Nuclei Instance Segmentation on CoNSeP (test)
0.855DICEGC-MHVN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GC-MHVNPre-training=Lizard [16]2022.08 | 0.855 | — | — | — | 0.576 | 0.559 | — | — | — | |
| HoVer-Net2022.08 | 0.853 | — | — | — | 0.571 | 0.547 | — | — | — | |
| CDNet2022.08 | 0.853 | — | — | — | 0.571 | — | — | — | — | |
| MHVNPre-training=Lizard [16]2022.08 | 0.849 | — | — | — | 0.569 | 0.554 | — | — | — | |
| BiT101Pre-training=Lizard [16]2022.08 | 0.848 | — | — | — | 0.57 | 0.554 | — | — | — | |
| Pre-ResNet50Pre-training=Lizard [16]2022.08 | 0.844 | — | — | — | 0.543 | 0.519 | — | — | — | |
| DIST2022.08 | 0.804 | — | — | — | 0.502 | 0.398 | — | — | — | |
| CellViTPrompt=pixel-level supervision2026.05 | 0.802 | — | — | — | 0.495 | — | — | — | — | |
| Micro-Net2022.08 | 0.794 | — | — | — | 0.527 | 0.449 | — | — | — | |
| SAM3Prompt=one point per instance2026.05 | 0.76 | — | — | — | 0.411 | — | — | — | — | |
| Mask-RCNN2022.08 | 0.74 | — | — | — | 0.474 | 0.46 | — | — | — | |
| SAM3 + CoPPrompt=one point per cell type2026.05 | 0.729 | — | — | — | 0.374 | — | — | — | — | |
| U-Net2022.08 | 0.724 | — | — | — | 0.482 | 0.328 | — | — | — | |
| CA-SAM2Prompt=pixel-level supervision2026.05 | 0.7 | — | — | — | 0.382 | — | — | — | — | |
| WeakSegSupervision=point-supervised2024.06 | 0.6332 | 0.3497 | 0.6491 | — | 0.3341 | 0.2317 | — | — | — | |
| DoNuSegSupervision=point-supervised2024.06 | 0.602 | 0.3668 | 0.6233 | — | 0.3639 | 0.2395 | — | — | — | |
| DDTNetSupervision=point-supervised2024.06 | 0.5882 | 0.2833 | 0.652 | — | 0.2958 | 0.2067 | — | — | — | |
| SC-NetSupervision=point-supervised2024.06 | 0.4995 | 0.2777 | 0.5712 | — | 0.317 | 0.2158 | — | — | — | |
| µSAMPrompt=one point per instance2026.05 | 0.47 | — | — | — | 0.316 | — | — | — | — | |
| µSAM + CoPPrompt=one point per cell type2026.05 | 0.431 | — | — | — | 0.286 | — | — | — | — | |
| CellPose3Prompt=pixel-level supervision2026.05 | 0.354 | — | — | — | 0.158 | — | — | — | — | |
| Rex-OmniPrompt=visual prompt2026.05 | 0.348 | — | — | — | 0.126 | — | — | — | — | |
| PseudoEdgeNetSupervision=point-supervised2024.06 | 0.3307 | 0.1438 | 0.5254 | — | 0.2207 | 0.1526 | — | — | — | |
| Rex-OmniPrompt=text prompt2026.05 | 0.316 | — | — | — | 0.151 | — | — | — | — | |
| MaskGA-NetSupervision=point-supervised2024.06 | 0.2869 | 0.1997 | 0.5237 | — | 0.207 | 0.1881 | — | — | — | |
| SAM3Prompt=text prompt2026.05 | 0.001 | — | — | — | 0 | — | — | — | — | |
| SAM3Prompt=visual prompt2026.05 | 0.001 | — | — | — | 0 | — | — | — | — | |
| YOLOEPrompt=text prompt2026.05 | 0 | — | — | — | 0 | — | — | — | — | |
| YOLOEPrompt=visual prompt2026.05 | 0 | — | — | — | 0 | — | — | — | — | |
| CellViT-256Patch Size=256x256, Overlap=64px2024.08 | — | 0.668 | 0.757 | — | — | 0.507 | 0.779 | 0.696 | 0.731 | |
| CellViT-256Patch Size=1024x10242024.08 | — | 0.665 | 0.759 | — | — | 0.507 | 0.78 | 0.712 | 0.74 | |
| CellViT-SAM-HPatch Size=256x256, Overlap=64px2024.08 | — | 0.706 | 0.776 | — | — | 0.549 | 0.817 | 0.712 | 0.757 | |
| CellViT-SAM-HPatch Size=1024x10242024.08 | — | 0.714 | 0.771 | — | — | 0.552 | 0.793 | 0.766 | 0.775 | |
| DIST2021.11 | — | 0.544 | 0.728 | 0.398 | — | — | — | — | — | |
| DSF-CNN2022.08 | — | — | — | — | — | 0.597 | — | — | — | |
| HoVer-Net2021.11 | — | 0.702 | 0.778 | 0.547 | — | — | — | — | — | |
| Mask-RCNN2021.11 | — | 0.619 | 0.74 | 0.46 | — | — | — | — | — | |
| Micro-Net2021.11 | — | 0.6 | 0.745 | 0.449 | — | — | — | — | — | |
| NuLite-HPatch Size=256x256, Overlap=64px2024.08 | — | 0.697 | 0.771 | — | — | 0.539 | 0.815 | 0.717 | 0.759 | |
| NuLite-HPatch Size=1024x10242024.08 | — | 0.705 | 0.773 | — | — | 0.547 | 0.807 | 0.731 | 0.763 | |
| NuLite-MPatch Size=256x256, Overlap=64px2024.08 | — | 0.695 | 0.77 | — | — | 0.537 | 0.836 | 0.717 | 0.768 | |
| NuLite-MPatch Size=1024x10242024.08 | — | 0.707 | 0.772 | — | — | 0.547 | 0.824 | 0.731 | 0.771 | |
| NuLite-TPatch Size=256x256, Overlap=64px2024.08 | — | 0.677 | 0.763 | — | — | 0.518 | 0.785 | 0.694 | 0.732 | |
| NuLite-TPatch Size=1024x10242024.08 | — | 0.681 | 0.763 | — | — | 0.521 | 0.758 | 0.686 | 0.716 | |
| PointNu-Net2021.11 | — | 0.714 | 0.762 | 0.555 | — | — | — | — | — | |
| Triple U-Net2021.11 | — | — | — | 0.562 | — | — | — | — | — | |
| U-Net2021.11 | — | 0.488 | 0.671 | 0.328 | — | — | — | — | — |