To create the dataset for our needs a style transfer model needed to be used to generate paint, drawing, sculpture-like images. Style transfer was done using a TensorFlow implementation of the paper A Neural Algorithm of Artistic Style.
The names of the files and directories of the dataset need to follow a convention of AdaFace (presented by FaceNet) thus
dedicated scripts and instructions are provided in the preprocessing
directory.