thanks for the references! I like that many people are doing such things. After looking at the chairs paper, it seems like they render images given pose,shape,view etc (supervised setting). However, in our model, there is a twist as it is trained either completely unsupervised or biased to separate those variables (but it is never given the true values of those parameters ... just raw data).