Mitochondria Segmentation on EPFL → MitoEM-R (test)
93.6DiceSupervised model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Supervised modelAdaptation Setting=Oracle2025.10 | 93.6 | 83.8 | 77.1 | |
| Supervised modelAdaptation Setting=Oracle2025.10 | 93.6 | 83.8 | 77.1 | |
| OursAdaptation Setting=WDA, Annotation Percentage=15%2025.10 | 93.2 | 83.6 | 75.9 | |
| OursAdaptation Setting=WDA, Annotation Percentage=15%2025.10 | 92.6 | 81.7 | 75.6 | |
| OursAdaptation Setting=UDA, Annotation Percentage=0%2025.10 | 92.1 | 81.6 | 74.7 | |
| WDA-NetAdaptation Setting=WDA, Annotation Percentage=15%2025.10 | 91.7 | 80.7 | 74 | |
| OursAdaptation Setting=UDA, Annotation Percentage=0%2025.10 | 90.2 | 77 | 72 | |
| WDA-NetAdaptation Setting=WDA, Annotation Percentage=15%2025.10 | 90.1 | 77.5 | 73.1 | |
| CAFAAdaptation Setting=UDA, Input Dimensionality=2.5D2025.10 | 89.2 | — | — | |
| DAMT-NetAdaptation Setting=UDA2025.10 | 88.7 | 76.3 | 61.8 | |
| DA-ISCAdaptation Setting=UDA, Input Dimensionality=2.5D2025.10 | 88.6 | 75.7 | 65.8 | |
| WDA-NetAdaptation Setting=UDA, Annotation Percentage=0%2025.10 | 88.2 | 74.5 | 59 | |
| AdaptSegNetAdaptation Setting=UDA2025.10 | 86.5 | 72.8 | 61.6 | |
| UALRAdaptation Setting=UDA2025.10 | 86.3 | 71.6 | 53.7 | |
| Med-SAAdaptation Setting=NoAdapt, Interaction Mode=Interact, Fine-tuned on source=true2025.10 | 86.2 | 70.2 | 59.9 | |
| WDA-NetAdaptation Setting=UDA, Annotation Percentage=0%2025.10 | 86.1 | 71.5 | 61.2 | |
| SACAdaptation Setting=UDA2025.10 | 84.4 | 70 | 55.4 | |
| DAMT-NetAdaptation Setting=UDA2025.10 | 83.4 | 67.9 | 60.2 | |
| SACAdaptation Setting=UDA2025.10 | 83.1 | 67.4 | 40.3 | |
| Our source modelAdaptation Setting=NoAdapt2025.10 | 81.5 | 65.2 | 58 | |
| DA-ISCAdaptation Setting=UDA, Input Dimensionality=2.5D2025.10 | 78.5 | 61.5 | 51.8 | |
| AdaptSegNetAdaptation Setting=UDA2025.10 | 77.1 | 59.2 | 50.1 | |
| UALRAdaptation Setting=UDA2025.10 | 76.9 | 59.7 | 33.1 | |
| Med-SAAdaptation Setting=NoAdapt, Fine-tuned on source=true2025.10 | 75.5 | 56.6 | 27.5 | |
| Our source modelAdaptation Setting=NoAdapt2025.10 | 67 | 46 | 30.5 | |
| Med-SAAdaptation Setting=NoAdapt, Interaction Mode=Interact, Fine-tuned on source=true2025.10 | 61.6 | 40.1 | 22 | |
| SAMAdaptation Setting=NoAdapt, Interaction Mode=Interact2025.10 | 40.6 | 1.2 | 26.2 | |
| SAMAdaptation Setting=NoAdapt, Interaction Mode=Interact2025.10 | 40.6 | 1.2 | 26.2 | |
| Med-SAAdaptation Setting=NoAdapt, Fine-tuned on source=true2025.10 | 36.4 | 20.6 | 9.7 | |
| SAMAdaptation Setting=NoAdapt2025.10 | 32 | 14.3 | 30 | |
| SAMAdaptation Setting=NoAdapt2025.10 | 32 | 14.3 | 30 |