Anatomical Positioning on ThyroidXL In-domain (test)
87.5AccuracyResNet34 + MKGA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ResNet34 + MKGAState=Unfrozen2026.03 | 87.5 | 87 | 0.956 | |
| ResNet34 + PCGradState=Unfrozen2026.03 | 87.3 | 87.2 | 0.959 | |
| ResNet34 + MKGA + PCGradState=Unfrozen2026.03 | 87.3 | 87 | 0.954 | |
| ResNet34 + ResMKGA + PCGradState=Unfrozen2026.03 | 87.3 | 87.1 | 0.957 | |
| ResNet34 + MKGAState=Frozen2026.03 | 87 | 86.8 | 0.952 | |
| ResNet34 + ResMKGAState=Unfrozen2026.03 | 86.5 | 86.6 | 0.951 | |
| ResNet34State=Unfrozen2026.03 | 86.4 | 86.3 | 0.953 | |
| ResNet34 + ResMKGAState=Frozen2026.03 | 85.6 | 85.5 | 0.949 | |
| ResNet34State=Frozen2026.03 | 85.5 | 85.2 | 0.947 | |
| MedSAM + MKGA + LoRALoRA rank (r)=42026.03 | 83.3 | 82.9 | 0.93 | |
| MedSAM + LoRALoRA rank (r)=42026.03 | 83.1 | 82.2 | 0.928 | |
| MedSAM + MKGA + LoRALoRA rank (r)=162026.03 | 83 | 82.7 | 0.935 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=322026.03 | 83 | 82.2 | 0.934 | |
| MedSAM + MKGA + LoRALoRA rank (r)=322026.03 | 82.7 | 82.1 | 0.929 | |
| MedSAM + ResMKGA + LoRA + PCGradLoRA rank (r)=42026.03 | 82.7 | 82.5 | 0.935 | |
| MedSAM + LoRA + PCGradLoRA rank (r)=42026.03 | 82.5 | 81.9 | 0.934 | |
| MedSAM + LoRALoRA rank (r)=162026.03 | 82.4 | 81.6 | 0.925 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=42026.03 | 82.1 | 81.3 | 0.935 | |
| MedSAM + LoRALoRA rank (r)=322026.03 | 81.8 | 80.1 | 0.926 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=162026.03 | 81.6 | 80.1 | 0.931 | |
| MedSAM + ResMKGAState=Frozen2026.03 | 80.2 | 78.9 | 0.911 | |
| MedSAM + MKGAState=Frozen2026.03 | 79.1 | 78.1 | 0.909 | |
| MedSAMState=Frozen2026.03 | 72.7 | 69.9 | 0.832 |