Nuclei Segmentation on SegPC
89.01Dice ScoreUN-SAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UN-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 89.01 | 82.14 | 89.88 | |
| SACManual prompt=No, Fine-tuned=Yes2025.08 | 87.45 | 79.27 | 88.32 | |
| PromptNucSegManual prompt=No, Fine-tuned=Yes2025.08 | 87.39 | 80.83 | 87.79 | |
| Med-SAManual prompt=Point, Fine-tuned=Yes2025.08 | 87.39 | 79.54 | 88.54 | |
| nnU-NetManual prompt=No, Fine-tuned=Yes2025.08 | 87.35 | 79.32 | 88.48 | |
| SAMedManual prompt=Point, Fine-tuned=Yes2025.08 | 86.87 | 78.68 | 87.9 | |
| H-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 85.92 | 76.17 | 86.05 | |
| Unet++Manual prompt=No, Fine-tuned=Yes2025.08 | 85.61 | 77.1 | 87.04 | |
| All-in-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 85.51 | 78.59 | 86.75 | |
| U-NetManual prompt=No, Fine-tuned=Yes2025.08 | 84.89 | 76.2 | 86.75 | |
| Attention-UNetManual prompt=No, Fine-tuned=Yes2025.08 | 84.25 | 75.91 | 85.75 | |
| CellSAMManual prompt=No, Fine-tuned=Yes2025.08 | 83.16 | 74.05 | 83.51 | |
| TransUNetManual prompt=No, Fine-tuned=Yes2025.08 | 82.91 | 73.85 | 84.53 | |
| SAMedManual prompt=No, Fine-tuned=Yes2025.08 | 77.96 | 67.22 | 79.74 | |
| Med-SAManual prompt=No, Fine-tuned=Yes2025.08 | 77.59 | 66.92 | 78.87 | |
| Original SAMManual prompt=Point, Fine-tuned=Yes2025.08 | 62.67 | 44.78 | 72.74 | |
| SAMPOManual prompt=Point, Fine-tuned=No2025.08 | 62.67 | 47.54 | 62.45 | |
| SAM2Manual prompt=Point, Fine-tuned=No2025.08 | 44.34 | 30.43 | 43.2 | |
| Original SAMManual prompt=No, Fine-tuned=Yes2025.08 | 39.88 | 19.17 | 40.4 | |
| SAM3Manual prompt=Text, Fine-tuned=No2025.08 | 30.9 | 44.87 | 30.42 |