Nuclei Segmentation on PanNuke transfer from TNBC (test)
71.57Dice ScoreTrans-SAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Trans-SAMSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 71.57 | 58.68 | |
| UNetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 68.03 | 54.36 | |
| Swin-UnetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 63.63 | 49.15 | |
| prompt-free lightweight SAM adaptationSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 60.56 | 47.33 | |
| UCTransNetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 58.73 | 44.16 | |
| SAM + LoRASource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 52.16 | 38.64 | |
| SAMSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 26.84 | 16.51 |