Bayes2026.03 | 59.5 | |
| BMC-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Random2026.03 | 57.5 | |
| BMC-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Bayes2026.03 | 57 | |
| BioMed-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Bayes2026.03 | 56.5 | |
| Rad-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Random2026.03 | 56.5 | |
| UniMed-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Random2026.03 | 51.5 | |
| BioMed-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Random2026.03 | 50.5 | |
| Rad-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Bayes2026.03 | 50.5 | |
| UniMed-CLIPSetting=CoDA-shifted, τ=0.9, Optimization=Bayes2026.03 | 48 | |
| UniMed-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Random2026.03 | 47.5 | |
| BioMed-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Bayes2026.03 | 44 | |
| UniMed-CLIPSetting=CoDA-shifted, τ=0.8, Optimization=Bayes2026.03 | 44 |