Research Article

Data Augmentation-Assisted Makeup-Invariant Face Recognition

Table 1

Comparison of the proposed techniques.

Experiment No.AugmentationDatasetTest accuracy

16 celebrity-famous makeup styles + 3 semantic preserving transformation (the proposed augmentation-assisted approach)YMU90.04
VMU92.99

2No data augmentation is usedYMU56.00
VMU57.85

36 celebrity-famous makeup stylesYMU75.61
VMU78.19

43 semantic-preserving transformationsYMU67.66
VMU68.05

5Transfer learning without data augmentationYMU86.37
VMU88.48