Nuclei Segmentation on DSB
93.12Dice ScoreUN-SAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UN-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 93.12 | 87.41 | 93.3 | |
| Med-SAManual prompt=Point, Fine-tuned=Yes2025.08 | 92.52 | 86.45 | 92.8 | |
| SAMedManual prompt=Point, Fine-tuned=Yes2025.08 | 92.39 | 86.27 | 92.66 | |
| PromptNucSegManual prompt=No, Fine-tuned=Yes2025.08 | 92.29 | 86.18 | 92.81 | |
| CellSAMManual prompt=No, Fine-tuned=Yes2025.08 | 92.14 | 85.73 | 92.35 | |
| nnU-NetManual prompt=No, Fine-tuned=Yes2025.08 | 91.61 | 85 | 91.96 | |
| H-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 91.52 | 84.79 | 91.83 | |
| Attention-UNetManual prompt=No, Fine-tuned=Yes2025.08 | 91.38 | 84.76 | 91.79 | |
| SACManual prompt=No, Fine-tuned=Yes2025.08 | 91.36 | 87.35 | 91.03 | |
| TransUNetManual prompt=No, Fine-tuned=Yes2025.08 | 90.76 | 83.73 | 91.08 | |
| All-in-SAMManual prompt=No, Fine-tuned=Yes2025.08 | 90.73 | 83.86 | 91.2 | |
| Unet++Manual prompt=No, Fine-tuned=Yes2025.08 | 90.48 | 83.53 | 90.96 | |
| U-NetManual prompt=No, Fine-tuned=Yes2025.08 | 88.16 | 81.42 | 89.49 | |
| SAMPOManual prompt=Point, Fine-tuned=No2025.08 | 87.04 | 78.58 | 86.6 | |
| Med-SAManual prompt=No, Fine-tuned=Yes2025.08 | 82.84 | 75.24 | 83.14 | |
| SAMedManual prompt=No, Fine-tuned=Yes2025.08 | 82.62 | 75.07 | 82.94 | |
| Original SAMManual prompt=Point, Fine-tuned=Yes2025.08 | 70.72 | 59.1 | 74.56 | |
| SAM3Manual prompt=Text, Fine-tuned=No2025.08 | 62.2 | 71.28 | 61.49 | |
| SAM2Manual prompt=Point, Fine-tuned=No2025.08 | 57.98 | 43.9 | 58.24 | |
| Original SAMManual prompt=No, Fine-tuned=Yes2025.08 | 36.49 | 25.83 | 49.04 |