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ResearchFormerly WizWand

Unsupervised Clustering on HBC

59ARISTAMP_F
11.78424.04236.348.558Feb 15, 2026
Updated 8mo ago

Evaluation results

MethodLinks
STAMP_FVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Fused (concat)2026.025970.8
STAMP_VVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Vision Encoder2026.0252.667.4
mSTARVision (V)=true, Language (L)=true, Gene (G)=true2026.0250.564.7
UNIVision (V)=true, Language (L)=false, Gene (G)=false2026.0249.964.6
GigaPathVision (V)=true, Language (L)=false, Gene (G)=false2026.0248.663.7
UNI2Vision (V)=true, Language (L)=false, Gene (G)=false2026.0247.963.7
Hoptimus0Vision (V)=true, Language (L)=false, Gene (G)=false2026.0245.864.7
GPFMVision (V)=true, Language (L)=false, Gene (G)=false2026.0245.764.3
Hop+scSVision (V)=true, Language (L)=false, Gene (G)=true, Components=Hoptimus0 + scGPT-Spatial2026.0245.564.5
CONCH‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.0244.560.8
PLIP‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.0243.661.8
STAMP_GVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Gene Encoder2026.0241.653.7
CONCHVision (V)=true, Language (L)=true, Gene (G)=false2026.0240.657.6
CHIEFVision (V)=true, Language (L)=false, Gene (G)=false2026.0240.160.2
Virchow2Vision (V)=true, Language (L)=false, Gene (G)=false2026.0239.859.1
PLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.0236.454.9
OmiCLIPVision (V)=true, Language (L)=true, Gene (G)=true2026.0229.447.4
CLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.0227.444.9
STAMP_G†Vision (V)=false, Language (L)=false, Gene (G)=true, Pretraining=SpaVis-6M only2026.022135.6
scGPT-SpatialVision (V)=false, Language (L)=false, Gene (G)=true2026.0220.833.8
scGPTVision (V)=false, Language (L)=false, Gene (G)=true2026.0219.434.8
NicheformerVision (V)=false, Language (L)=false, Gene (G)=true2026.0213.626.9