Clustering on DLPFC
55ARIMAFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAFN2025.12 | 55 | 61 | |
| KBCPoints=4221, Dim=400, Clusters=7, runs=102026.02 | 54 | — | |
| stMFG2025.12 | 53 | 64 | |
| k-meansPoints=4221, Dim=400, Clusters=7, runs=102026.02 | 44 | — | |
| IDECPoints=4221, Dim=400, Clusters=7, runs=102026.02 | 42 | — | |
| STAMP_GVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Gene Encoder2026.02 | 36.9 | 49.2 | |
| CCPoints=4221, Dim=400, Clusters=7, runs=102026.02 | 35 | — | |
| Spatial-MGCN2025.12 | 35 | 58 | |
| STAMP_FVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Fused (concat)2026.02 | 34.2 | 50.2 | |
| SCANPY2025.12 | 26 | 39 | |
| STAMP_VVision (V)=true, Language (L)=false, Gene (G)=true, Modality=Aligned Vision Encoder2026.02 | 24.6 | 39.9 | |
| STAMP_G†Vision (V)=false, Language (L)=false, Gene (G)=true, Pretraining=SpaVis-6M only2026.02 | 23.3 | 30.1 | |
| scGPT-SpatialVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 21.5 | 31.3 | |
| scGPTVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 17.9 | 24.8 | |
| CONCH‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.02 | 17.6 | 33.1 | |
| PLIP‡Vision (V)=true, Language (L)=false, Gene (G)=true, Alignment=Vision-Gene2026.02 | 17.4 | 32 | |
| GigaPathVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 17 | 29.1 | |
| Hop+scSVision (V)=true, Language (L)=false, Gene (G)=true, Components=Hoptimus0 + scGPT-Spatial2026.02 | 16.1 | 28.9 | |
| mSTARVision (V)=true, Language (L)=true, Gene (G)=true2026.02 | 15.9 | 28.9 | |
| GPFMVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 15 | 26.7 | |
| UNI2Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 14.7 | 25.7 | |
| Hoptimus0Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 14.7 | 28 | |
| UNIVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 14.4 | 26 | |
| Virchow2Vision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 14.1 | 24.9 | |
| CHIEFVision (V)=true, Language (L)=false, Gene (G)=false2026.02 | 13.2 | 24.3 | |
| NicheformerVision (V)=false, Language (L)=false, Gene (G)=true2026.02 | 13 | 20.7 | |
| PLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 12.8 | 22.4 | |
| CONCHVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 12.4 | 21.5 | |
| CLIPVision (V)=true, Language (L)=true, Gene (G)=false2026.02 | 10.1 | 16.9 | |
| OmiCLIPVision (V)=true, Language (L)=true, Gene (G)=true2026.02 | 9 | 16.4 | |
| Contrastive ClusteringPoints=4,221, Dim=400, Clusters=72026.02 | — | 50 | |
| IDECPoints=4,221, Dim=400, Clusters=72026.02 | — | 54 | |
| k-meansPoints=4,221, Dim=400, Clusters=72026.02 | — | 56 | |
| KBCPoints=4,221, Dim=400, Clusters=72026.02 | — | 64 |