Nuclei Instance Segmentation on GlaS (test)
72.1Dice CoefficientFull-supervised
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full-supervisedUDA scenario=Dpath -> GlaS2022.07 | 72.1 | 42.3 | 53.9 | 76.5 | 41.1 | |
| SAM3Prompt=one point per instance2026.05 | 70.4 | 32.7 | — | — | — | |
| SAM3 + CoPPrompt=one point per cell type2026.05 | 67.3 | 29.2 | — | — | — | |
| CAPL-NetUDA scenario=Dpath -> GlaS, Time cost=45 s/iter, Number of Parameters=3.7M2022.07 | 65.1 | 29.6 | 38.5 | 73.4 | 28.1 | |
| BaselineUDA scenario=Dpath -> GlaS, Time cost=45 s/iter, Number of Parameters=3.7M2022.07 | 64.5 | 28.8 | 37.4 | 73.9 | 27.5 | |
| CellViTPrompt=pixel-level supervision2026.05 | 64.3 | 26.5 | — | — | — | |
| Yang et al.UDA scenario=Dpath -> GlaS2022.07 | 63.9 | 29.4 | 37.7 | 73.5 | 27.5 | |
| CA-SAM2Prompt=pixel-level supervision2026.05 | 59.3 | 21.3 | — | — | — | |
| PDAMUDA scenario=Dpath -> GlaS2022.07 | 57.1 | 29.8 | 40 | 66.7 | 26.7 | |
| µSAMPrompt=one point per instance2026.05 | 52.9 | 27.9 | — | — | — | |
| Source OnlyUDA scenario=Dpath -> GlaS, Time cost=35 s/iter, Number of Parameters=3.7M2022.07 | 49.4 | 26.4 | 35.9 | 73.2 | 26.2 | |
| µSAM + CoPPrompt=one point per cell type2026.05 | 49.1 | 25.2 | — | — | — | |
| YOLOEPrompt=visual prompt2026.05 | 30.3 | 0.1 | — | — | — | |
| Rex-OmniPrompt=text prompt2026.05 | 15.4 | 0.4 | — | — | — | |
| Rex-OmniPrompt=visual prompt2026.05 | 12.5 | 1.6 | — | — | — | |
| CellPose3Prompt=pixel-level supervision2026.05 | 8 | 3.3 | — | — | — | |
| SAM3Prompt=visual prompt2026.05 | 0.3 | 0 | — | — | — | |
| SAM3Prompt=text prompt2026.05 | 0.2 | 0 | — | — | — | |
| YOLOEPrompt=text prompt2026.05 | 0 | 0 | — | — | — |