Segmentation on ThyroidXL In-domain (test)
86.9Dice ScoreResNet34 + MKGA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ResNet34 + MKGAState=Frozen2026.03 | 86.9 | 78.4 | |
| ResNet34 + MKGA + PCGradState=Unfrozen2026.03 | 86.7 | 77.9 | |
| ResNet34 + ResMKGA + PCGradState=Unfrozen2026.03 | 86.7 | 77.9 | |
| ResNet34 + ResMKGAState=Unfrozen2026.03 | 86.5 | 77.7 | |
| ResNet34 + MKGAState=Unfrozen2026.03 | 86.2 | 77.5 | |
| ResNet34State=Unfrozen2026.03 | 86.1 | 77.2 | |
| ResNet34 + PCGradState=Unfrozen2026.03 | 85.9 | 76.8 | |
| MedSAM + ResMKGA + LoRA + PCGradLoRA rank (r)=42026.03 | 85.8 | 76.7 | |
| ResNet34State=Frozen2026.03 | 85.7 | 76.4 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=162026.03 | 85.5 | 76.2 | |
| ResNet34 + ResMKGAState=Frozen2026.03 | 85.3 | 76.1 | |
| MedSAM + MKGA + LoRALoRA rank (r)=322026.03 | 85.3 | 76 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=42026.03 | 85.3 | 76 | |
| MedSAM + MKGA + LoRALoRA rank (r)=42026.03 | 85 | 75.5 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=322026.03 | 85 | 75.8 | |
| MedSAM + MKGA + LoRALoRA rank (r)=162026.03 | 84.6 | 75.2 | |
| MedSAM + MKGAState=Frozen2026.03 | 83.7 | 74 | |
| MedSAM + ResMKGAState=Frozen2026.03 | 83.6 | 73.9 | |
| MedSAM + LoRA + PCGradLoRA rank (r)=42026.03 | 83.5 | 73.7 | |
| MedSAM + LoRALoRA rank (r)=162026.03 | 83.2 | 73.2 | |
| MedSAM + LoRALoRA rank (r)=42026.03 | 82.6 | 72.7 | |
| MedSAM + LoRALoRA rank (r)=322026.03 | 82.6 | 72.6 | |
| MedSAMState=Frozen2026.03 | 79.9 | 69 |