Degradation Severity Estimation on CT Patients: L506, L192, L310 (test)
0.926Spearman's RhoSeSpeCT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SeSpeCTSetting=S3 streak2026.05 | 0.926 | 0.894 | |
| BioMedCLIPSetting=S4 aliasing, Inference Mode=Frozen VLM2026.05 | 0.912 | 0.855 | |
| BioMedCLIPSetting=S3 streak, Inference Mode=Frozen VLM2026.05 | 0.893 | 0.858 | |
| SeSpeCTSetting=S2 blur2026.05 | 0.887 | 0.869 | |
| BioMedCLIPSetting=S2 blur, Inference Mode=Frozen VLM2026.05 | 0.885 | 0.796 | |
| SeSpeCTSetting=S4 aliasing2026.05 | 0.854 | 0.846 | |
| OpenCLIPSetting=S4 aliasing, Inference Mode=Frozen VLM2026.05 | 0.839 | 0.759 | |
| SeSpeCTSetting=S1 noise2026.05 | 0.798 | 0.791 | |
| OpenCLIPSetting=S3 streak, Inference Mode=Frozen VLM2026.05 | 0.769 | 0.617 | |
| SeSpeCTSetting=M5 m+b+n2026.05 | 0.758 | 0.756 | |
| SeSpeCTSetting=M3 m+n2026.05 | 0.745 | 0.737 | |
| MedCLIPSetting=S4 aliasing, Inference Mode=Frozen VLM2026.05 | 0.738 | 0.64 | |
| SeSpeCTSetting=M1 b+n2026.05 | 0.709 | 0.685 | |
| BioMedCLIPSetting=M4 a+n, Inference Mode=Frozen VLM2026.05 | 0.692 | 0.6 | |
| OpenCLIPSetting=M5 m+b+n, Inference Mode=Frozen VLM2026.05 | 0.691 | 0.697 | |
| BioMedCLIPSetting=S1 noise, Inference Mode=Frozen VLM2026.05 | 0.682 | 0.582 | |
| MerlinSetting=M3 m+n, Inference Mode=Frozen VLM2026.05 | 0.679 | 0.605 | |
| MerlinSetting=M5 m+b+n, Inference Mode=Frozen VLM2026.05 | 0.677 | 0.596 | |
| SeSpeCTSetting=M2 s+n2026.05 | 0.668 | 0.657 | |
| SeSpeCTSetting=M4 a+n2026.05 | 0.668 | 0.658 | |
| BioMedCLIPSetting=M1 b+n, Inference Mode=Frozen VLM2026.05 | 0.663 | 0.582 | |
| BioMedCLIPSetting=M2 s+n, Inference Mode=Frozen VLM2026.05 | 0.657 | 0.615 | |
| OpenCLIPSetting=M3 m+n, Inference Mode=Frozen VLM2026.05 | 0.653 | 0.655 | |
| OpenCLIPSetting=S2 blur, Inference Mode=Frozen VLM2026.05 | 0.649 | 0.596 | |
| MerlinSetting=S1 noise, Inference Mode=Frozen VLM2026.05 | 0.621 | 0.484 | |
| OpenCLIPSetting=S1 noise, Inference Mode=Frozen VLM2026.05 | 0.611 | 0.538 | |
| BioMedCLIPSetting=M5 m+b+n, Inference Mode=Frozen VLM2026.05 | 0.606 | 0.585 | |
| MerlinSetting=S4 aliasing, Inference Mode=Frozen VLM2026.05 | 0.604 | 0.543 | |
| MedCLIPSetting=S3 streak, Inference Mode=Frozen VLM2026.05 | 0.595 | 0.551 | |
| OpenCLIPSetting=M4 a+n, Inference Mode=Frozen VLM2026.05 | 0.595 | 0.551 | |
| OpenCLIPSetting=M1 b+n, Inference Mode=Frozen VLM2026.05 | 0.543 | 0.493 | |
| BioMedCLIPSetting=M3 m+n, Inference Mode=Frozen VLM2026.05 | 0.542 | 0.518 | |
| MedCLIPSetting=S2 blur, Inference Mode=Frozen VLM2026.05 | 0.533 | 0.486 | |
| MerlinSetting=M2 s+n, Inference Mode=Frozen VLM2026.05 | 0.495 | 0.363 | |
| OpenCLIPSetting=M2 s+n, Inference Mode=Frozen VLM2026.05 | 0.485 | 0.42 | |
| MerlinSetting=M4 a+n, Inference Mode=Frozen VLM2026.05 | 0.438 | 0.361 | |
| MerlinSetting=M1 b+n, Inference Mode=Frozen VLM2026.05 | 0.437 | 0.291 | |
| SeSpeCTSetting=S5 metal2026.05 | 0.435 | 0.422 | |
| MerlinSetting=S3 streak, Inference Mode=Frozen VLM2026.05 | 0.399 | 0.418 | |
| MedCLIPSetting=S1 noise, Inference Mode=Frozen VLM2026.05 | 0.345 | 0.276 | |
| MedCLIPSetting=M2 s+n, Inference Mode=Frozen VLM2026.05 | 0.301 | 0.283 | |
| MedCLIPSetting=M4 a+n, Inference Mode=Frozen VLM2026.05 | 0.255 | 0.206 | |
| MedCLIPSetting=M1 b+n, Inference Mode=Frozen VLM2026.05 | 0.236 | 0.216 | |
| MedCLIPSetting=M3 m+n, Inference Mode=Frozen VLM2026.05 | 0.228 | 0.215 | |
| MedCLIPSetting=M5 m+b+n, Inference Mode=Frozen VLM2026.05 | 0.227 | 0.217 | |
| MerlinSetting=S2 blur, Inference Mode=Frozen VLM2026.05 | 0.169 | 0.191 | |
| OpenCLIPSetting=S5 metal, Inference Mode=Frozen VLM2026.05 | 0.114 | 0.073 | |
| BioMedCLIPSetting=S5 metal, Inference Mode=Frozen VLM2026.05 | 0.114 | 0.108 | |
| MerlinSetting=S5 metal, Inference Mode=Frozen VLM2026.05 | 0.107 | 0.09 | |
| MedCLIPSetting=S5 metal, Inference Mode=Frozen VLM2026.05 | 0.037 | 0.041 |