Linear Probing on DLPFC
72.1Balanced AccuracySTAMP_F
Evaluation results
| Method | Links | ||
|---|---|---|---|
| STAMP_FVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Fused (concat)2026.02 | 72.1 | 79.1 | |
| STAMP_GVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Gene Encoder2026.02 | 65.8 | 73.8 | |
| STAMP_VVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Vision Encoder2026.02 | 62.4 | 70.7 | |
| STAMP_G†Vision (V)=false, Language (L)=false, Gene (G)=true, Pretraining=SpaVis-6M only2026.02 | 57.1 | 68 | |
| Hoptimus0Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 56.8 | 65.1 | |
| Hop+scSVision (V)=true, Language (L)=false, Gene (G)=true, Components=Hoptimus0 + scGPT-Spatial2026.02 | 56.8 | 65.9 | |
| Virchow2Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 56.5 | 64.5 | |
| GigaPathVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 55.8 | 64 | |
| scGPT-SpatialVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 55.8 | 66.1 | |
| GPFMVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 54.7 | 63.7 | |
| UNIVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 54.4 | 62.1 | |
| UNI2Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 54.1 | 63 | |
| mSTARVision (V)=true, Language (L)=true, Gene (G)=true2026.02 | 54 | 62.1 | |
| CONCH‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.02 | 48.1 | 57.7 | |
| PLIP‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.02 | 47.6 | 57.1 | |
| CONCHVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 45.4 | 54 | |
| CHIEFVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 45.4 | 54.8 | |
| NicheformerVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 44.9 | 55.3 | |
| scGPTVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 44.1 | 55.1 | |
| PLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 42.9 | 52.1 | |
| CLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 41.5 | 50.7 | |
| OmiCLIPVision (V)=true, Language (L)=true, Gene (G)=true2026.02 | 38.1 | 46.3 |