Cell type clustering on OOD Tissue Data D_s^{u1} (unseen split 1)
0.789NMIMGP+Sup
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MGP+SupMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.789 | 0.518 | 0.524 | 0.61 | |
| SupMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.788 | 0.502 | 0.527 | 0.605 | |
| UCEMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.787 | 0.476 | 0.531 | 0.598 | |
| scCelloMethod Category=Ontology-Enhanced TFMs, Fine-tuned=true2024.08 | 0.784 | 0.519 | 0.534 | 0.612 | |
| SeuratMethod Category=Non-TFM Methods2024.08 | 0.777 | 0.497 | 0.488 | 0.587 | |
| scVIMethod Category=Non-TFM Methods2024.08 | 0.774 | 0.443 | 0.516 | 0.577 | |
| MGPMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.766 | 0.472 | 0.491 | 0.576 | |
| scTabMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.754 | 0.492 | 0.515 | 0.515 | |
| scGPTMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.739 | 0.407 | 0.486 | 0.544 | |
| GeneformerMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.08 | 0.736 | 0.412 | 0.468 | 0.539 | |
| Raw DataMethod Category=Non-TFM Methods2024.08 | 0.733 | 0.405 | 0.481 | 0.54 | |
| HarmonyMethod Category=Non-TFM Methods2024.08 | 0.649 | 0.302 | 0.436 | 0.462 |