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Cell Type Clustering on OOD Tissue Data D_s^{u2} (unseen split 2)

0.839NMIscCello
0.67780.719650.76150.80335Aug 22, 2024

Evaluation results

MethodLinks
scCelloMethod Category=Ontology-Enhanced TFMs, Fine-tuned=true2024.080.8390.6750.6010.705
SupMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.8380.6210.580.68
UCEMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.8360.610.5620.67
MGP+SupMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.8330.6120.5730.672
scVIMethod Category=Non-TFM Methods2024.080.8160.550.5370.634
scTabMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.8150.6160.5410.657
SeuratMethod Category=Non-TFM Methods2024.080.8130.560.5350.636
MGPMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.8020.5440.5370.628
Raw DataMethod Category=Non-TFM Methods2024.080.80.5850.5080.631
scGPTMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.7940.5560.5310.627
GeneformerMethod Category=Ontology-Agnostic TFMs, Fine-tuned=true2024.080.7870.4990.5050.597
HarmonyMethod Category=Non-TFM Methods2024.080.6840.40.460.515