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ResearchFormerly WizWand

Nuclear Segmentation on CPM-15

88.9Dice ScoreCMD-L
18.07636.46354.8573.237May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=21.21, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(B)), Input Resolution=2562026.0588.988.5
ViT-AdapterFrozen Params. (M)=-, Seg. Head Params. (M)=133.52, Evaluation Protocol=End-to-end, Input Resolution=3842026.0587.688.9
CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=7.15, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(A)), Input Resolution=2562026.0586.484.9
TransUNetFrozen Params. (M)=-, Seg. Head Params. (M)=105.28, Evaluation Protocol=End-to-end, Input Resolution=3842026.0580.977
HibouFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0579.478.1
nnUNetFrozen Params. (M)=-, Seg. Head Params. (M)=12.19, Evaluation Protocol=End-to-end, Input Resolution=3842026.0579.175.1
H-Optimus-0Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0578.179.5
H-Optimus-1Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0577.377.1
VirchowFrozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.057776.7
UNI2-hFrozen Params. (M)=681, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0576.776.1
Prov-GigapathFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0575.975.3
PhikonFrozen Params. (M)=86.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0575.975.2
KaikoFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0575.880.3
Phikon-v2Frozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0575.475
CONCHv1.5Frozen Params. (M)=306, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0574.874
UNIFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0573.872.6
PathOrchestraFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0573.775.8
Virchow2Frozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0572.570.7
CONCHFrozen Params. (M)=90.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0572.274.6
Midnight-12kFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.057171.5
CMD-LFrozen Params. (M)=602, Evaluation Protocol=Linear Probe, Input Resolution=2562026.0567.669.6
MUSKFrozen Params. (M)=675, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 384; ViT/14: 3922026.0565.164.3
VISTAFrozen Params. (M)=168, Seg. Head Params. (M)=Zero-shot, Evaluation Protocol=Zero-shot2026.0520.851.8