Nuclear Instance Segmentation on MoNuSeg
65.7AJICellViT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CellViTSAM=true2025.11 | 65.7 | 63.7 | 84.5 | 75.4 | 80.2 | |
| CellposeSAM=false2025.11 | 62.7 | 61.1 | 82.4 | 74.2 | 80.6 | |
| SPROUTSAM=true2025.11 | 62.1 | 60.1 | 81.7 | 73.6 | 79.5 | |
| SPROUTSAM=✓, Supervision=training-free†2025.11 | 62.1 | 60.1 | 81.7 | 73.6 | 79.5 | |
| CellSAMSAM=true2025.11 | 60.6 | 61 | 81.5 | 74.9 | 78.8 | |
| SC-NetSAM=✗, Supervision=point2025.11 | 53.9 | 45 | 64.8 | 69.4 | 73.2 | |
| SPN+IENSAM=✗, Supervision=point2025.11 | 52.1 | 43.6 | 66.1 | 66 | 67.7 | |
| COINSAM=✓, Supervision=unsupervised†2025.11 | 51.9 | 41 | 58.1 | 70.6 | 74.8 | |
| Med-SAMSAM=✓, Supervision=fully2025.11 | 51.1 | 49.3 | 67.9 | 72.7 | 77.2 | |
| MedSAMSAM=✓, Supervision=box⋆2025.11 | 50.2 | 32.7 | 51.4 | 75.2 | 68.7 | |
| UN-SAMSAM=✓, Supervision=fully2025.11 | 48.2 | 47.7 | 65.6 | 72.8 | 79.2 | |
| DES-SAMSAM=✓, Supervision=box2025.11 | 46.3 | 42.9 | 62.1 | 69.1 | 67.2 | |
| U-NetSAM=✗, Supervision=fully2025.11 | 42.1 | 40.3 | 57.1 | 70.5 | 63.5 | |
| PathoSAMSAM=true2025.11 | 31.6 | 11.6 | 18.6 | 62.1 | 53.3 | |
| SAMSAM=✓, Supervision=point⋆2025.11 | 6.1 | 26.2 | 38.4 | 75.1 | 35.3 |