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ResearchFormerly WizWand

Nuclei Segmentation on TNBC

85.72Dice ScoreUN-SAM
17.828835.454453.0870.7056Aug 4, 2025Sep 19, 2025Nov 4, 2025Dec 20, 2025Feb 4, 2026Mar 22, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UN-SAMManual prompt=No, Fine-tuned=Yes2025.0885.7275.0285.81—
ViT-AdapterFrozen Params. (M)=-, Seg. Head Params. (M)=133.52, Evaluation Protocol=End-to-end, Input Resolution=5122026.0585.4——83.8
CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=7.15, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(A)), Input Resolution=2562026.0585.4——85.1
CMD-LFrozen Params. (M)=602, Seg. Head Params. (M)=21.21, Evaluation Protocol=Fine-tuned (+ SegHead: Fig. B2(B)), Input Resolution=2562026.0585.4——83
PromptNucSegManual prompt=No, Fine-tuned=Yes2025.0884.5973.3584.53—
H-Optimus-0Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0584.3——81.1
TransUNetFrozen Params. (M)=-, Seg. Head Params. (M)=105.28, Evaluation Protocol=End-to-end, Input Resolution=5122026.0584.3——82.5
Med-SAManual prompt=Point, Fine-tuned=Yes2025.0884.1672.6884.32—
HibouFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0584.1——82.3
VirchowFrozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0583.9——81.3
KaikoFrozen Params. (M)=304, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0583.8——82.2
Original SAMManual prompt=Point, Fine-tuned=Yes2025.0883.4646.7864.83—
H-Optimus-1Frozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0583.3——80.2
UNI2-hFrozen Params. (M)=681, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0583.3——80.4
SAMedManual prompt=Point, Fine-tuned=Yes2025.0883.1971.2383.33—
Prov-GigapathFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0582.8——80.9
PhikonFrozen Params. (M)=86.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0582.8——80.4
CONCHv1.5Frozen Params. (M)=306, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0582.6——80.6
Phikon-v2Frozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0582.4——79.4
SAMPOManual prompt=Point, Fine-tuned=No2025.0882.1370.1683.4—
nnU-NetManual prompt=No, Fine-tuned=Yes2025.0882.1169.7482.35—
Virchow2Frozen Params. (M)=631, Seg. Head Params. (M)=8.24, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0582.1——77.8
UNIFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0582——78.6
PathOrchestraFrozen Params. (M)=303, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0581.9——81
CONCHFrozen Params. (M)=90.4, Seg. Head Params. (M)=5.88, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0581.6——79.3
Attention-UNetManual prompt=No, Fine-tuned=Yes2025.0881.2568.5981.84—
Unet++Manual prompt=No, Fine-tuned=Yes2025.0881.1968.4481.6—
SACManual prompt=No, Fine-tuned=Yes2025.0881.1868.3881.65—
CellSAMManual prompt=No, Fine-tuned=Yes2025.0881.1266.8381.29—
CMD-LFrozen Params. (M)=602, Evaluation Protocol=Linear Probe, Input Resolution=2562026.0580.7——81.3
U-NetManual prompt=No, Fine-tuned=Yes2025.0880.6467.6281—
nnUNetFrozen Params. (M)=-, Seg. Head Params. (M)=12.19, Evaluation Protocol=End-to-end, Input Resolution=5122026.0580.3——75.4
Midnight-12kFrozen Params. (M)=1100, Seg. Head Params. (M)=9.42, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0579.8——77.1
H-SAMManual prompt=No, Fine-tuned=Yes2025.0879.4565.6379.81—
All-in-SAMManual prompt=No, Fine-tuned=Yes2025.0879.2566.1480.62—
TransUNetManual prompt=No, Fine-tuned=Yes2025.0878.364.3777.65—
Med-SAManual prompt=No, Fine-tuned=Yes2025.0877.5962.9578.63—
SAMedManual prompt=No, Fine-tuned=Yes2025.0875.7461.4275.87—
MUSKFrozen Params. (M)=675, Seg. Head Params. (M)=7.06, Evaluation Protocol=Frozen backbone, Input Resolution=ViT/16: 512; ViT/14: 5042026.0569.3——66.8
VISTAFrozen Params. (M)=168, Seg. Head Params. (M)=Zero-shot, Evaluation Protocol=Zero-shot2026.0555.1——58.4
SAM2Manual prompt=Point, Fine-tuned=No2025.0842.8129.4443.5—
SAM3Manual prompt=Text, Fine-tuned=No2025.0821.5932.6321.82—
Original SAMManual prompt=No, Fine-tuned=Yes2025.0820.4412.5335.8—