TI-RADS Malignancy Classification on ThyroidXL In-domain (test)
87.3AccuracyResNet34 + MKGA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResNet34 + MKGAState=Frozen2026.03 | 87.3 | 87.3 | 91.5 | |
| ResNet34State=Unfrozen2026.03 | 87.2 | 87.3 | 93.1 | |
| ResNet34 + MKGAState=Unfrozen2026.03 | 87.2 | 87.2 | 92.2 | |
| ResNet34 + PCGradState=Unfrozen2026.03 | 87.2 | 87.4 | 93.4 | |
| ResNet34 + ResMKGAState=Unfrozen2026.03 | 87.1 | 87.2 | 93.4 | |
| ResNet34 + MKGA + PCGradState=Unfrozen2026.03 | 86.9 | 87 | 92.9 | |
| ResNet34 + ResMKGAState=Frozen2026.03 | 86.2 | 86.2 | 92.3 | |
| ResNet34 + ResMKGA + PCGradState=Unfrozen2026.03 | 85.8 | 83.8 | 92.6 | |
| ResNet34State=Frozen2026.03 | 85.5 | 85.7 | 92 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=322026.03 | 80.3 | 79.5 | 85.8 | |
| MedSAM + MKGA + LoRALoRA rank (r)=162026.03 | 80.2 | 80.1 | 86.1 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=42026.03 | 80 | 79.6 | 85.1 | |
| MedSAM + LoRALoRA rank (r)=162026.03 | 79.9 | 80 | 86.2 | |
| MedSAM + MKGA + LoRALoRA rank (r)=42026.03 | 79.9 | 79.7 | 85.1 | |
| MedSAM + ResMKGA + LoRA + PCGradLoRA rank (r)=42026.03 | 79.9 | 80 | 85.8 | |
| MedSAM + MKGA + LoRALoRA rank (r)=322026.03 | 79.8 | 78.8 | 83.5 | |
| MedSAM + LoRA + PCGradLoRA rank (r)=42026.03 | 79.8 | 80 | 86.5 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=162026.03 | 77.6 | 78.1 | 85 | |
| MedSAM + LoRALoRA rank (r)=42026.03 | 76.9 | 76.7 | 81.1 | |
| MedSAM + ResMKGAState=Frozen2026.03 | 76.1 | 75.9 | 80.3 | |
| MedSAM + LoRALoRA rank (r)=322026.03 | 75.3 | 75.2 | 79.2 | |
| MedSAM + MKGAState=Frozen2026.03 | 75.3 | 75.5 | 79.7 | |
| MedSAMState=Frozen2026.03 | 67.4 | 67.9 | 69.9 |