Segmentation on DDTI External (test)
67.5Dice ScoreMedSAM + ResMKGA + LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedSAM + ResMKGA + LoRALoRA rank (r)=42026.03 | 67.5 | 54.8 | |
| ResNet34 + MKGAState=Frozen2026.03 | 67.1 | 55.1 | |
| ResNet34 + ResMKGAState=Unfrozen2026.03 | 67.1 | 55.3 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=162026.03 | 66.3 | 54.2 | |
| ResNet34 + MKGAState=Unfrozen2026.03 | 65.9 | 53.3 | |
| MedSAM + ResMKGA + LoRA + PCGradLoRA rank (r)=42026.03 | 65.8 | 53.6 | |
| MedSAM + ResMKGA + LoRALoRA rank (r)=322026.03 | 65.5 | 53.1 | |
| MedSAM + MKGA + LoRALoRA rank (r)=162026.03 | 65.2 | 52.6 | |
| MedSAM + MKGA + LoRALoRA rank (r)=42026.03 | 65.1 | 52.6 | |
| MedSAM + LoRALoRA rank (r)=162026.03 | 64.9 | 51.8 | |
| MedSAM + ResMKGAState=Frozen2026.03 | 64.9 | 52.3 | |
| MedSAM + MKGA + LoRALoRA rank (r)=322026.03 | 64.6 | 51.9 | |
| ResNet34 + ResMKGA + PCGradState=Unfrozen2026.03 | 64.5 | 52.1 | |
| MedSAM + MKGAState=Frozen2026.03 | 64.3 | 51.6 | |
| ResNet34 + PCGradState=Unfrozen2026.03 | 64.2 | 51.7 | |
| MedSAMState=Frozen2026.03 | 63.7 | 50.7 | |
| ResNet34 + MKGA + PCGradState=Unfrozen2026.03 | 63.5 | 51 | |
| MedSAM + LoRALoRA rank (r)=322026.03 | 63.4 | 51 | |
| ResNet34State=Frozen2026.03 | 63.1 | 51.2 | |
| MedSAM + LoRALoRA rank (r)=42026.03 | 63.1 | 50.4 | |
| MedSAM + LoRA + PCGradLoRA rank (r)=42026.03 | 62.9 | 50.1 | |
| ResNet34 + ResMKGAState=Frozen2026.03 | 59.6 | 47.4 | |
| ResNet34State=Unfrozen2026.03 | 59 | 46.6 |