Before revision:  To implement this, we use a machine learning method based on variational auto-encoders (VAE) to construct scanner invariant encodings of the imaging data.
After revision:  To implement this, we use a deep learning method based on variational auto-encoders (VAE) to construct scanner invariant encodings of the imaging data.