Cell Segmentation on MoNuSeg
73.2AJI (Object)µSAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| µSAMPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 73.2 | — | — | 84.9 | |
| µSAM + CoPPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 72.9 | — | — | 84.5 | |
| SAM3Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 71.2 | — | — | 83.8 | |
| SAM3 + CoPPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 70.6 | — | — | 83.7 | |
| Competition Winnerlocalization (Loc)=true, contour (Cnt)=true2023.08 | 69.1 | — | — | — | |
| MDMLabeled Data Percentage=100%2023.08 | 68.25 | — | — | 81.01 | |
| CellViTPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 67.6 | — | — | 83.2 | |
| DDPMLabeled Data Percentage=100%2023.08 | 67.31 | — | — | 80.31 | |
| UNet++Labeled Data Percentage=100%2023.08 | 67.3 | — | — | 80.33 | |
| Swin UNETRLabeled Data Percentage=100%2023.08 | 66.81 | — | — | 79.99 | |
| AttUNetLabeled Data Percentage=100%2023.08 | 66.55 | — | — | 79.74 | |
| MDMLabeled Data Percentage=10%2023.08 | 66.43 | — | — | 79.71 | |
| UCTransNetLabeled Data Percentage=100%2023.08 | 65.57 | — | — | 78.8 | |
| CA-SAM2Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 64.5 | — | — | 80.7 | |
| MedTLabeled Data Percentage=100%2023.08 | 63.48 | — | — | 77.55 | |
| CDNetlocalization (Loc)=true, contour (Cnt)=true2023.08 | 63.3 | — | — | 83.2 | |
| MAELabeled Data Percentage=10%2023.08 | 61.61 | — | — | 76.19 | |
| UNetLabeled Data Percentage=100%2023.08 | 60.22 | — | — | 74.56 | |
| DDPMLabeled Data Percentage=10%2023.08 | 60.03 | — | — | 74.37 | |
| UNet++Labeled Data Percentage=10%2023.08 | 59.49 | — | — | 74.26 | |
| MAELabeled Data Percentage=100%2023.08 | 58.62 | — | — | 73.68 | |
| Swin UNETRLabeled Data Percentage=10%2023.08 | 57.36 | — | — | 72.47 | |
| AttUNetLabeled Data Percentage=10%2023.08 | 55.72 | — | — | 70.87 | |
| PSMlocalization (Loc)=false, contour (Cnt)=false2023.08 | 54.2 | 61 | 76.2 | 72.4 | |
| Unet*localization (Loc)=true, contour (Cnt)=true, trained from scratch=true2023.08 | 51.1 | 60.6 | 74.5 | 71.5 | |
| MedTLabeled Data Percentage=10%2023.08 | 50.6 | — | — | 64.49 | |
| Hou et al.localization (Loc)=false, contour (Cnt)=false2023.08 | 49.8 | — | 75 | — | |
| Qu et al.localization (Loc)=true, contour (Cnt)=false2023.08 | 49.6 | 57.9 | 73.2 | 70.2 | |
| Tian et al.localization (Loc)=true, contour (Cnt)=false2023.08 | 49.3 | 62.4 | 76.4 | 71.3 | |
| UCTransNetLabeled Data Percentage=10%2023.08 | 48.78 | — | — | 64.33 | |
| CyCADAlocalization (Loc)=false, contour (Cnt)=false2023.08 | 47.2 | — | 70.5 | — | |
| UNetLabeled Data Percentage=10%2023.08 | 41.06 | — | — | 54.79 | |
| CellPose3Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.05 | 31.6 | — | — | 49.9 | |
| Fijilocalization (Loc)=false, contour (Cnt)=false2023.08 | 27.3 | — | 66.5 | 64.9 | |
| CellProfilerlocalization (Loc)=false, contour (Cnt)=false2023.08 | 12.3 | — | 40.4 | 59.7 | |
| MedTlocalization (Loc)=true, contour (Cnt)=true2023.08 | — | 66.2 | 79.5 | — |