Nuclei Segmentation on MoNuSeg transfer from TNBC (test)
79.45Dice Scoreprompt-free lightweight SAM adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| prompt-free lightweight SAM adaptationSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 79.45 | 66.18 | |
| UCTransNetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 68.8 | 53.58 | |
| SAM + LoRASource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 52.09 | 39.92 | |
| SAMSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 51.28 | 39.51 | |
| TSCA-NetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 46.76 | 41.36 | |
| Swin-UnetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 41.92 | 30.52 | |
| Trans-SAMSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 17.94 | 10.61 | |
| UNetSource Training Dataset=MoNuSeg, Evaluation Protocol=Cross-dataset generalization2026.03 | 16.2 | 10.31 | |
| TSCA-NetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.8901 | 0.6597 | |
| prompt-free lightweight SAM adaptationSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.8019 | 0.6706 | |
| SAMSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.7895 | 0.6543 | |
| SAM + LoRASource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.788 | 0.6543 | |
| Trans-SAMSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.6981 | 0.5376 | |
| Swin-UnetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.6881 | 0.5288 | |
| UNetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.66 | 0.4991 | |
| UCTransNetSource Training Dataset=TNBC, Evaluation Protocol=Cross-dataset generalization2026.03 | 0.617 | 0.4542 |