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ResearchFormerly WizWand

Nuclear Segmentation on CPM 17

89.7Dice ScoreTransUNet
46.43657.66868.980.132May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TransUNetFrozen Params. (M)=-, Seg. Head Params. (M)=105.28, Evaluation Protocol=End-to-end, Input Resolution=4962026.0589.788.1
KaikoFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0588.286.6
H-Optimus-0Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0588.186.9
CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=21.21, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(B)), Input Resolution=2562026.058888.3
H-Optimus-1Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.987
VirchowFrozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.687.3
HibouFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.587.2
nnUNetFrozen Params. (M)=-, Seg. Head Params. (M)=12.19, Evaluation Protocol=End-to-end, Input Resolution=4962026.0587.584.2
Phikon-v2Frozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.486.8
UNI2-hFrozen Params. (M)=681, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.386.4
ViT-AdapterFrozen Params. (M)=-, Seg. Head Params. (M)=133.52, Evaluation Protocol=End-to-end, Input Resolution=4962026.0587.287.7
Prov-GigapathFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.186.3
PhikonFrozen Params. (M)=86.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0587.187.3
CONCHFrozen Params. (M)=90.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0586.787.7
UNIFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0586.785.4
CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=7.15, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(A)), Input Resolution=2562026.0586.590.1
Virchow2Frozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0586.385.1
PathOrchestraFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0586.185.6
CONCHv1.5Frozen Params. (M)=306, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0585.886.3
Midnight-12kFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0584.583.1
CMD-LFrozen Params. (M)=602, Evaluation Protocol=Linear Probe, Input Resolution=2562026.0584.187.8
MUSKFrozen Params. (M)=675, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 496; ViT/14: 4902026.0573.772.8
VISTAFrozen Params. (M)=168, Seg. Head Params. (M)=Zero-shot, Evaluation Protocol=Zero-shot2026.0548.153.1