Mitochondria Segmentation on Rat -> Human
92.8DicePrefer-DAS (LPO)+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Prefer-DAS (LPO)+Segmentation Mode=Interactive, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 92.8 | 84.6 | 77.4 | |
| Prefer-DAS (SLPO)+Segmentation Mode=Interactive, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 92.7 | 84.2 | 76.7 | |
| Fully-Supervised ModelTypes=Oracle2026.02 | 92.6 | 84.6 | 75.8 | |
| Prefer-DAS (LPO)Segmentation Mode=Automatic, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 92.2 | 83.6 | 75.8 | |
| Prefer-DAS (SLPO)Segmentation Mode=Automatic, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 91.8 | 82.8 | 74.7 | |
| Prefer-DAS (UPO)+Segmentation Mode=Interactive, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 90.9 | 81.2 | 71.6 | |
| Prompt-DAS+Segmentation Mode=Interactive, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 90.8 | 81.5 | 72.3 | |
| Prefer-DAS (UPO)Segmentation Mode=Automatic, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 90.1 | 80.1 | 71.2 | |
| Prompt-DASSegmentation Mode=Automatic, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 89.2 | 78.6 | 69.1 | |
| Prefer-DAS (UPO)Segmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 89.1 | 78.1 | 70.1 | |
| WDA-NetSegmentation Mode=Automatic, Adaptation Type=WDA, Training Point Prompts=15%2026.02 | 88.7 | 77.6 | 67.8 | |
| Prompt-DAS (UDA)Segmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 88 | 76.6 | 68.1 | |
| Prefer-DAS (Source)+Segmentation Mode=Interactive, Adaptation Type=NoAdapt, Training Point Prompts=0%2026.02 | 87.6 | 76 | 70.6 | |
| DA-ISCSegmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 85.6 | 72.7 | 63.8 | |
| WDA-Net (UDA)Segmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 85.5 | 72.3 | 60.6 | |
| CAFASegmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 85.4 | 72.9 | 59.4 | |
| DAMT-NetSegmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 85.4 | 72.3 | 63.7 | |
| UALRSegmentation Mode=Automatic, Adaptation Type=UDA, Training Point Prompts=0%2026.02 | 83.8 | 69.7 | 60 | |
| Med-SAM Adapter+Segmentation Mode=Interactive, Adaptation Type=NoAdapt, Training Point Prompts=0%, Fine-tuned on source=true2026.02 | 83.8 | 68.1 | 59 | |
| WeSAM+Segmentation Mode=Interactive, Adaptation Type=WDA, Training Point Prompts=15%, Fine-tuned on source and target=true2026.02 | 82.3 | 66 | 65.5 | |
| Prefer-DAS (Source)Segmentation Mode=Automatic, Adaptation Type=NoAdapt, Training Point Prompts=0%2026.02 | 78.1 | 62.8 | 55.5 | |
| SAM-Med2D+Segmentation Mode=Interactive, Adaptation Type=NoAdapt, Training Point Prompts=0%2026.02 | 78.1 | 61.2 | 42.2 | |
| Med-SAM AdapterSegmentation Mode=Automatic, Adaptation Type=NoAdapt, Training Point Prompts=0%, Fine-tuned on source=true2026.02 | 72.4 | 55 | 33.4 | |
| SAM+Segmentation Mode=Interactive, Adaptation Type=NoAdapt, Training Point Prompts=0%2026.02 | 40.3 | 4.6 | 26.6 | |
| SAM-Med2DSegmentation Mode=Automatic, Adaptation Type=NoAdapt, Training Point Prompts=0%2026.02 | 22.5 | — | — | |
| SAMSegmentation Mode=Automatic, Adaptation Type=NoAdapt, Training Point Prompts=0%2026.02 | 20.8 | 11.4 | 18.7 |