Nuclear Segmentation on CPM 17
89.7Dice ScoreTransUNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TransUNetFrozen Params. (M)=-, Seg. Head Params. (M)=105.28, Evaluation Protocol=End-to-end, Input Resolution=4962026.05 | 89.7 | 88.1 | |
| KaikoFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 88.2 | 86.6 | |
| H-Optimus-0Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 88.1 | 86.9 | |
| CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=21.21, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(B)), Input Resolution=2562026.05 | 88 | 88.3 | |
| H-Optimus-1Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.9 | 87 | |
| VirchowFrozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.6 | 87.3 | |
| HibouFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.5 | 87.2 | |
| nnUNetFrozen Params. (M)=-, Seg. Head Params. (M)=12.19, Evaluation Protocol=End-to-end, Input Resolution=4962026.05 | 87.5 | 84.2 | |
| Phikon-v2Frozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.4 | 86.8 | |
| UNI2-hFrozen Params. (M)=681, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.3 | 86.4 | |
| ViT-AdapterFrozen Params. (M)=-, Seg. Head Params. (M)=133.52, Evaluation Protocol=End-to-end, Input Resolution=4962026.05 | 87.2 | 87.7 | |
| Prov-GigapathFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.1 | 86.3 | |
| PhikonFrozen Params. (M)=86.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 87.1 | 87.3 | |
| CONCHFrozen Params. (M)=90.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 86.7 | 87.7 | |
| UNIFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 86.7 | 85.4 | |
| CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=7.15, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(A)), Input Resolution=2562026.05 | 86.5 | 90.1 | |
| Virchow2Frozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 86.3 | 85.1 | |
| PathOrchestraFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 86.1 | 85.6 | |
| CONCHv1.5Frozen Params. (M)=306, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 85.8 | 86.3 | |
| Midnight-12kFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 84.5 | 83.1 | |
| CMD-LFrozen Params. (M)=602, Evaluation Protocol=Linear Probe, Input Resolution=2562026.05 | 84.1 | 87.8 | |
| MUSKFrozen Params. (M)=675, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.05 | 73.7 | 72.8 | |
| VISTAFrozen Params. (M)=168, Seg. Head Params. (M)=Zero-shot, Evaluation Protocol=Zero-shot2026.05 | 48.1 | 53.1 |