Instance Segmentation on MitoEM-H Rat -> Human (test)
92.6DiceSupervised model
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Supervised modelType=Oracle2025.09 | 92.6 | 84.6 | 75.8 | |
| Supervised modelAdaptation Setting=Oracle2025.10 | 92.5 | 84.1 | 73.3 | |
| Prompt-DAS (15%)+Prompts (Training)=true, Prompts (Testing)=true, Type=WDA (Interact.)2025.09 | 90.8 | 81.5 | 72.3 | |
| Prompt-DAS (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA2025.09 | 89.2 | 78.6 | 69.1 | |
| OursAdaptation Setting=WDA, Annotation Percentage=15%2025.10 | 89.2 | 78.3 | 70.2 | |
| WDA-Net (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA2025.09 | 88.7 | 77.6 | 67.8 | |
| WDA-NetAdaptation Setting=WDA, Annotation Percentage=15%2025.10 | 88.7 | 77.6 | 67.8 | |
| Prompt-DAS (0%)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 88 | 76.6 | 68.1 | |
| Our Source Model+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 87.6 | 76 | 70.6 | |
| OursAdaptation Setting=UDA, Annotation Percentage=0%2025.10 | 87 | 75.1 | 65.8 | |
| CAFA (2.5D)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 86.6 | — | — | |
| CAFAAdaptation Setting=UDA, Input Dimensionality=2.5D2025.10 | 86.6 | — | — | |
| DA-ISC (2.5D)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 85.6 | 72.7 | 63.8 | |
| DA-ISCAdaptation Setting=UDA, Input Dimensionality=2.5D2025.10 | 85.6 | 72.7 | 63.8 | |
| WDA-Net (0%)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 85.5 | 72.3 | 60.6 | |
| WDA-NetAdaptation Setting=UDA, Annotation Percentage=0%2025.10 | 85.5 | 72.3 | 60.6 | |
| DAMT-NetPrompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 85.4 | 72.3 | 63.7 | |
| DAMT-NetAdaptation Setting=UDA2025.10 | 85.4 | 72.3 | 63.7 | |
| AdaptSegNetAdaptation Setting=UDA2025.10 | 84.7 | 71.2 | 58.1 | |
| Med-SA+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 83.8 | 68.1 | 59 | |
| UALRPrompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 83.8 | 69.7 | 60 | |
| Med-SAAdaptation Setting=NoAdapt, Interaction Mode=Interact, Fine-tuned on source=true2025.10 | 83.8 | 68.1 | 59 | |
| UALRAdaptation Setting=UDA2025.10 | 83.8 | 69.7 | 60 | |
| WeSAM (15%)+Prompts (Training)=true, Prompts (Testing)=true, Type=WDA (Interact.), Fine-tuning=using source data and target data with 15% sparse point labels2025.09 | 82.3 | 66 | 65.5 | |
| Our Source ModelPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.09 | 78.1 | 62.8 | 55.5 | |
| SAM-Med2D+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 78.1 | 61.2 | 42.2 | |
| SACAdaptation Setting=UDA2025.10 | 77.9 | 60.7 | 37.6 | |
| Our source modelAdaptation Setting=NoAdapt2025.10 | 73.8 | 57.1 | 43 | |
| Med-SAPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt, Fine-tuning=using the source data2025.09 | 72.4 | 55 | 33.4 | |
| Med-SAAdaptation Setting=NoAdapt, Fine-tuned on source=true2025.10 | 72.4 | 55 | 33.4 | |
| SAM+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 40.3 | 4.6 | 26.6 | |
| SAMAdaptation Setting=NoAdapt, Interaction Mode=Interact2025.10 | 40.3 | 4.6 | 26.6 | |
| SAM-Med2DPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.09 | 22.5 | — | — | |
| SAMPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.09 | 20.8 | 11.4 | 18.7 | |
| SAMAdaptation Setting=NoAdapt2025.10 | 20.8 | 11.4 | 18.7 | |
| WeSAM (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA, Fine-tuning=using the source data2025.09 | 3.6 | 1.3 | 1.6 |