Nuclei Segmentation on TNBC transfer from PanNuke (test)
68.81Dice Scoreprompt-free lightweight SAM adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| prompt-free lightweight SAM adaptationSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 68.81 | 54.57 | |
| SAMSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 60.45 | 44.89 | |
| SAM + LoRASource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 55.17 | 40.15 | |
| Trans-SAMSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 48.29 | 33.68 | |
| Swin-UnetSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 39.4 | 27.84 | |
| UCTransNetSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 37.2 | 28.53 | |
| UNetSource Training Dataset=PanNuke, Evaluation Protocol=Cross-dataset generalization2026.03 | 12.39 | 7.28 |