Nuclear Instance Segmentation on TNBC
80.9AJIµSAM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| µSAMPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 80.9 | 89.3 | — | — | — | — | |
| µSAM + CoPPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 80.5 | 88.4 | — | — | — | — | |
| SAM3Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 75.2 | 86.3 | — | — | — | — | |
| SAM3 + CoPPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 75 | 86.4 | — | — | — | — | |
| NuNext2026.03 | 69.8 | — | 86.3 | 79.2 | 68.3 | — | |
| FICS2026.03 | 68.8 | — | 83.5 | 79.9 | 66.8 | — | |
| CellNuc-DETR2026.03 | 68.2 | — | 85.8 | 79.8 | 68.5 | — | |
| DPA-P2PNet2026.03 | 67.1 | — | 83.9 | 79.7 | 66.9 | — | |
| CellViTPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 66.9 | 81.7 | — | — | — | — | |
| CellViT-H2026.03 | 66.6 | — | 83.4 | 79.5 | 66.5 | — | |
| CPP-Net2026.03 | 66.5 | — | 84.4 | 78.2 | 66.3 | — | |
| StarDist2026.03 | 65.4 | — | 82.9 | 77.4 | 64.3 | — | |
| Hover-Net2026.03 | 65.2 | — | 81.3 | 80.3 | 65.3 | — | |
| PointNu-Net2026.03 | 65.2 | — | 82 | 78.5 | 65.8 | — | |
| SMILE2026.03 | 64.9 | — | 81.5 | 79.5 | 65 | — | |
| CA-SAM2Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 64.4 | 79.9 | — | — | — | — | |
| HoVer-NetInitial Training Dataset=Kumar2018.12 | 59 | 74.9 | 74.3 | 75.9 | 57.8 | — | |
| SegNet + WSInitial Training Dataset=Kumar2018.12 | 55.9 | 75.8 | 73.4 | 75 | 55.4 | — | |
| DCANInitial Training Dataset=Kumar2018.12 | 53.7 | 72.5 | 68.3 | 72 | 49.5 | — | |
| Micro-NetInitial Training Dataset=Kumar2018.12 | 53.1 | 70.1 | 65.6 | 75.3 | 49.7 | — | |
| Mask-RCNNInitial Training Dataset=Kumar2018.12 | 52.9 | 70.5 | 72.6 | 74.2 | 54.3 | — | |
| DISTInitial Training Dataset=Kumar2018.12 | 52.3 | 71.9 | 54.9 | 71.4 | 40.4 | — | |
| U-NetInitial Training Dataset=Kumar2018.12 | 51.4 | 68.1 | 63.5 | 67.6 | 44.2 | — | |
| FCN8 + WSInitial Training Dataset=Kumar2018.12 | 50.6 | 72.6 | 66.2 | 72.3 | 48 | — | |
| CellPose3Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 22.4 | 36.5 | — | — | — | — |