Nuclei Instance Segmentation on Kumar 1.0 (All)
84.78DicePrompt Group-Aware Training
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Prompt Group-Aware TrainingProtocol=Zero-shot2026.03 | 84.78 | — | |
| SAMPOProtocol=Zero-shot2026.03 | 83.19 | — | |
| CNN32022.06 | 82.67 | 50.83 | |
| TAFE + InsMixBackbone=DenseNet-1212022.06 | 82.56 | 63.31 | |
| TAFEBackbone=DenseNet-1212022.06 | 82.06 | 61.52 | |
| Mask R-CNN2022.06 | 81.86 | 57.86 | |
| HoVer-Net + InsMixBackbone=ResNet-502022.06 | 81.02 | 58.66 | |
| HoVer-NetBackbone=ResNet-502022.06 | 80.52 | 58.03 | |
| Prompt Group-Aware TrainingProtocol=Zero-shot2026.03 | 80.5 | — | |
| NB-Net2022.06 | 80.03 | 56.86 | |
| SAMPOProtocol=Zero-shot2026.03 | 78.45 | — | |
| SAM3Protocol=Zero-shot2026.03 | 53.22 | — | |
| SAM2Protocol=Zero-shot2026.03 | 40.77 | — | |
| SAM2Protocol=Zero-shot2026.03 | 36.29 | — | |
| SAM3Protocol=Zero-shot2026.03 | 34.53 | — | |
| DIST2022.06 | — | 55.95 |