Cell type clustering on Curated Out-of-Distribution (OOD) (test)
0.772AvgBio (D^ct_1)UCE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UCEmode=Zero-shot2024.08 | 0.772 | 0.741 | 0.598 | 0.67 | 0.485 | 0.506 | 0.629 | |
| scCellomode=Zero-shot2024.08 | 0.769 | 0.786 | 0.612 | 0.705 | 0.608 | 0.643 | 0.687 | |
| Supmode=Zero-shot2024.08 | 0.767 | 0.775 | 0.605 | 0.68 | 0.552 | 0.573 | 0.659 | |
| scVImode=Zero-shot2024.08 | 0.76 | 0.725 | 0.577 | 0.634 | 0.478 | 0.502 | 0.613 | |
| scTabmode=Zero-shot2024.08 | 0.759 | 0.726 | 0.515 | 0.657 | — | — | — | |
| MGP+Supmode=Zero-shot2024.08 | 0.758 | 0.764 | 0.61 | 0.672 | 0.553 | 0.57 | 0.655 | |
| Seuratmode=Zero-shot2024.08 | 0.752 | 0.737 | 0.587 | 0.636 | 0.466 | 0.489 | 0.611 | |
| MGPmode=Zero-shot2024.08 | 0.714 | 0.74 | 0.576 | 0.628 | 0.488 | 0.518 | 0.611 | |
| scGPTmode=Zero-shot2024.08 | 0.707 | 0.72 | 0.544 | 0.627 | 0.456 | 0.477 | 0.589 | |
| Raw Datamode=Zero-shot2024.08 | 0.703 | 0.629 | 0.54 | 0.631 | 0.458 | 0.46 | 0.57 | |
| Geneformermode=Zero-shot2024.08 | 0.689 | 0.668 | 0.539 | 0.597 | 0.468 | 0.482 | 0.574 | |
| Harmonymode=Zero-shot2024.08 | 0.432 | 0.417 | 0.462 | 0.515 | 0.456 | 0.474 | 0.459 |