Nuclei Segmentation on PanNuke transfer from MoNuSeg (test)
70.73Dice Scoreprompt-free lightweight SAM adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| prompt-free lightweight SAM adaptationSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 70.73 | 57.83 | |
| UNetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 66.49 | 53.17 | |
| Swin-UnetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 56.63 | 41.22 | |
| SAMSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 54.35 | 40.34 | |
| SAM + LoRASource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 54.15 | 40.51 | |
| UCTransNetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 51.7 | 36.73 | |
| Trans-SAMSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 49.25 | 36.73 |