Skip to main content
. 2021 May 20;22:158. doi: 10.1186/s13059-021-02373-4

Table 2.

Disentanglement metrics for two splatter-simulated single-cell RNA-seq datasets with four ground truth variables

Spearman correlation gap FactorVAE metric MIG
Linear step PCA 0.57 0.36 0.56
VAE 0.37 0.44 0.39
-TCVAE 0.65 0.33 0.72
Non-linear step PCA 0.60 0.36 0.58
VAE 0.4 0.38 0.38
-TCVAE 0.55 0.34 0.73

The dimensionality of the latent space was 4 for all three approaches