Expand the current set of feature directions through various method

[DarkGeekMS]

Expand the set of current feature directions through one or more of the following methods :

• First method :

  • Generate a set of random faces using StyleGAN2.
  • Classify (or label) the generated faces (manually or using binary classifier).
  • Fit a single feature direction using Logistic Regression or any other classifier or regressor.

• Second method :

  • Collect some classified faces about a specific feature.
  • Project the collected faces to W.
  • Fit a single feature direction using Logistic Regression or any other classifier or regressor.

• Third method :

  • Use PCA components proposed in GANSpace.

• Fourth method :

  • Refer to #27