Andrew Brock et al., LARGE SCALE GAN TRAINING FOR HIGH FIDELITY NATURAL IMAGE SYNTHESIS 1 We found that doubling the depth (by inserting an additional Residual block after every up- or down-sampling block) hampered performance. We experimented with sharing class embeddings between both G and D (as opposed to just within G). Thi…