Nuclear Segmentation on CPM-15
88.9Dice ScoreCMD-L
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=21.21, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(B)), Input Resolution=2562026.05 | 88.9 | 88.5 | |
| ViT-AdapterFrozen Params. (M)=-, Seg. Head Params. (M)=133.52, Evaluation Protocol=End-to-end, Input Resolution=3842026.05 | 87.6 | 88.9 | |
| CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=7.15, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(A)), Input Resolution=2562026.05 | 86.4 | 84.9 | |
| TransUNetFrozen Params. (M)=-, Seg. Head Params. (M)=105.28, Evaluation Protocol=End-to-end, Input Resolution=3842026.05 | 80.9 | 77 | |
| HibouFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 79.4 | 78.1 | |
| nnUNetFrozen Params. (M)=-, Seg. Head Params. (M)=12.19, Evaluation Protocol=End-to-end, Input Resolution=3842026.05 | 79.1 | 75.1 | |
| H-Optimus-0Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 78.1 | 79.5 | |
| H-Optimus-1Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 77.3 | 77.1 | |
| VirchowFrozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 77 | 76.7 | |
| UNI2-hFrozen Params. (M)=681, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 76.7 | 76.1 | |
| Prov-GigapathFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 75.9 | 75.3 | |
| PhikonFrozen Params. (M)=86.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 75.9 | 75.2 | |
| KaikoFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 75.8 | 80.3 | |
| Phikon-v2Frozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 75.4 | 75 | |
| CONCHv1.5Frozen Params. (M)=306, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 74.8 | 74 | |
| UNIFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 73.8 | 72.6 | |
| PathOrchestraFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 73.7 | 75.8 | |
| Virchow2Frozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 72.5 | 70.7 | |
| CONCHFrozen Params. (M)=90.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 72.2 | 74.6 | |
| Midnight-12kFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 71 | 71.5 | |
| CMD-LFrozen Params. (M)=602, Evaluation Protocol=Linear Probe, Input Resolution=2562026.05 | 67.6 | 69.6 | |
| MUSKFrozen Params. (M)=675, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.05 | 65.1 | 64.3 | |
| VISTAFrozen Params. (M)=168, Seg. Head Params. (M)=Zero-shot, Evaluation Protocol=Zero-shot2026.05 | 20.8 | 51.8 |