Instance Segmentation on MitoEM Human -> Rat R (test)
94.6Dice (%)Supervised model
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Supervised modelType=Oracle2025.09 | 94.6 | 86.4 | 79.2 | |
| Prompt-DAS (15%)+Prompts (Training)=true, Prompts (Testing)=true, Type=WDA (Interact.)2025.09 | 93.5 | 84.4 | 74.2 | |
| Prompt-DAS (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA2025.09 | 93.3 | 83.6 | 74.5 | |
| Prompt-DAS (0%)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 92.4 | 82.2 | 74.3 | |
| WDA-Net (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA2025.09 | 91.7 | 80.7 | 74 | |
| 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 | 89.9 | 79.6 | 73.9 | |
| Our Source Model+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 89.8 | 78.8 | 74.1 | |
| CAFA (2.5D)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 89.2 | — | — | |
| DAMT-NetPrompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 88.7 | 76.3 | 61.8 | |
| Our Source ModelPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.09 | 88.6 | 76.7 | 68.7 | |
| DA-ISC (2.5D)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 88.6 | 75.7 | 65.8 | |
| WDA-Net (0%)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 88.2 | 74.5 | 59 | |
| UALRPrompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.09 | 86.3 | 71.6 | 53.7 | |
| Med-SA+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 86.2 | 70.2 | 59.9 | |
| Med-SAPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt, Fine-tuning=using the source data2025.09 | 75.5 | 56.6 | 27.5 | |
| SAM-Med2D+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 72.6 | 55.6 | 39.7 | |
| SAM+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.09 | 40.6 | 1.2 | 26.2 | |
| SAMPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.09 | 32 | 14.3 | 30 | |
| SAM-Med2DPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.09 | 15.9 | — | — | |
| WeSAM (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA, Fine-tuning=using the source data2025.09 | 7.5 | 0.1 | 2.2 |