TI-RADS Malignancy Classification on DDTI External (test)
68.7AccuracyMedSAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MedSAMState=Frozen2026.03 | 68.7 | 70.9 | 41.1 | |
| ResNet34 + ResMKGAState=Frozen2026.03 | 67.6 | 71.6 | 60.9 | |
| ResNet34 + MKGAState=Unfrozen2026.03 | 63.2 | 68.3 | 64.2 | |
| ResNet34 + ResMKGA + PCGradState=Unfrozen2026.03 | 60.1 | 65.9 | 60.3 | |
| ResNet34 + PCGradState=Unfrozen2026.03 | 59.4 | 65.3 | 63.3 | |
| ResNet34 + MKGA + PCGradState=Unfrozen2026.03 | 55.4 | 61.6 | 63.7 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=322026.03 | 51.4 | 58.5 | 50.9 | |
| MedSAM + ResMKGA + LoRA + PCGradLoRA rank (r)=42026.03 | 51.2 | 58.3 | 43.7 | |
| MedSAM + ResMKGAState=Frozen2026.03 | 49.7 | 56.8 | 52.8 | |
| ResNet34 + ResMKGAState=Unfrozen2026.03 | 49.2 | 55.7 | 62 | |
| MedSAM + MKGA + LoRALoRA rank (r)=322026.03 | 47 | 54.3 | 51.5 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=42026.03 | 46.3 | 53.7 | 47.8 | |
| MedSAM + MKGA + LoRALoRA rank (r)=162026.03 | 43.5 | 50.7 | 48.5 | |
| ResNet34 + MKGAState=Frozen2026.03 | 43 | 48.9 | 60 | |
| MedSAM + MKGA + LoRALoRA rank (r)=42026.03 | 43 | 50.2 | 45.5 | |
| MedSAM + LoRALoRA rank (r)=42026.03 | 42.6 | 49.7 | 49.9 | |
| ResNet34State=Unfrozen2026.03 | 40.6 | 46.6 | 57.7 | |
| MedSAM + MKGAState=Frozen2026.03 | 40.6 | 46.7 | 52.2 | |
| MedSAM + LoRALoRA rank (r)=322026.03 | 39.5 | 46.1 | 51.1 | |
| MedSAM + LoRALoRA rank (r)=162026.03 | 37 | 42.6 | 49.1 | |
| MedSAM + LoRA + PCGradLoRA rank (r)=42026.03 | 36.6 | 42.6 | 49.1 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=162026.03 | 35.9 | 41.4 | 51.2 | |
| ResNet34State=Frozen2026.03 | 35.7 | 39.6 | 55.6 |