Panoptic Segmentation on PanNuke (three-fold cross-validation)
58.4NeoplasticLKCell
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LKCell2026.01 | 58.4 | 43.7 | 15.5 | 42.5 | 58.5 | |
| CellViT2026.01 | 58.1 | 41.7 | 14.9 | 42.3 | 58.3 | |
| LSP-DETR2026.01 | 57.4 | 41.3 | 13 | 40.8 | 54.5 | |
| HoVer-NeXt2026.01 | 53.6 | 41.8 | 15.4 | 41.5 | 51.5 | |
| LKCell-LParams(M)=163.84, FLOPS(G)=47.862024.07 | 0.586 | 0.438 | 0.172 | 0.417 | 0.584 | |
| LKCell-BParams(M)=122.53, FLOPS(G)=46.252024.07 | 0.585 | 0.44 | 0.144 | 0.414 | 0.579 | |
| CellViT-SAM-HParams(M)=699.74, FLOPS(G)=214.332024.07 | 0.581 | 0.417 | 0.149 | 0.423 | 0.583 | |
| CellViT256Params(M)=46.75, FLOPS(G)=132.892024.07 | 0.567 | 0.405 | 0.144 | 0.405 | 0.559 | |
| HoVer-Net2024.07 | 0.551 | 0.417 | 0.139 | 0.388 | 0.491 | |
| Micro-Net2024.07 | 0.504 | 0.333 | 0.051 | 0.334 | 0.442 | |
| Mask-RCNN2024.07 | 0.472 | 0.29 | 0.069 | 0.3 | 0.403 | |
| DIST2024.07 | 0.439 | 0.343 | 0 | 0.275 | 0.29 |