Table 1 Metrics of all models.

From: Leveraging autoencoder models and data augmentation to uncover transcriptomic diversity of gingival keratinocytes in single cell analysis

Metric

Basic AE

VAE

DAE

AE with TTA

Final loss (dimensionless)

0.725950

0.560000

1.134158

0.725950

MSE (dimensionless)

0.724517

0.550000

1.082949

0.724517

Accuracy (%)

69.51%

50.00%

68.95%

69.51%

Precision (%)

54.69%

35.00%

54.13%

54.69%

Recall (%)

77.72%

50.00%

76.92%

77.72%

F1 Score (%)

64.20%

41.00%

63.54%

64.20%

AUC-ROC (%)

80.06%

50.00%

79.17%

80.06%