Unsupervised Clustering on HBC
59ARISTAMP_F
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| STAMP_FVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Fused (concat)2026.02 | 59 | 70.8 | |
| STAMP_VVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Vision Encoder2026.02 | 52.6 | 67.4 | |
| mSTARVision (V)=true, Language (L)=true, Gene (G)=true2026.02 | 50.5 | 64.7 | |
| UNIVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 49.9 | 64.6 | |
| GigaPathVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 48.6 | 63.7 | |
| UNI2Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 47.9 | 63.7 | |
| Hoptimus0Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 45.8 | 64.7 | |
| GPFMVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 45.7 | 64.3 | |
| Hop+scSVision (V)=true, Language (L)=false, Gene (G)=true, Components=Hoptimus0 + scGPT-Spatial2026.02 | 45.5 | 64.5 | |
| CONCH‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.02 | 44.5 | 60.8 | |
| PLIP‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.02 | 43.6 | 61.8 | |
| STAMP_GVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Gene Encoder2026.02 | 41.6 | 53.7 | |
| CONCHVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 40.6 | 57.6 | |
| CHIEFVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 40.1 | 60.2 | |
| Virchow2Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 39.8 | 59.1 | |
| PLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 36.4 | 54.9 | |
| OmiCLIPVision (V)=true, Language (L)=true, Gene (G)=true2026.02 | 29.4 | 47.4 | |
| CLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 27.4 | 44.9 | |
| STAMP_G†Vision (V)=false, Language (L)=false, Gene (G)=true, Pretraining=SpaVis-6M only2026.02 | 21 | 35.6 | |
| scGPT-SpatialVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 20.8 | 33.8 | |
| scGPTVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 19.4 | 34.8 | |
| NicheformerVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 13.6 | 26.9 |