Appendix 1—table 3. Summary of evaluation metric for all target datasets at resolution = 1.0 analyzed in this paper.
Normal Prostate | 3 K PBMC | Pancreas | In-house CITE-seq | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
ARI | NMI | SI(Cell type) | ARI | NMI | SI(Cell type) | ARI | NMI | SI(Cell type) | ARI | NMI | SI(Cell type) | |
SCellBOW | 0.26 | 0.56 | 0.13 | 0.49 | 0.52 | 0.11 | 0.56 | 0.82 | 0.53 | 0.65 | 0.72 | 0.06 |
Scanpy | 0.16 | 0.53 | 0.13 | 0.36 | 0.5 | 0.1 | 0.38 | 0.73 | 0.24 | 0.51 | 0.66 | 0.08 |
Seurat | 0.15 | 0.52 | 0.21 | 0.31 | 0.48 | 0.1 | 0.52 | 0.79 | 0.53 | 0.47 | 0.66 | 0.04 |
ItClust | 0.01 | 0.02 | –0.05 | 0.33 | 0.46 | –0.05 | 0.31 | 0.29 | –0.05 | 0.43 | 0.55 | –0.13 |
scETM | 0.11 | 0.37 | 0.04 | 0.38 | 0.5 | 0.08 | 0.35 | 0.67 | 0.46 | 0.41 | 0.61 | –0.03 |
scBERT | 0.18 | 0.51 | 0.22 | 0.32 | 0.47 | 0.07 | 0.35 | 0.72 | 0.35 | 0.58 | 0.70 | 0.06 |
scPhere | 0.04 | 0.42 | 0.05 | 0.19 | 0.38 | 0.04 | 0.23 | 0.63 | 0.33 | 0.24 | 0.55 | 0.21 |
DESC | 0.17 | 0.52 | 0.02 | 0.46 | 0.49 | –0.06 | 0.39 | 0.72 | 0.2 | 0.54 | 0.65 | 0.01 |