Cell Type Clustering on OOD Donor Data (D_d^ia) (unseen donor)
0.794NMIscCello
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| scCelloMethod Type=Ontology-Enhanced TFM2024.08 | 0.794 | 0.486 | 0.649 | 0.643 | |
| SupMethod Type=Ontology-Agnostic TFM2024.08 | 0.768 | 0.395 | 0.556 | 0.573 | |
| MGP+SupMethod Type=Ontology-Agnostic TFM2024.08 | 0.768 | 0.398 | 0.544 | 0.57 | |
| UCEMethod Type=Ontology-Agnostic TFM2024.08 | 0.737 | 0.284 | 0.496 | 0.506 | |
| MGPMethod Type=Ontology-Agnostic TFM2024.08 | 0.734 | 0.359 | 0.462 | 0.518 | |
| scVIMethod Type=Non-TFM2024.08 | 0.722 | 0.311 | 0.471 | 0.502 | |
| SeuratMethod Type=Non-TFM2024.08 | 0.711 | 0.335 | 0.42 | 0.489 | |
| HarmonyMethod Type=Non-TFM2024.08 | 0.69 | 0.324 | 0.408 | 0.474 | |
| GeneformerMethod Type=Ontology-Agnostic TFM2024.08 | 0.686 | 0.327 | 0.433 | 0.482 | |
| scGPTMethod Type=Ontology-Agnostic TFM2024.08 | 0.677 | 0.298 | 0.456 | 0.477 | |
| Raw DataMethod Type=Non-TFM2024.08 | 0.665 | 0.251 | 0.462 | 0.46 |