Medical Image Segmentation on PROMISE12 (test)
88.74DiceOFL-SAM2
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OFL-SAM2Training set=3 volumes2025.12 | 88.74 | 6.49 | — | |
| OFL-SAM2Training set=2 volumes2025.12 | 88.07 | 7.18 | — | |
| H-SAMTraining set=3 volumes2025.12 | 87.27 | 7.46 | — | |
| SurgicalSAMTraining set=3 volumes2025.12 | 86.74 | 9.61 | — | |
| SAMedTraining set=3 volumes2025.12 | 86.12 | 10.57 | — | |
| H-SAMTraining set=2 volumes2025.12 | 85.44 | 9.3 | — | |
| SurgicalSAMTraining set=2 volumes2025.12 | 84.93 | 10.62 | — | |
| FATE-SAM2Training set=3 volumes2025.12 | 84.58 | 11.18 | — | |
| SAMedTraining set=2 volumes2025.12 | 84.07 | 11.75 | — | |
| FS-MedSAM2Training set=3 volumes2025.12 | 83.88 | 12.03 | — | |
| FATE-SAM2Training set=2 volumes2025.12 | 83.43 | 12.16 | — | |
| FS-MedSAM2Training set=2 volumes2025.12 | 82.89 | 12.64 | — | |
| SAM2 (mask)Training set=None2025.12 | 80.44 | 15.26 | — | |
| CM-TTATrainable Params (K)=1.022026.06 | 73.96 | — | 10.91 | |
| TPTTrainable Params (K)=1.022026.06 | 72.05 | — | 12.57 | |
| TTLTrainable Params (K)=655.362026.06 | 71.6 | — | 13.08 | |
| TENTTrainable Params (K)=163.842026.06 | 71.19 | — | 13.86 | |
| ZEROTrainable Params (K)=0.002026.06 | 71.17 | — | 13.75 | |
| HisTPTTrainable Params (K)=1.022026.06 | 71.15 | — | 13.73 | |
| No adaptTrainable Params (K)=0.002026.06 | 70.79 | — | 14.59 |