Discussion with Gohar

[zhenglinpan]

Take-aways:

1. Re-definition of the biased test: change Encoder instead of the main branch
2. VAE: to regulate the distribution of the Encoder, make reliable of FID

[zhenglinpan]

Further discussion with Ali, We can proceed with two approaches:

Encoder(instrinsic approach)

Use some techniques that allows current encoder to generate naturally normal distributed feature maps. I.e. VAE

Data(extrinsic approach)

Use some techiniques on generated data distribution to make it normal distributed in a way. i.e. Expectation Maximization, or Decomposition.