Nuclei Instance Segmentation on CryoNuSeg (test)
91.52DICEDisco
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DiscoSource=Ours2026.02 | 91.52 | 61.34 | 71.53 | 83.29 | 59.7 | — | |
| FCISSource=ICML 20252026.02 | 89.77 | 59.44 | 69.29 | 81.73 | 57.93 | — | |
| CellPoseSource=NAT METHODS 20252026.02 | 88.69 | 58.76 | 68.61 | 80.94 | 57.24 | — | |
| CPP-NetSource=IEEE TIP 20232026.02 | 87.84 | 59.67 | 67.42 | 79.68 | 53.79 | — | |
| DCANSource=CVPR 20162026.02 | 86.49 | 52.73 | 61.84 | 72.64 | 46.82 | — | |
| NucleiSegNetSource=CBM 20212026.02 | 86.45 | 57.64 | 66.73 | 78.41 | 52.33 | — | |
| Un-SAMSource=MIA 20252026.02 | 86.27 | 56.71 | 65.94 | 78.15 | 55.67 | — | |
| DoNetSource=CVPR 20232026.02 | 85.94 | 54.96 | 65.84 | 78.15 | 51.47 | — | |
| HoverNetSource=MIA 20192026.02 | 84.32 | 55.85 | 64.49 | 75.43 | 49.65 | — | |
| SAMPOzero-shot=true, fine-tuned=false2025.08 | 77.94 | — | — | — | — | 64.71 | |
| DDTNetSupervision=point-supervised2024.06 | 68.32 | 34.05 | 41.83 | 66.86 | 27.91 | — | |
| DoNuSegSupervision=point-supervised2024.06 | 67.22 | 44.08 | 46.41 | 65.74 | 30.58 | — | |
| MaskGA-NetSupervision=point-supervised2024.06 | 65.94 | 40.13 | 41.18 | 67.47 | 28.19 | — | |
| SAM3zero-shot=true, fine-tuned=false2025.08 | 64.1 | — | — | — | — | 50.75 | |
| SC-NetSupervision=point-supervised2024.06 | 63.17 | 38.63 | 38.82 | 65.32 | 25.43 | — | |
| PseudoEdgeNetSupervision=point-supervised2024.06 | 60.42 | 36.78 | 35.03 | 63.1 | 22.37 | — | |
| WeakSegSupervision=point-supervised2024.06 | 59.08 | 29.07 | 34.97 | 62.91 | 23.78 | — | |
| SAM2zero-shot=true, fine-tuned=false2025.08 | 35.78 | — | — | — | — | 22.24 |