Nuclei Segmentation on MoNuSeg transfer from PanNuke (test)
80.65Dice Scoreprompt-free lightweight SAM adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| prompt-free lightweight SAM adaptationSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 80.65 | 67.66 | |
| SAMSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 76.16 | 61.81 | |
| SAM + LoRASource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 76.02 | 61.53 | |
| Swin-UnetSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 74.2 | 59.14 | |
| Trans-SAMSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 56.31 | 41.42 | |
| UNetSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 51.43 | 34.9 | |
| UCTransNetSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 36.38 | 24.36 |