Cell Type Clustering on OOD Donor Data (D_d^an) (unseen donor)
0.774NMIscCello
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| scCelloMethod Type=Ontology-Enhanced TFM2024.08 | 0.774 | 0.426 | 0.625 | 0.608 | |
| SupMethod Type=Ontology-Agnostic TFM2024.08 | 0.754 | 0.357 | 0.545 | 0.552 | |
| MGP+SupMethod Type=Ontology-Agnostic TFM2024.08 | 0.754 | 0.373 | 0.532 | 0.553 | |
| UCEMethod Type=Ontology-Agnostic TFM2024.08 | 0.718 | 0.245 | 0.491 | 0.485 | |
| MGPMethod Type=Ontology-Agnostic TFM2024.08 | 0.713 | 0.294 | 0.457 | 0.488 | |
| scVIMethod Type=Non-TFM2024.08 | 0.699 | 0.269 | 0.466 | 0.478 | |
| SeuratMethod Type=Non-TFM2024.08 | 0.691 | 0.294 | 0.413 | 0.466 | |
| HarmonyMethod Type=Non-TFM2024.08 | 0.679 | 0.286 | 0.405 | 0.456 | |
| GeneformerMethod Type=Ontology-Agnostic TFM2024.08 | 0.666 | 0.303 | 0.434 | 0.468 | |
| Raw DataMethod Type=Non-TFM2024.08 | 0.665 | 0.247 | 0.462 | 0.458 | |
| scGPTMethod Type=Ontology-Agnostic TFM2024.08 | 0.656 | 0.259 | 0.452 | 0.456 |